1
|
Zhu J, Niu L, Hou X, Tao H, Ma Y, Silenzio V, Lin K, Zhou L. Feasibility and Acceptability of Ecological Momentary Assessment to Assess Suicide Risk among Young People with Mood Disorder in China. Psychiatry Res 2024; 340:116138. [PMID: 39182319 DOI: 10.1016/j.psychres.2024.116138] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 08/17/2023] [Revised: 04/21/2024] [Accepted: 08/08/2024] [Indexed: 08/27/2024]
Abstract
Suicidal thoughts and behaviors (STBs) are increasing among young people (aged 12-24 years) in China. Although Ecological Momentary Assessment (EMA) has been increasingly used to study STBs worldwide, no study has been conducted on young people with mood disorders (MD) in China. This mixed-method study aimed to evaluate the feasibility and acceptability of suicide risk monitoring in 75 young people with MD. Participants completed five to eight daily EMA surveys and wore smart bands for the EMA study. Semi-structured interviews were used to collect feedback. High adherence to EMA surveys (73.0 %) and smart bands (87.4 %) indicated feasibility. Participants reported an overall positive experience with the EMA study (helpful, friendly, and acceptable). Additionally, the reasons they were willing to comply with the EMA study were: (1) seeing the possibility of returning to "normal," and (2) experiencing the process of returning. However, a small proportion of participants had negative experiences (e.g., annoyance and missing prompts). The results of this mixed-methods study provide preliminary support for the feasibility and acceptability of using EMA (combined smartphones and wearable sensor devices) to assess suicidality among young people with MD in the Chinese cultural and social context.
Collapse
Affiliation(s)
- Jiaxin Zhu
- Department of Social Medicine and Health Management, Xiangya School of Public Health, Central South University, Changsha, China
| | - Lu Niu
- Department of Social Medicine and Health Management, Xiangya School of Public Health, Central South University, Changsha, China.
| | - Xiaofei Hou
- Tianjin Anding Hospital, Mental Health Center of Tianjin Medical University, Tianjin, China
| | - Haojuan Tao
- National Clinical Research Center for Mental Disorder, and Department of Psychiatry, The Second Xiangya Hospital of Central South University, Changsha, China
| | - Yarong Ma
- The Affiliated Brain Hospital, Guangzhou Medical University, Guangzhou, China
| | - Vincent Silenzio
- Urban-Global Public Health, Rutgers School of Public Health, Rutgers The State University of New Jersey, Newark, NJ, United States
| | - Kangguang Lin
- The Affiliated Brain Hospital, Guangzhou Medical University, Guangzhou, China
| | - Liang Zhou
- The Affiliated Brain Hospital, Guangzhou Medical University, Guangzhou, China
| |
Collapse
|
2
|
Ottenstein C, Hasselhorn K, Lischetzke T. Measurement reactivity in ambulatory assessment: Increase in emotional clarity over time independent of sampling frequency. Behav Res Methods 2024; 56:6150-6164. [PMID: 38291223 PMCID: PMC11335897 DOI: 10.3758/s13428-024-02346-y] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Accepted: 01/17/2024] [Indexed: 02/01/2024]
Abstract
Ambulatory assessment (AA) studies are frequently used to study emotions, cognitions, and behavior in daily life. But does the measurement itself produce reactivity, that is, are the constructs that are measured influenced by participation? We investigated individual differences in intraindividual change in momentary emotional clarity and momentary pleasant-unpleasant mood over the course of an AA study. Specifically, we experimentally manipulated sampling frequency and hypothesized that the intraindividual change over time would be stronger when sampling frequency was high (vs. low). Moreover, we assumed that individual differences in dispositional mood regulation would moderate the direction of intraindividual change in momentary pleasant-unpleasant mood over time. Students (n = 313) were prompted either three or nine times a day for 1 week (data collection took place in 2019 and 2020). Multilevel growth curve models showed that momentary emotional clarity increased within participants over the course of the AA phase, but this increase did not differ between the two sampling frequency groups. Pleasant-unpleasant mood did not show a systematic trend over the course of the study, and mood regulation did not predict individual differences in mood change over time. Again, results were not moderated by the sampling frequency group. We discuss limitations of our study (e.g., WEIRD sample) and potential practical implications regarding sampling frequency in AA studies. Future studies should further systematically investigate the circumstances under which measurement reactivity is more likely to occur.
Collapse
|
3
|
Kivelä LMM, Fiß F, van der Does W, Antypa N. Examination of Acceptability, Feasibility, and Iatrogenic Effects of Ecological Momentary Assessment (EMA) of Suicidal Ideation. Assessment 2024; 31:1292-1308. [PMID: 38098238 PMCID: PMC11292966 DOI: 10.1177/10731911231216053] [Citation(s) in RCA: 1] [Impact Index Per Article: 1.0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 08/02/2024]
Abstract
Ecological momentary assessment (EMA) can be used to examine the dynamics of suicidal ideation in daily life. While the general acceptability and feasibility of EMA in suicide research has been established, further examination of potential iatrogenic effects (i.e., negative reactivity) and identifying those more likely to react negatively is needed. Participants (N = 82) with current suicidal ideation completed 21 days of EMA (4×/day) and filled in M = 78% (Med = 84%) of the EMA. No positive or negative affect reactivity was observed in EMA ratings over the study period. Retrospectively, most participants rated their experience as positive (69%); 22% indicated mood worsening, and 18% suicidal ideation reactivity. Those with more borderline personality traits, posttraumatic stress disorder (PTSD), and higher depressive, anxiety, and suicidal ideation symptoms, were more likely to report iatrogenic effects. In conclusion, while high compliance rates and lack of affect reactivity during EMA indicate that EMA is well tolerated in suicide research, a minority of participants may report subjective mood effects in retrospect.
Collapse
Affiliation(s)
| | - F. Fiß
- Leiden University, The Netherlands
| | - W. van der Does
- Leiden University, The Netherlands
- Leiden University Treatment and Expertise Centre (LUBEC), The Netherlands
| | | |
Collapse
|
4
|
Wallace GT, Brick LA, Provost EM, Peters JR, Miller IW, Schatten HT. Daily Levels and Dynamic Metrics of Affective-Cognitive Constructs Associate With Suicidal Thoughts and Behaviours in Adults After Psychiatric Hospitalization. Clin Psychol Psychother 2024; 31:e2982. [PMID: 38659356 DOI: 10.1002/cpp.2982] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 01/13/2024] [Revised: 03/03/2024] [Accepted: 03/26/2024] [Indexed: 04/26/2024]
Abstract
The period after psychiatric hospitalization is an extraordinarily high-risk period for suicidal thoughts and behaviours (STBs). Affective-cognitive constructs (ACCs) are salient risk factors for STBs, and intensive longitudinal metrics of these constructs may improve personalized risk detection and intervention. However, limited research has examined how within-person daily levels and between-person dynamic metrics of ACCs relate to STBs after hospital discharge. Adult psychiatric inpatients (N = 95) completed a 65-day ecological momentary assessment protocol after discharge as part of a 6-month follow-up period. Using dynamic structural equation models, we examined both within-person daily levels and between-person dynamic metrics (intensity, variability and inertia) of positive and negative affect, rumination, distress intolerance and emotion dysregulation as risk factors for STBs. Within-person lower daily levels of positive affect and higher daily levels of negative affect, rumination, distress intolerance and emotion dysregulation were risk factors for next-day suicidal ideation (SI). Same-day within-person higher rumination and negative affect were also risk factors for same-day SI. At the between-person level, higher overall positive affect was protective against active SI and suicidal behaviour over the 6-month follow-up, while greater variability of rumination and distress intolerance increased risk for active SI, suicidal behaviour and suicide attempt. The present study provides the most comprehensive examination to date of intensive longitudinal metrics of ACCs as risk factors for STBs. Results support the continued use of intensive longitudinal methods to improve STB risk detection. Interventions focusing on rumination and distress intolerance may specifically help to prevent suicidal crises during critical transitions in care.
Collapse
Affiliation(s)
- Gemma T Wallace
- Department of Psychiatry and Human Behavior, Warren Alpert Medical School of Brown University, Providence, Rhode Island, USA
| | - Leslie A Brick
- Department of Psychiatry and Human Behavior, Warren Alpert Medical School of Brown University, Providence, Rhode Island, USA
| | - Emily Mower Provost
- Computer Science and Engineering, University of Michigan, Ann Arbor, Michigan, USA
| | - Jessica R Peters
- Department of Psychiatry and Human Behavior, Warren Alpert Medical School of Brown University, Providence, Rhode Island, USA
| | - Ivan W Miller
- Department of Psychiatry and Human Behavior, Warren Alpert Medical School of Brown University, Providence, Rhode Island, USA
- Psychosocial Research Program, Butler Hospital, Providence, Rhode Island, USA
| | - Heather T Schatten
- Department of Psychiatry and Human Behavior, Warren Alpert Medical School of Brown University, Providence, Rhode Island, USA
- Psychosocial Research Program, Butler Hospital, Providence, Rhode Island, USA
| |
Collapse
|
5
|
Aleva A, van den Berg T, Laceulle OM, van Aken MAG, Chanen AM, Betts JK, Hessels CJ. A smartphone-based intervention for young people who self-harm ('PRIMARY'): study protocol for a multicenter randomized controlled trial. BMC Psychiatry 2023; 23:840. [PMID: 37964199 PMCID: PMC10647141 DOI: 10.1186/s12888-023-05301-x] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 10/02/2023] [Accepted: 10/23/2023] [Indexed: 11/16/2023] Open
Abstract
BACKGROUND Self-harm in young people is a public health concern connected with severe mental health problems, such as personality pathology. Currently, there are no specific evidence-based interventions available for young people who self-harm. Therefore, we developed PRe-Intervention Monitoring of Affect and Relationships in Youth (PRIMARY), a smartphone-based intervention, co-designed by clinicians and young people with lived experience of mental ill-health. PRIMARY combines the Experience Sampling Method (ESM) with weekly report sessions. The study aims to examine the effectiveness of PRIMARY with regard to reducing self-harm, and improving emotion regulation and quality of relationships. METHODS This study is a multicenter, parallel groups, randomized controlled trial (RCT) comparing the PRIMARY intervention to a waiting list control group. PRIMARY comprises 28 consecutive days of questionnaires five times each day (i.e., ESM) and four weekly report sessions. Participants will comprise 180 young people referred for treatment to the participating Dutch mental healthcare institutions and (1) are aged 12 to 25 years, and (2) engaged in ≥ 1 act of self-harm in the past year. Participants are randomly allocated to a study group after screening in a 1:1 ratio by an independent researcher using computer-generated randomization sequences with stratified block randomization by age (12 to 15 years / 16 to 25 years). Staff will conduct assessments with all participants at baseline (Wave 1), after 28 days (Wave 2), and in a subsample after 10 weeks of subsequent specialized treatment (Wave 3). The primary outcomes are self-harm, emotion regulation, and quality of relationships. Secondary outcomes include patient and clinician satisfaction. Exploratory analyses of ESM data will examine the relationship between emotions, social relationships, and self-harm. DISCUSSION The results of this trial will clarify whether an innovative smartphone-based intervention is effective for reducing self harm and improving emotion regulation and the quality of social relationships. It has the potential to fill a treatment gap of interventions specifically targeting self-harm. If proven effective, it would provide an accessible, easy-to-implement, low-cost intervention for young people. Furthermore, the ESM-data will allow detailed analyses into the processes underlying self-harm, which will contribute to theoretical knowledge regarding the behavior. TRIAL REGISTRATION ISRCTN42088538 ( https://doi.org/10.1186/ISRCTN42088538 ), retrospectively registered on the 26th of October 2022.
Collapse
Affiliation(s)
- Anouk Aleva
- HYPE Centre of Expertise on Early Intervention for Borderline Personality Disorder, GGz Centraal, Amersfoort, The Netherlands.
- Department of Developmental Psychology, Utrecht University, Utrecht, The Netherlands.
| | - Tessa van den Berg
- HYPE Centre of Expertise on Early Intervention for Borderline Personality Disorder, GGz Centraal, Amersfoort, The Netherlands
- Department of Developmental Psychology, Utrecht University, Utrecht, The Netherlands
| | - Odilia M Laceulle
- HYPE Centre of Expertise on Early Intervention for Borderline Personality Disorder, GGz Centraal, Amersfoort, The Netherlands
- Department of Developmental Psychology, Utrecht University, Utrecht, The Netherlands
| | - Marcel A G van Aken
- Department of Developmental Psychology, Utrecht University, Utrecht, The Netherlands
| | - Andrew M Chanen
- Orygen, Melbourne, Australia
- Centre for Youth Mental Health, The University of Melbourne, Melbourne, Australia
| | - Jennifer K Betts
- Orygen, Melbourne, Australia
- Centre for Youth Mental Health, The University of Melbourne, Melbourne, Australia
| | - Christel J Hessels
- HYPE Centre of Expertise on Early Intervention for Borderline Personality Disorder, GGz Centraal, Amersfoort, The Netherlands
| |
Collapse
|
6
|
Jiang A, Al-Dajani N, King C, Hong V, Koo HJ, Czyz E. Acceptability and feasibility of ecological momentary assessment with augmentation of passive sensor data in young adults at high risk for suicide. Psychiatry Res 2023; 326:115347. [PMID: 37487460 DOI: 10.1016/j.psychres.2023.115347] [Citation(s) in RCA: 2] [Impact Index Per Article: 1.0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 01/25/2023] [Revised: 07/14/2023] [Accepted: 07/16/2023] [Indexed: 07/26/2023]
Abstract
Ecological Momentary Assessment (EMA) and wearable sensor data have the potential to enhance prediction of suicide risk in real-world conditions. However, the feasibility of this methodology with high-risk populations, including over extended periods, warrants closer attention. This study examined the feasibility and acceptability of concurrent EMA and wearable sensor monitoring in young adults after emergency department (ED) care for suicide risk-related concerns. For 2 months after ED discharge, 106 participants (ages 18-25; 81.1% female) took part in EMA surveys (4x per day) and passive sensor (Fitbit) monitoring and completed an end-of-study phone interview. Overall adherence to EMA (62.1%) and wearable sensor (53.6%) was moderate and comparable to briefer protocols. Relative to EMAs (81%), fewer participants completed the full 8 weeks of Fitbit (63%). While lower initial hopelessness was linked to reduced EMA adherence, previous-day suicidal ideation predicted lower Fitbit adherence on the next day. Self-endorsed barriers to EMA and wearable sensor adherence were also examined. Participants tended to report positive experience with the protocol, with majority indicating EMAs were minimally burdensome, reporting that the Fitbit was generally comfortable, and expressing interest in participating in a similar study again. Findings provide support for the feasibility and acceptability of concurrent intensive self-report and wearable sensor data during a high-risk period. Implications and future directions are discussed.
Collapse
Affiliation(s)
- Amanda Jiang
- Department of Psychiatry, University of Michigan, 4250 Plymouth Rd., Ann Arbor, MI 48109, USA
| | - Nadia Al-Dajani
- Department of Psychiatry, University of Michigan, 4250 Plymouth Rd., Ann Arbor, MI 48109, USA
| | - Cheryl King
- Department of Psychiatry, University of Michigan, 4250 Plymouth Rd., Ann Arbor, MI 48109, USA
| | - Victor Hong
- Department of Psychiatry, University of Michigan, 4250 Plymouth Rd., Ann Arbor, MI 48109, USA
| | - Hyun Jung Koo
- School of Statistics, University of Minnesota, Twin Cities, MN, USA
| | - Ewa Czyz
- Department of Psychiatry, University of Michigan, 4250 Plymouth Rd., Ann Arbor, MI 48109, USA.
| |
Collapse
|
7
|
Zarbo C, Zamparini M, Nielssen O, Casiraghi L, Rocchetti M, Starace F, de Girolamo G. Comparing Adherence to the Experience Sampling Method Among Patients With Schizophrenia Spectrum Disorder and Unaffected Individuals: Observational Study From the Multicentric DiAPAson Project. J Med Internet Res 2023; 25:e42093. [PMID: 37463030 PMCID: PMC10394602 DOI: 10.2196/42093] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 08/22/2022] [Revised: 03/07/2023] [Accepted: 03/15/2023] [Indexed: 07/20/2023] Open
Abstract
BACKGROUND The Experience Sampling Method (ESM) is a valid method of remotely recording activities and mood, but the predictors of adherence to ESM in patients with Schizophrenia Spectrum Disorder (SSD) are not known. Studies on adherence are significant as they highlight the strengths and weaknesses of ESM-based study designs and allow the development of recommendations and practical guidelines for implementing future studies or treatment plans. OBJECTIVE The aim of this study was to compare the adherence to ESM in patients with SSD and unaffected control individuals, investigate their patterns, and report the predictors of adherence. METHODS In total, 131 patients with SSD (74 in residential facilities and 57 outpatients) and 115 unaffected control individuals were recruited at 10 different centers in Italy as part of the DiAPAson project. Demographic information, symptom severity, disability level, and level of function were recorded for the clinical sample. Participants were evaluated for daily time use and mood through a smartphone-based ESM 8 times a day for 7 consecutive days. Adherence was measured by the response rate to ESM notifications. Results were analyzed using the chi-square test, ANOVA, Kruskal-Wallis test, and Friedman test, and a logistic regression model. RESULTS The overall adherence rate in this study was 50% for residents, 59% for outpatients, and 78% for unaffected control individuals. Indeed, patients with SSD had a lower rate of adherence to ESM than the unaffected control group (P≤.001), independent of time slot, day of monitoring, or day of the week. No differences in adherence rates between weekdays and weekends were found among the 3 groups. The adherence rate was the lowest in the late evening time slot (8 PM to 12 AM) and days 6-7 of the study for both patients with SSD and unaffected control individuals. The adherence rate among patients with SSD was not predicted by sociodemographic characteristics, cognitive function, or other clinical features. A higher adherence rate (ie, ≥70%) among patients with SSD was predicted by higher collaboration skills (odds ratio [OR] 2.952; P=.046) and self-esteem (OR 3.394; P=.03), and lower positive symptom severity (OR 0.835; P=.04). CONCLUSIONS Adherence to ESM prompts for both patients with SSD and unaffected control individuals decreased during late evening and after 6 days of monitoring. Higher self-esteem and collaboration skills predicted higher adherence to ESM among patients with SSD, while higher positive symptom scores predicted lower adherence rates. This study provides important information to guide protocols for future studies using ESM. Future clinical or research studies should set ESM monitoring to waking hours, limit the number of days of monitoring, select patients with more collaborative skills and avoid those with marked positive symptoms, provide intensive training sessions, and improve participants' self-confidence with technologies. INTERNATIONAL REGISTERED REPORT IDENTIFIER (IRRID) RR2-10.1186/s12888-020-02588-y.
Collapse
Affiliation(s)
- Cristina Zarbo
- Unit of Epidemiological and Evaluation Psychiatry, IRCCS Istituto Centro San Giovanni di Dio Fatebenefratelli, Brescia, Italy
- Department of Psychology, University of Milano Bicocca, Milano, Italy
| | - Manuel Zamparini
- Unit of Epidemiological and Evaluation Psychiatry, IRCCS Istituto Centro San Giovanni di Dio Fatebenefratelli, Brescia, Italy
| | - Olav Nielssen
- MindSpot Clinic, Macquarie University, Sydney, Australia
- School of Psychological Sciences, Faculty of Medicine, Health and Human Sciences, Macquarie University, Sydney, Australia
| | - Letizia Casiraghi
- Department of Brain and Behavioural Sciences, University of Pavia, Pavia, Italy
- Department of Mental Health and Dependence, ASST of Pavia, Pavia, Italy
| | - Matteo Rocchetti
- Department of Brain and Behavioural Sciences, University of Pavia, Pavia, Italy
- Department of Mental Health and Dependence, ASST of Pavia, Pavia, Italy
| | - Fabrizio Starace
- Department of Mental Health and Dependence, AUSL of Modena, Modena, Italy
| | - Giovanni de Girolamo
- Unit of Epidemiological and Evaluation Psychiatry, IRCCS Istituto Centro San Giovanni di Dio Fatebenefratelli, Brescia, Italy
| |
Collapse
|
8
|
Kleiman EM, Glenn CR, Liu RT. The use of advanced technology and statistical methods to predict and prevent suicide. NATURE REVIEWS PSYCHOLOGY 2023; 2:347-359. [PMID: 37588775 PMCID: PMC10426769 DOI: 10.1038/s44159-023-00175-y] [Citation(s) in RCA: 5] [Impact Index Per Article: 2.5] [Reference Citation Analysis] [Abstract] [Grants] [Track Full Text] [Subscribe] [Scholar Register] [Accepted: 03/13/2023] [Indexed: 08/18/2023]
Abstract
In the past decade, two themes have emerged across suicide research. First, according to meta-analyses, the ability to predict and prevent suicidal thoughts and behaviours is weaker than would be expected for the size of the field. Second, review and commentary papers propose that technological and statistical methods (such as smartphones, wearables, digital phenotyping and machine learning) might become solutions to this problem. In this Review, we aim to strike a balance between the pessimistic picture presented by these meta-analyses and the optimistic picture presented by review and commentary papers about the promise of advanced technological and statistical methods to improve the ability to understand, predict and prevent suicide. We divide our discussion into two broad categories. First, we discuss the research aimed at assessment, with the goal of better understanding or more accurately predicting suicidal thoughts and behaviours. Second, we discuss the literature that focuses on prevention of suicidal thoughts and behaviours. Ecological momentary assessment, wearables and other technological and statistical advances hold great promise for predicting and preventing suicide, but there is much yet to do.
Collapse
Affiliation(s)
- Evan M. Kleiman
- Department of Psychology, Rutgers, The State University of New Jersey, Piscataway, NJ, USA
| | | | - Richard T. Liu
- Department of Psychiatry, Harvard Medical School, Boston, MA, USA
- Department of Psychiatry, Massachusetts General Hospital, Boston, MA, USA
| |
Collapse
|
9
|
Kaurin A, Dombrovski AY, Hallquist MN, Wright AGC. Suicidal urges and attempted suicide at multiple time scales in borderline personality disorder. J Affect Disord 2023; 329:581-588. [PMID: 36781143 PMCID: PMC10693674 DOI: 10.1016/j.jad.2023.02.034] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 11/15/2022] [Revised: 02/07/2023] [Accepted: 02/09/2023] [Indexed: 02/13/2023]
Abstract
BACKGROUND There is strong evidence for an enduring suicidal diathesis among individuals with a history of suicide attempts, particularly among people diagnosed with borderline personality disorder (BPD). However, the progression of suicidal crises among people predisposed to suicidal behavior remains poorly understood. METHODS Via multilevel structural equation modeling we tested the hypothesis that a history of attempted suicide predicts a stronger dynamic link between affect and impulsivity with suicidal ideation (i.e., suicidal urges) - both moment-to-moment and day-to-day. 153 patients diagnosed with BPD, 105 of whom had a history of medically serious suicide attempts completed a 21-day ecological momentary assessment protocol (17,926 total assessments). RESULTS Individuals with higher average levels of negative affect reported more suicidal thoughts. Moments characterized by more negative affect, hostility, impulsivity, and less positive affect were also characterized by elevated suicidal ideation. For hostility and positive affect, these significant links generalized to the daily level. At the same time, for negative affect and hostility the within-person coupling was stronger among attempters in comparison to non-attempters, and these effects did not significantly differ across timescales. LIMITATIONS Follow-up studies replicating our findings of the dysregulation-suicidality nexus in clinically more diverse samples are needed. CONCLUSIONS The diathesis for suicidal behavior manifests in tighter dynamic links between negative affect or hostility and suicidal ideation. Because these within-person links were amplified in attempters compared to non-attempters, differential coupling patterns may index potentially lethal processes that generalize beyond BPD reflecting distinct diathesis components.
Collapse
Affiliation(s)
| | | | - Michael N Hallquist
- Department of Psychology and Neuroscience, University of North Carolina, Chapel Hill, USA
| | | |
Collapse
|
10
|
Rabasco A, Sheehan K. The Use of Intensive Longitudinal Methods in Research on Suicidal Thoughts and Behaviors: A Systematic Review. Arch Suicide Res 2022; 26:1007-1021. [PMID: 33794112 DOI: 10.1080/13811118.2021.1903635] [Citation(s) in RCA: 15] [Impact Index Per Article: 5.0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Indexed: 10/21/2022]
Abstract
OBJECTIVE Intensive longitudinal methods (ILM), such as ecological momentary assessment (EMA) and daily diary, involve repeatedly assessing individuals over short periods of time and have been increasingly used to study suicidal thoughts and behaviors (STBs). Suicidal thoughts have been shown to vary over short periods of time and reports of STBs are subject to negative biases. Therefore, ILM are important methodological tools for studying STBs, ones that capture enhanced precision and realism of data compared to traditional survey methods. The present systematic review aims to provide a comprehensive overview of ILM used to study STBs, including the various EMA and daily diary methodologies used, the feasibility of those methodologies, and the ethical considerations in this line of research. This review also summarizes the characteristics of descriptive STB outcomes specific to the ILM data collection period. METHODS A thorough search of PubMed and PsycINFO was conducted up to May 2020, resulting in twenty-eight papers reviewed. RESULTS AND CONCLUSIONS The review of the studies showed that ILM are largely feasible and do not have a negative impact on participants. In addition, the reviewed studies revealed unique aspects of STBs, such as the variability of suicidal thoughts, that suggest that ILM are important methodologies to use when studying STBs. Gaps in the research and recommendations for future research are discussed.HighlightsIt is feasible to use ILM to study suicidality.ILM do not have a negative impact on participants with suicidality.Few studies have used ILM to study suicidality in diverse samples.
Collapse
|
11
|
Kivelä L, van der Does WAJ, Riese H, Antypa N. Don't Miss the Moment: A Systematic Review of Ecological Momentary Assessment in Suicide Research. Front Digit Health 2022; 4:876595. [PMID: 35601888 PMCID: PMC9120419 DOI: 10.3389/fdgth.2022.876595] [Citation(s) in RCA: 43] [Impact Index Per Article: 14.3] [Reference Citation Analysis] [Abstract] [Key Words] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 02/15/2022] [Accepted: 04/13/2022] [Indexed: 01/13/2023] Open
Abstract
Suicide and suicide-related behaviors are prevalent yet notoriously difficult to predict. Specifically, short-term predictors and correlates of suicide risk remain largely unknown. Ecological momentary assessment (EMA) may be used to assess how suicidal thoughts and behaviors (STBs) unfold in real-world contexts. We conducted a systematic literature review of EMA studies in suicide research to assess (1) how EMA has been utilized in the study of STBs (i.e., methodology, findings), and (2) the feasibility, validity and safety of EMA in the study of STBs. We identified 45 articles, detailing 23 studies. Studies mainly focused on examining how known longitudinal predictors of suicidal ideation perform within shorter (hourly, daily) time frames. Recent studies have explored the prospects of digital phenotyping of individuals with suicidal ideation. The results indicate that suicidal ideation fluctuates substantially over time (hours, days), and that individuals with higher mean ideation also have more fluctuations. Higher suicidal ideation instability may represent a phenotypic indicator for increased suicide risk. Few studies succeeded in establishing prospective predictors of suicidal ideation beyond prior ideation itself. Some studies show negative affect, hopelessness and burdensomeness to predict increased ideation within-day, and sleep characteristics to impact next-day ideation. The feasibility of EMA is encouraging: agreement to participate in EMA research was moderate to high (median = 77%), and compliance rates similar to those in other clinical samples (median response rate = 70%). More individuals reported suicidal ideation through EMA than traditional (retrospective) self-report measures. Regarding safety, no evidence was found of systematic reactivity of mood or suicidal ideation to repeated assessments of STBs. In conclusion, suicidal ideation can fluctuate substantially over short periods of time, and EMA is a suitable method for capturing these fluctuations. Some specific predictors of subsequent ideation have been identified, but these findings warrant further replication. While repeated EMA assessments do not appear to result in systematic reactivity in STBs, participant burden and safety remains a consideration when studying high-risk populations. Considerations for designing and reporting on EMA studies in suicide research are discussed.
Collapse
Affiliation(s)
- Liia Kivelä
- Department of Clinical Psychology, Institute of Psychology, Leiden University, Leiden, Netherlands
| | - Willem A. J. van der Does
- Department of Clinical Psychology, Institute of Psychology, Leiden University, Leiden, Netherlands
- Leiden University Treatment Center LUBEC, Leiden, Netherlands
| | - Harriëtte Riese
- Department of Psychiatry, The Interdisciplinary Center Psychopathology and Emotion Regulation (ICPE), Universitair Medisch Centrum Groningen, University of Groningen, Groningen, Netherlands
| | - Niki Antypa
- Department of Clinical Psychology, Institute of Psychology, Leiden University, Leiden, Netherlands
| |
Collapse
|
12
|
Porras-Segovia A, Díaz-Oliván I, Barrigón ML, Moreno M, Artés-Rodríguez A, Pérez-Rodríguez MM, Baca-García E. Real-world feasibility and acceptability of real-time suicide risk monitoring via smartphones: A 6-month follow-up cohort. J Psychiatr Res 2022; 149:145-154. [PMID: 35276631 DOI: 10.1016/j.jpsychires.2022.02.026] [Citation(s) in RCA: 6] [Impact Index Per Article: 2.0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 06/28/2021] [Revised: 01/31/2022] [Accepted: 02/28/2022] [Indexed: 12/21/2022]
Abstract
Active and passive Ecological Momentary Assessment of suicide risk is crucial for suicide prevention. We aimed to assess the feasibility and acceptability of active and passive smartphone-based EMA in real-world conditions in patients at high risk for suicide. We followed 393 patients at high risk for suicide for six months using two mobile health applications: the MEmind (active) and the eB2 (passive). Retention with active EMA was 79.3% after 1 month and 22.6% after 6 months. Retention with passive EMA was 87.8% after 1 month and 46.6% after 6 months. Satisfaction with the MEmind app, uninstalling the eB2 app and diagnosis of eating disorders were independently associated with stopping active EMA. Satisfaction with the eB2 app and uninstalling the MEmind app were independently associated with stopping passive EMA. Smartphone-based active and passive EMA are feasible and may increase accessibility to mental healthcare.
Collapse
Affiliation(s)
- Alejandro Porras-Segovia
- Instituto de Investigación Sanitaria Fundación Jiménez Díaz, Madrid, Spain; Departamento de Psiquiatría, Hospital Universitario Rey Juan Carlos, Móstoles, Spain
| | | | - Maria Luisa Barrigón
- Instituto de Investigación Sanitaria Fundación Jiménez Díaz, Madrid, Spain; Universidad Autónoma de Madrid, Madrid, Spain; Departamento de Psiquiatría, Hospital Universitario Fundación Jiménez Díaz, Madrid, Spain
| | | | - Antonio Artés-Rodríguez
- Department of Signal Theory, Universidad Carlos III de Madrid, Leganés, Spain; Instituto de Investigación Sanitaria Gregorio Marañón, Madrid, Spain
| | | | - Enrique Baca-García
- Instituto de Investigación Sanitaria Fundación Jiménez Díaz, Madrid, Spain; Departamento de Psiquiatría, Hospital Universitario Rey Juan Carlos, Móstoles, Spain; Universidad Autónoma de Madrid, Madrid, Spain; Departamento de Psiquiatría, Hospital Universitario Fundación Jiménez Díaz, Madrid, Spain; CIBERSAM, Spain; Departamento de Psiquiatría, Hospital Universitario Infanta Elena, Valdemoro, Madrid, Spain; Departamento de Psiquiatría, Hospital Universitario Central de Villalba, Madrid, Spain; Universidad Católica del Maule, Talca, Chile; Department of Psychiatry, Centre Hospitalier Universitaire de Nîmes, France.
| |
Collapse
|
13
|
Semborski S, Henwood B, Redline B, Dzubur E, Mason T, Intille S. Feasibility and Acceptability of Ecological Momentary Assessment With Young Adults Who Are Currently or Were Formerly Homeless: Mixed Methods Study. JMIR Form Res 2022; 6:e33387. [PMID: 35333187 PMCID: PMC8994151 DOI: 10.2196/33387] [Citation(s) in RCA: 1] [Impact Index Per Article: 0.3] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 09/05/2021] [Revised: 12/08/2021] [Accepted: 12/29/2021] [Indexed: 12/02/2022] Open
Abstract
Background Ecological momentary assessment (EMA) has been used with young people experiencing homelessness to gather information on contexts associated with homelessness and risk behavior in real time and has proven feasible in this population. However, the extent to which EMA may affect the attitudes or behaviors of young adults who are currently or were formerly homeless and are residing in supportive housing has not been well investigated. Objective This study aims to describe the feedback regarding EMA study participation from young adults who are currently or were formerly homeless and examine the reactivity to EMA participation and compliance. Methods This mixed methods study used cross-sectional data collected before and after EMA, intensive longitudinal data from a 7-day EMA prompting period, and focus groups of young adults who are currently or were formerly homeless in Los Angeles, California, between 2017 and 2019. Results Qualitative data confirmed the quantitative findings. Differences in the experience of EMA between young adults who are currently or were formerly homeless were found to be related to stress or anxiety, interference with daily life, difficulty charging, behavior change, and honesty in responses. Anxiety and depression symptomatology decreased from before to after EMA; however, compliance was not significantly associated with this decrease. Conclusions The results point to special considerations when administering EMA to young adults who are currently or were formerly homeless. EMA appears to be slightly more burdensome for young adults who are currently homeless than for those residing in supportive housing, which are nuances to consider in the study design. The lack of a relationship between study compliance and symptomatology suggests low levels of reactivity.
Collapse
Affiliation(s)
- Sara Semborski
- Suzanne Dworak-Peck School of Social Work, University of Southern California, Los Angeles, CA, United States
| | - Benjamin Henwood
- Suzanne Dworak-Peck School of Social Work, University of Southern California, Los Angeles, CA, United States
| | - Brian Redline
- School of Medicine, Oregon Health and Science University, Portland, OR, United States
| | - Eldin Dzubur
- Suzanne Dworak-Peck School of Social Work, University of Southern California, Los Angeles, CA, United States
| | - Tyler Mason
- Department of Population and Public Health Science, Keck School of Medicine, University of Southern California, Los Angeles, CA, United States
| | - Stephen Intille
- Khoury College of Computer Sciences, Northeastern University, Boston, MA, United States.,Bouvé College of Health Sciences, Northeastern University, Boston, MA, United States
| |
Collapse
|
14
|
Méndez-Bustos P, Fuster-Villaseca J, Lopez-Castroman J, Jiménez-Solomon O, Olivari C, Baca-Garcia E. Longitudinal trajectories of suicidal ideation and attempts in adolescents with psychiatric disorders in Chile: study protocol. BMJ Open 2022; 12:e051749. [PMID: 35193905 PMCID: PMC8867341 DOI: 10.1136/bmjopen-2021-051749] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Indexed: 11/04/2022] Open
Abstract
INTRODUCTION Adolescent suicide is a worldwide public health problem, being the second and the third leading cause of death in the 15-29 and the 15-19 age groups, respectively. Among adolescents, it is estimated that for every suicide, there are 100-200 suicide attempts. Although 79% of suicides in the world occur in low/middle-income countries, most of scientific evidence comes from high-income and low-risk countries. In recent years, adolescent suicide rates have steadily increased in Chile. Deaths caused by self-harm increased by 220% in the population aged 10-19 years between 2000 and 2015. The Maule Region is one of the regions of Chile with the highest levels of suicide among those aged 15 and 19 years old. The objective of this study is to evaluate the trajectories of ideation and suicidal attempts in adolescents with psychiatric disorders treated within the public health system of the Maule Region, Chile, based on different clinical, psychological and neuropsychological factors. METHOD A prospective naturalistic study of a clinical sample of adolescents under psychiatric treatment in the Maule Region, Chile. Adolescents will be evaluated using a thorough protocol that includes suicide-related clinical variables. The study seeks to establish patterns of change in the trajectories of ideation and suicide attempts among adolescents. ETHICS AND DISSEMINATION Ethical approval was granted by the Scientific Ethics Committee of the Universidad Católica del Maule in Chile. This protocol was registered in ClinicalTrials.gov. The results of this study will be disseminated to health centres through executive reports and feedback sessions. In addition, the most relevant findings will be presented in scientific articles, conferences and seminars open to the community. TRIAL REGISTRATION NUMBER NCT04635163.
Collapse
Affiliation(s)
- Pablo Méndez-Bustos
- Department of Psychology, Universidad Católica del Maule, Talca, Chile
- Faculty of Health Sciences, Universidad Católica del Maule, The Neuropsychology and Cognitive Neurosciences Research Center (CINPSI Neurcog), Talca, Chile
| | | | - Jorge Lopez-Castroman
- Department of Adult Psychiatry, Nîmes University Hospital, Nimes, France
- IGF, CNRS-INSERM, University Montpellier, Montpellier, France
- CIBERSAM, Madrid, Spain
| | - Oscar Jiménez-Solomon
- New York State Center of Excellence for Cultural Competence, New York State Psychiatric Institute, Columbia University Medical Center, New York, New York, USA
- Center on Poverty and Social Policy, School of Social Work, Columbia University, New York, New York, USA
| | - Cecilia Olivari
- Department of Psychology, Universidad Católica del Maule, Talca, Chile
- Faculty of Health Sciences, Universidad Católica del Maule, The Neuropsychology and Cognitive Neurosciences Research Center (CINPSI Neurcog), Talca, Chile
| | - Enrique Baca-Garcia
- Department of Psychology, Universidad Católica del Maule, Talca, Chile
- Psychiatry, University Hospital Jimenez Diaz Foundation, Madrid, Spain
- Psychiatry, Autonomous University of Madrid, Madrid, Spain
- Department of Psychiatry, University Hospital Rey Juan Carlos, Mostoles, Spain
- Department of Psychiatry, General Hospital of Villalba, Villalba, Spain
- Department of Psychiatry, University Hospital Infanta Elena, Valdemoro, Spain
- CIBERSAM (Centro de Investigacion en Salud Mental), Carlos III Institute of Health, Madrid, Spain
- Department of psychiatry, Centre Hospitalier Universitaire de Nîmes, Nîmes, France
| |
Collapse
|
15
|
Trang K, Le LX, Brown CA, To MQ, Sullivan PS, Jovanovic T, Worthman CM, Giang LM. Feasibility, Acceptability, and Design of a Mobile Ecological Momentary Assessment for High-Risk Men Who Have Sex With Men in Hanoi, Vietnam: Qualitative Study. JMIR Form Res 2022; 6:e30360. [PMID: 35084340 PMCID: PMC8950985 DOI: 10.2196/30360] [Citation(s) in RCA: 1] [Impact Index Per Article: 0.3] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 06/10/2021] [Revised: 10/28/2021] [Accepted: 11/21/2021] [Indexed: 12/26/2022] Open
Abstract
Background Men who have sex with men (MSM) are at a disproportionate risk for HIV infection and common mental disorders worldwide. In the context of HIV, common mental disorders are important and are frequent drivers of suboptimal prevention and treatment outcomes. Mobile ecological momentary assessments (EMAs), or the repeated sampling of people’s behaviors and psychological states in their daily lives using mobile phones, can clarify the triggers and HIV-related sequelae of depressive-anxious symptoms and contribute toward the design of ecological momentary interventions (EMIs) that cater to the contextually varying needs of individuals to optimize prevention and treatment outcomes. Objective This study aims to characterize the feasibility and acceptability of mobile EMA among high-risk MSM in Hanoi, Vietnam. It aims to evaluate the perceived relevance, usability, and concerns of this group with regard to the content and delivery of mobile EMA and the potential of leveraging such platforms in the future to deliver EMIs. Methods Between January and April 2018, a total of 46 participants were recruited. The participants completed 6 to 8 mobile EMA surveys daily for 7 days. Surveys occurred once upon waking, 4 to 6 times throughout the day, and once before sleeping. All surveys queried participants’ perceived safety, social interactions, psychological state, and mental health symptoms. The morning survey further queried on sleep and medication use within the past 24 hours, whereas the night survey queried on sexual activity and substance use and allowed participants to share an audio recording of a stressful experience they had that day. At the end of the week, participants were interviewed about their experiences with using the app. Results Participants completed an average of 21.7 (SD 12.7) prompts over the 7-day period. Excluding nonresponders, the average compliance rate was 61.8% (SD 26.6%). A thematic analysis of qualitative interviews suggested an overall positive reception of the app and 5 recurring themes, which were centered on the relevance of psychological and behavioral items to daily experiences (eg, mental health symptoms and audio recording), benefits of using the app (eg, increased self-understanding), worries and concerns (eg, privacy), usability (eg, confusion about the interface), and recommendations for future design (eg, integrating more open-ended questions). Conclusions Mobile EMA is feasible and acceptable among young MSM in Vietnam; however, more research is needed to adapt EMA protocols to this context and enhance compliance. Most participants eagerly provided information about their mental health status and daily activities. As several participants looked toward the app for further mental health and psychosocial support, EMIs have the potential to reduce HIV and mental health comorbidity among MSM.
Collapse
Affiliation(s)
- Kathy Trang
- Global TIES for Children, New York University, New York City, NY, United States
| | - Lam X Le
- Vietnam National University, Hanoi, Vietnam
| | | | - Margaret Q To
- Department of Psychiatry and Behavioral Sciences, School of Medicine, Emory University, Atlanta, GA, United States
| | - Patrick S Sullivan
- Department of Epidemiology, Rollins School of Public Health, Emory University, Atlanta, GA, United States
| | - Tanja Jovanovic
- Department of Psychiatry and Behavioral Neuroscience, School of Medicine, Wayne State University, Detroit, MI, United States
| | - Carol M Worthman
- Department of Anthropology, Emory University, Atlanta, GA, United States
| | - Le Minh Giang
- Department of Epidemiology, Hanoi Medical University, Hanoi, Vietnam
| |
Collapse
|
16
|
Peters EM, Dong LY, Thomas T, Khalaj S, Balbuena L, Baetz M, Osgood N, Bowen R. Instability of Suicidal Ideation in Patients Hospitalized for Depression: An Exploratory Study Using Smartphone Ecological Momentary Assessment. Arch Suicide Res 2022; 26:56-69. [PMID: 32654657 DOI: 10.1080/13811118.2020.1783410] [Citation(s) in RCA: 10] [Impact Index Per Article: 3.3] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Indexed: 01/30/2023]
Abstract
This study used ecological momentary assessment (EMA) to explore the correlates of suicidal ideation (SI) instability in patients hospitalized for depression and SI. Thirty-nine adult inpatients were given smartphones with visual analogue scales to rate current depressed mood, anger/irritability, feeling socially connected, and SI three times a day throughout hospitalization. Affective Lability Scales (ALS) were also completed at baseline. SI instability was correlated with SI intensity, depressed mood instability, and social connection instability. Social connection instability was not associated with SI instability after controlling for depressed mood instability. ALS scores were not associated with EMA-derived SI instability. Participants with multiple past suicide attempts experienced greater SI instability. More research examining the clinical significance of SI instability is warranted.
Collapse
|
17
|
Williams AJ, Arcelus J, Townsend E, Michail M. Feasibility and acceptability of experience sampling among LGBTQ+ young people with self-harmful thoughts and behaviours. Front Psychiatry 2022; 13:916164. [PMID: 36061288 PMCID: PMC9428709 DOI: 10.3389/fpsyt.2022.916164] [Citation(s) in RCA: 2] [Impact Index Per Article: 0.7] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 04/08/2022] [Accepted: 07/20/2022] [Indexed: 11/13/2022] Open
Abstract
This study was the first to determine whether it was feasible and acceptable to use experience sampling methods (ESM) among LGBTQ+ young people, who had current experiences of self-harm. Sixteen LGBTQ+ young people (16-25 years old) took part in the experience sampling study. This included a baseline assessment, a 7-day ESM assessment (participants were sampled six times a day using a phone app), and the option of an interview at the end of the 7-day ESM assessment. Feasibility data was descriptively analysed, with pilot ESM data presented. Qualitative data was thematically analysed to determine the acceptability (barriers and facilitators) of taking part in this study. Study feasibility was assessed by enrolment rate (55.2%), participant retention across assessment period (100%), ESM app feasibility (87.5%), and good adherence to total number of ESM surveys (67.6%). Individual study adherence ranged between 43 and 95.2%. Study acceptability was assessed by participant interviews. Thematic analysis indicated four superordinate themes; (i) Self-reflection and awareness; (ii) Practicalities of ESM surveys; (iii) Daily timeframes; and (iv) Suggestions for future studies. Pilot ESM data demonstrates that there was fluctuation of depressive and anxiety symptoms within- and between- participants over the course of the study, however, greater sample power is needed for full analysis. This study demonstrated that ESM designs are feasible and acceptable among LGBTQ+ young people with current experiences of self-harm. Pilot data indicated that specific experiences and moods are likely to be important to self-harm. These potentially have a temporal influence on self-harm behaviour or ideation, and therefore should be examined in a fully powered sample.
Collapse
Affiliation(s)
- A J Williams
- Institute for Mental Health, School of Psychology, University of Birmingham, Birmingham, United Kingdom.,Self-Harm Research Group, School of Psychology, University of Nottingham, Nottingham, United Kingdom.,Informatics, Faculty of Natural, Mathematical and Engineering Sciences, King's College London, London, United Kingdom
| | - Jon Arcelus
- Institute of Mental Health, School of Medicine, University of Nottingham, Nottingham, United Kingdom.,Bellvitge Biomedical Research Institute (IDIBELL), University of Barcelona, Barcelona, Spain
| | - Ellen Townsend
- Self-Harm Research Group, School of Psychology, University of Nottingham, Nottingham, United Kingdom
| | - Maria Michail
- Institute for Mental Health, School of Psychology, University of Birmingham, Birmingham, United Kingdom
| |
Collapse
|
18
|
Morgiève M, Yasri D, Genty C, Dubois J, Leboyer M, Vaiva G, Berrouiguet S, Azé J, Courtet P. Acceptability and satisfaction with emma, a smartphone application dedicated to suicide ecological assessment and prevention. Front Psychiatry 2022; 13:952865. [PMID: 36032223 PMCID: PMC9403788 DOI: 10.3389/fpsyt.2022.952865] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 05/25/2022] [Accepted: 07/19/2022] [Indexed: 11/30/2022] Open
Abstract
BACKGROUND As mHealth may contribute to suicide prevention, we developed emma, an application using Ecological Momentary Assessment and Intervention (EMA/EMI). OBJECTIVE This study evaluated emma usage rate and acceptability during the first month and satisfaction after 1 and 6 months of use. METHODS Ninety-nine patients at high risk of suicide used emma for 6 months. The acceptability and usage rate of the EMA and EMI modules were monitored during the first month. Satisfaction was assessed by questions in the monthly EMA (Likert scale from 0 to 10) and the Mobile App Rating Scale (MARS; score: 0-5) completed at month 6. After inclusion, three follow-up visits (months 1, 3, and 6) took place. RESULTS Seventy-five patients completed at least one of the proposed EMAs. Completion rates were lower for the daily than weekly EMAs (60 and 82%, respectively). The daily completion rates varied according to the question position in the questionnaire (lower for the last questions, LRT = 604.26, df = 1, p-value < 0.0001). Completion rates for the daily EMA were higher in patients with suicidal ideation and/or depression than in those without. The most used EMI was the emergency call module (n = 12). Many users said that they would recommend this application (mean satisfaction score of 6.92 ± 2.78) and the MARS score at month 6 was relatively high (overall rating: 3.3 ± 0.87). CONCLUSION Emma can target and involve patients at high risk of suicide. Given the promising users' satisfaction level, emma could rapidly evolve into a complementary tool for suicide prevention.
Collapse
Affiliation(s)
- Margot Morgiève
- Université Paris Cité, CNRS, Inserm, Cermes3, Paris, France.,Department of Emergency Psychiatry and Acute Care, Lapeyronie Hospital, CHU Montpellier, Montpellier, France.,ICM - Paris Brain Institute, Hôpital de la Pitié-Salpêtriére, Paris, France.,GEPS - Groupement d'Étude et de Prévention du Suicide, Paris, France
| | - Daniel Yasri
- Université Paris Cité, CNRS, Inserm, Cermes3, Paris, France.,Department of Emergency Psychiatry and Acute Care, Lapeyronie Hospital, CHU Montpellier, Montpellier, France
| | - Catherine Genty
- Université Paris Cité, CNRS, Inserm, Cermes3, Paris, France.,Department of Emergency Psychiatry and Acute Care, Lapeyronie Hospital, CHU Montpellier, Montpellier, France
| | - Jonathan Dubois
- Université Paris Cité, CNRS, Inserm, Cermes3, Paris, France.,Department of Emergency Psychiatry and Acute Care, Lapeyronie Hospital, CHU Montpellier, Montpellier, France
| | - Marion Leboyer
- Fondation Fondamental, Hôpital Albert-Chenevier, Créteil, France.,Faculté de Médicine, Institut National de la Santé et de la Recherche Médicale, Université Paris-Est Créteil, Créteil, France.,Assistance Publique Hôpitaux de Paris, Pôle de Psychiatrie et Addictologie, Hôpitaux Universitaires Henri Mondor, Créteil, France
| | - Guillaume Vaiva
- CHU Lille, Hôpital Fontan, Department of Psychiatry, Lille, France.,Centre National de Resources and Résilience pour les Psychotraumatisme, Université de Lille, Lille, France.,CNRS UMR-9193, SCALab - Sciences Cognitives et Sciences Affectives, Université de Lille, Lille, France
| | - Sofian Berrouiguet
- Laboratoire du Traitement de l'Information Médicale, INSERM UMR1101, CHRU Brest, Brest, France
| | - Jérôme Azé
- LIRMM, CNRS, Univ Montpellier, Montpellier, France
| | - Philippe Courtet
- Université Paris Cité, CNRS, Inserm, Cermes3, Paris, France.,Department of Emergency Psychiatry and Acute Care, Lapeyronie Hospital, CHU Montpellier, Montpellier, France.,Fondation Fondamental, Hôpital Albert-Chenevier, Créteil, France
| |
Collapse
|
19
|
Clayton MG, Pollak OH, Owens SA, Miller AB, Prinstein MJ. Advances in Research on Adolescent Suicide and a High Priority Agenda for Future Research. JOURNAL OF RESEARCH ON ADOLESCENCE : THE OFFICIAL JOURNAL OF THE SOCIETY FOR RESEARCH ON ADOLESCENCE 2021; 31:1068-1096. [PMID: 34820949 DOI: 10.1111/jora.12614] [Citation(s) in RCA: 2] [Impact Index Per Article: 0.5] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Subscribe] [Scholar Register] [Indexed: 06/13/2023]
Abstract
Suicide is the second leading cause of death for adolescents in the United States, yet remarkably little is known regarding risk factors for suicidal thoughts and behaviors (STBs), relatively few federal grants and scientific publications focus on STBs, and few evidence-based approaches to prevent or treat STBs are available. This "decade in review" article discusses five domains of recent empirical findings that span biological, environmental, and contextual systems and can guide future research in this high priority area: (1) the role of the central nervous system; (2) physiological risk factors, including the peripheral nervous system; (3) proximal acute stress responses; (4) novel behavioral and psychological risk factors; and (5) broader societal factors impacting diverse populations and several additional nascent areas worthy of further investigation.
Collapse
|
20
|
Ortiz A, Maslej MM, Husain MI, Daskalakis ZJ, Mulsant BH. Apps and gaps in bipolar disorder: A systematic review on electronic monitoring for episode prediction. J Affect Disord 2021; 295:1190-1200. [PMID: 34706433 DOI: 10.1016/j.jad.2021.08.140] [Citation(s) in RCA: 11] [Impact Index Per Article: 2.8] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 03/04/2021] [Revised: 07/18/2021] [Accepted: 08/27/2021] [Indexed: 11/28/2022]
Abstract
BACKGROUND Long-term clinical monitoring in bipolar disorder (BD) is an important therapeutic tool. The availability of smartphones and wearables has sparked the development of automated applications to remotely monitor patients. This systematic review focus on the current state of electronic (e-) monitoring for episode prediction in BD. METHODS We systematically reviewed the literature on e-monitoring for episode prediction in adult BD patients. The systematic review was done according to the guidelines for reporting of systematic reviews and meta-analyses (PRISMA) and was registered in PROSPERO on April 29, 2020 (CRD42020155795). We conducted a search of Web of Science, MEDLINE, EMBASE, and PsycINFO (all 2000-2020) databases. We identified and extracted data from 17 published reports on 15 relevant studies. RESULTS Studies were heterogeneous and most had substantial methodological and technical limitations. Models varied widely in their performance. Published metrics were too heterogeneous to lend themselves to a meta-analysis. Four studies reported sensitivity (range: 0.21 - 0.95); and two reported specificity for prediction of mood episodes (range: 0.36 - 0.99). Two studies reported accuracy (range: 0.64 - 0.88) and four reported area under the curve (AUC; range: 0.52-0.95). Overall, models were better in predicting manic or hypomanic episodes, but their performance depended on feature type. LIMITATIONS Our conclusions are tempered by the lack of appropriate information impeding our ability to synthesize the available evidence. CONCLUSIONS Given the clinical variability in BD, predicting mood episodes remains a challenging task. Emerging e-monitoring technology for episode prediction in BD requires more development before it can be adopted clinically.
Collapse
Affiliation(s)
- Abigail Ortiz
- Department of Psychiatry, University of Toronto, Toronto, ON, Canada; Centre for Addiction and Mental Health, Toronto, ON, Canada.
| | - Marta M Maslej
- Centre for Addiction and Mental Health, Toronto, ON, Canada
| | - M Ishrat Husain
- Department of Psychiatry, University of Toronto, Toronto, ON, Canada; Centre for Addiction and Mental Health, Toronto, ON, Canada
| | - Zafiris J Daskalakis
- Department of Psychiatry, University of Toronto, Toronto, ON, Canada; Department of Psychiatry, University of California San Diego, United States
| | - Benoit H Mulsant
- Department of Psychiatry, University of Toronto, Toronto, ON, Canada; Centre for Addiction and Mental Health, Toronto, ON, Canada
| |
Collapse
|
21
|
Kiekens G, Robinson K, Tatnell R, Kirtley OJ. Opening the Black Box of Daily Life in Nonsuicidal Self-injury Research: With Great Opportunity Comes Great Responsibility. JMIR Ment Health 2021; 8:e30915. [PMID: 34807835 PMCID: PMC8663644 DOI: 10.2196/30915] [Citation(s) in RCA: 10] [Impact Index Per Article: 2.5] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Figures] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 06/03/2021] [Revised: 08/18/2021] [Accepted: 08/23/2021] [Indexed: 01/03/2023] Open
Abstract
Although nonsuicidal self-injury (NSSI)-deliberate damaging of body tissue without suicidal intent-is a behavior that occurs in interaction with real-world contexts, studying NSSI in the natural environment has historically been impossible. Recent advances in real-time monitoring technologies have revolutionized our ability to do exactly that, providing myriad research and clinical practice opportunities. In this viewpoint paper, we review new research pathways to improve our ability to understand, predict, and prevent NSSI, and provide critical perspectives on the responsibilities inherent to conducting real-time monitoring studies on NSSI. Real-time monitoring brings unique opportunities to advance scientific understanding about (1) the dynamic course of NSSI, (2) the real-time predictors thereof and ability to detect acute risk, (3) the ecological validity of theoretical models, (4) the functional mechanisms and outcomes of NSSI, and (5) the promotion of person-centered care and novel technology-based interventions. By considering the opportunities of real-time monitoring research in the context of the accompanying responsibilities (eg, inclusive recruitment, sound and transparent research practices, participant safety and engagement, measurement reactivity, researcher well-being and training), we provide novel insights and resources to open the black box of daily life in the next decade(s) of NSSI research.
Collapse
Affiliation(s)
- Glenn Kiekens
- Faculty of Psychology and Educational Sciences, Clinical Psychology, KU Leuven, Leuven, Belgium
- Department of Neurosciences, Center for Contextual Psychiatry, KU Leuven, Leuven, Belgium
| | - Kealagh Robinson
- School of Psychology, Te Herenga Waka-Victoria University of Wellington, Wellington, New Zealand
| | - Ruth Tatnell
- Faculty of Health, School of Psychology, Deakin University, Melbourne, Australia
| | - Olivia J Kirtley
- Department of Neurosciences, Center for Contextual Psychiatry, KU Leuven, Leuven, Belgium
| |
Collapse
|
22
|
Klein A, Clucas J, Krishnakumar A, Ghosh SS, Van Auken W, Thonet B, Sabram I, Acuna N, Keshavan A, Rossiter H, Xiao Y, Semenuta S, Badioli A, Konishcheva K, Abraham SA, Alexander LM, Merikangas KR, Swendsen J, Lindner AB, Milham MP. Remote Digital Psychiatry for Mobile Mental Health Assessment and Therapy: MindLogger Platform Development Study. J Med Internet Res 2021; 23:e22369. [PMID: 34762054 PMCID: PMC8663601 DOI: 10.2196/22369] [Citation(s) in RCA: 8] [Impact Index Per Article: 2.0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 11/16/2020] [Revised: 02/03/2021] [Accepted: 03/16/2021] [Indexed: 01/23/2023] Open
Abstract
Background Universal access to assessment and treatment of mental health and learning disorders remains a significant and unmet need. There are many people without access to care because of economic, geographic, and cultural barriers, as well as the limited availability of clinical experts who could help advance our understanding and treatment of mental health. Objective This study aims to create an open, configurable software platform to build clinical measures, mobile assessments, tasks, and interventions without programming expertise. Specifically, our primary requirements include an administrator interface for creating and scheduling recurring and customized questionnaires where end users receive and respond to scheduled notifications via an iOS or Android app on a mobile device. Such a platform would help relieve overwhelmed health systems and empower remote and disadvantaged subgroups in need of accurate and effective information, assessment, and care. This platform has the potential to advance scientific research by supporting the collection of data with instruments tailored to specific scientific questions from large, distributed, and diverse populations. Methods We searched for products that satisfy these requirements. We designed and developed a new software platform called MindLogger, which exceeds the requirements. To demonstrate the platform’s configurability, we built multiple applets (collections of activities) within the MindLogger mobile app and deployed several of them, including a comprehensive set of assessments underway in a large-scale, longitudinal mental health study. Results Of the hundreds of products we researched, we found 10 that met our primary requirements with 4 that support end-to-end encryption, 2 that enable restricted access to individual users’ data, 1 that provides open-source software, and none that satisfy all three. We compared features related to information presentation and data capture capabilities; privacy and security; and access to the product, code, and data. We successfully built MindLogger mobile and web applications, as well as web browser–based tools for building and editing new applets and for administering them to end users. MindLogger has end-to-end encryption, enables restricted access, is open source, and supports a variety of data collection features. One applet is currently collecting data from children and adolescents in our mental health study, and other applets are in different stages of testing and deployment for use in clinical and research settings. Conclusions We demonstrated the flexibility and applicability of the MindLogger platform through its deployment in a large-scale, longitudinal, mobile mental health study and by building a variety of other mental health–related applets. With this release, we encourage a broad range of users to apply the MindLogger platform to create and test applets to advance health care and scientific research. We hope that increasing the availability of applets designed to assess and administer interventions will facilitate access to health care in the general population.
Collapse
Affiliation(s)
- Arno Klein
- MATTER Lab, Child Mind Institute, New York, NY, United States
| | - Jon Clucas
- MATTER Lab, Child Mind Institute, New York, NY, United States.,Computational Neuroimaging Lab, Child Mind Institute, New York, NY, United States
| | - Anirudh Krishnakumar
- MATTER Lab, Child Mind Institute, New York, NY, United States.,Université de Paris and INSERM U1284 SEED unit, Centre for Research and Interdisciplinarity (CRI), Paris, France.,ETH Library Lab, ETH Zurich and Citizen Science Centre, Zurich, Switzerland
| | - Satrajit S Ghosh
- McGovern Institute for Brain Research, Massachusetts Institute of Technology, Cambridge, MA, United States.,Department of Otolaryngology - Head and Neck Surgery, Harvard Medical School, Cambridge, MA, United States
| | | | - Benjamin Thonet
- MATTER Lab, Child Mind Institute, New York, NY, United States.,Université de Paris and INSERM U1284 SEED unit, Centre for Research and Interdisciplinarity (CRI), Paris, France
| | - Ihor Sabram
- MATTER Lab, Child Mind Institute, New York, NY, United States
| | - Nino Acuna
- MATTER Lab, Child Mind Institute, New York, NY, United States
| | - Anisha Keshavan
- MATTER Lab, Child Mind Institute, New York, NY, United States.,Octave Bioscience, Menlo Park, CA, United States
| | - Henry Rossiter
- Computational Engineering, University of Texas at Austin, Austin, TX, United States
| | - Yao Xiao
- Center for the Developing Brain, Child Mind Institute, New York, NY, United States
| | - Sergey Semenuta
- MATTER Lab, Child Mind Institute, New York, NY, United States
| | | | - Kseniia Konishcheva
- MATTER Lab, Child Mind Institute, New York, NY, United States.,Université de Paris and INSERM U1284 SEED unit, Centre for Research and Interdisciplinarity (CRI), Paris, France
| | - Sanu Ann Abraham
- McGovern Institute for Brain Research, Massachusetts Institute of Technology, Cambridge, MA, United States
| | - Lindsay M Alexander
- Center for the Developing Brain, Child Mind Institute, New York, NY, United States
| | | | - Joel Swendsen
- National Center for Scientific Research, University of Bordeaux, EPHE PSL University, Bordeaux, France
| | - Ariel B Lindner
- Université de Paris and INSERM U1284 SEED unit, Centre for Research and Interdisciplinarity (CRI), Paris, France
| | - Michael P Milham
- Center for the Developing Brain, Child Mind Institute, New York, NY, United States.,Center for Biomedical Imaging and Neuromodulation, Nathan S. Kline Institute for Psychiatric Research, Orangeburg, NY, United States
| |
Collapse
|
23
|
Dewa LH, Pappa S, Greene T, Cooke J, Mitchell L, Hadley M, Di Simplicio M, Woodcock T, Aylin P. SWAY: Associations between sleep disturbance and suicidality in psychiatric inpatients transitioning to the community: an ecological momentary assessment study protocol (Preprint). JMIR Res Protoc 2021; 11:e33817. [PMID: 35579920 PMCID: PMC9157316 DOI: 10.2196/33817] [Citation(s) in RCA: 1] [Impact Index Per Article: 0.3] [Reference Citation Analysis] [Abstract] [Track Full Text] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 09/27/2021] [Revised: 03/16/2022] [Accepted: 04/22/2022] [Indexed: 11/15/2022] Open
Abstract
Background Patients are at high risk of suicidal behavior and death by suicide immediately following discharge from inpatient psychiatric hospitals. Furthermore, there is a high prevalence of sleep problems in inpatient settings, which is associated with worse outcomes following hospitalization. However, it is unknown whether poor sleep is associated with suicidality following initial hospital discharge. Objective Our study objective is to describe a protocol for an ecological momentary assessment (EMA) study that aims to examine the relationship between sleep and suicidality in discharged patients. Methods Our study will use an EMA design based on a wearable device to examine the sleep-suicide relationship during the transition from acute inpatient care to the community. Prospectively discharged inpatients 18 to 35 years old with mental disorders (N=50) will be assessed for eligibility and recruited across 2 sites. Data on suicidal ideation, behavior, and imagery; nonsuicidal self-harm and imagery; defeat, entrapment, and hopelessness; affect; and sleep will be collected on the Pro-Diary V wrist-worn electronic watch for up to 14 days. Objective sleep and daytime activity will be measured using the inbuilt MotionWare software. Questionnaires will be administered face-to-face at baseline and follow up, and data will also be collected on the acceptability and feasibility of using the Pro-Diary V watch to monitor the transition following discharge. The study has been, and will continue to be, coproduced with young people with experience of being in an inpatient setting and suicidality. Results South Birmingham Research Ethics Committee (21/WM/0128) approved the study on June 28, 2021. We expect to see a relationship between poor sleep and postdischarge suicidality. Results will be available in 2022. Conclusions This protocol describes the first coproduced EMA study to examine the relationship between sleep and suicidality and to apply the integrated motivational volitional model in young patients transitioning from a psychiatric hospital to the community. We expect our findings will inform coproduction in suicidology research and clarify the role of digital monitoring of suicidality and sleep before and after initial hospital discharge. International Registered Report Identifier (IRRID) PRR1-10.2196/33817
Collapse
Affiliation(s)
- Lindsay H Dewa
- School of Public Health, Imperial College London, London, United Kingdom
- National Institute for Health and Care Research Imperial Patient Safety Translational Research Centre, Imperial College London, London, United Kingdom
| | - Sofia Pappa
- West London National Health Service Trust, London, United Kingdom
- Department of Brain Sciences, Imperial College London, London, United Kingdom
| | - Talya Greene
- Department of Community Mental Health, University of Haifa, Haifa, Israel
- Division of Psychiatry, University College London, London, United Kingdom
| | - James Cooke
- National Institute for Health and Care Research Imperial Patient Safety Translational Research Centre, Imperial College London, London, United Kingdom
| | - Lizzie Mitchell
- National Institute for Health and Care Research Imperial Patient Safety Translational Research Centre, Imperial College London, London, United Kingdom
| | - Molly Hadley
- National Institute for Health and Care Research Imperial Patient Safety Translational Research Centre, Imperial College London, London, United Kingdom
| | - Martina Di Simplicio
- West London National Health Service Trust, London, United Kingdom
- Department of Brain Sciences, Imperial College London, London, United Kingdom
| | - Thomas Woodcock
- School of Public Health, Imperial College London, London, United Kingdom
- Applied Research Collaboration Northwest London, Imperial College London, London, United Kingdom
| | - Paul Aylin
- School of Public Health, Imperial College London, London, United Kingdom
- National Institute for Health and Care Research Imperial Patient Safety Translational Research Centre, Imperial College London, London, United Kingdom
| |
Collapse
|
24
|
Willoughby JF, Brickman J. Adding to the Message Testing Tool Belt: Assessing the Feasibility and Acceptability of an EMA-Style, Mobile Approach to Pretesting mHealth Interventions. HEALTH COMMUNICATION 2021; 36:1260-1267. [PMID: 32336156 DOI: 10.1080/10410236.2020.1750748] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Subscribe] [Scholar Register] [Indexed: 06/11/2023]
Abstract
Effective health message design requires strong pretesting to ensure that potential audiences see communication efforts as acceptable. Previous research has often used long-form surveys to test messaging, even when the potential communication efforts are going to take place in a non-traditional format, such as on a text message platform. This study asks whether real-time sampling on a mobile phone could serve as a message-testing alternative to traditional surveys. Participants evaluated health messages over a week using mobile phones in a style similar to ecological momentary assessment. More than 90 percent of messages were evaluated, and a majority of participants preferred this methodology to other pretesting methods. This approach, while not without limitations, is a viable tool for diversifying message testing efforts.
Collapse
|
25
|
Macintyre RI, Heron KE, Dawson CA, Filipkowski KB, Arigo D. Does Assessment Alter Responses? An Examination of Measurement Reactivity in an Ecological Momentary Assessment of Body Comparisons. JOURNAL OF SOCIAL AND CLINICAL PSYCHOLOGY 2021. [DOI: 10.1521/jscp.2021.40.4.304] [Citation(s) in RCA: 3] [Impact Index Per Article: 0.8] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/20/2022]
Abstract
Introduction: Body comparisons have been implicated in body dissatisfaction and eating disorder development. Ecological momentary assessment (EMA) has been used to capture body comparisons in everyday life; however, the potential for measurement reactivity this approach has on EMA responses has yet to be examined. The present study systematically evaluated measurement reactivity in EMA of body comparisons. Methods: Undergraduate women (N = 75) completed four surveys daily for 11 days; Days 1–4 did not include comparison assessments and Days 5–11 did. Changes were examined in related EMA measures between these time periods and individual difference measures pre- and post-EMA. Results: A within-person MANOVA showed no significant change in the individual difference measures. Multilevel analyses revealed that participants reported fewer comparisons as day of study increased. When they completed EMA with versus without comparison items, they reported fewer occasions of loss of control while eating and less pleasant social company at time of assessment. Discussion: Findings suggest limited concern for reactivity in this approach, though researchers examining body comparisons, loss of control eating, and perceptions of social company should be cautious when interpreting their findings and consider examining reactivity directly. Future research on body comparisons should also consider using run-in periods to improve data quality.
Collapse
Affiliation(s)
- Rachel I. Macintyre
- The Virginia Consortium Program in Clinical Psychology Old Dominion University
| | - Kristin E. Heron
- The Virginia Consortium Program in Clinical Psychology Old Dominion University
| | - Charlotte A. Dawson
- The Virginia Consortium Program in Clinical Psychology Old Dominion University
| | | | | |
Collapse
|
26
|
Zidaru T, Morrow EM, Stockley R. Ensuring patient and public involvement in the transition to AI-assisted mental health care: A systematic scoping review and agenda for design justice. Health Expect 2021; 24:1072-1124. [PMID: 34118185 PMCID: PMC8369091 DOI: 10.1111/hex.13299] [Citation(s) in RCA: 23] [Impact Index Per Article: 5.8] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 09/28/2020] [Revised: 04/07/2021] [Accepted: 05/26/2021] [Indexed: 12/16/2022] Open
Abstract
BACKGROUND Machine-learning algorithms and big data analytics, popularly known as 'artificial intelligence' (AI), are being developed and taken up globally. Patient and public involvement (PPI) in the transition to AI-assisted health care is essential for design justice based on diverse patient needs. OBJECTIVE To inform the future development of PPI in AI-assisted health care by exploring public engagement in the conceptualization, design, development, testing, implementation, use and evaluation of AI technologies for mental health. METHODS Systematic scoping review drawing on design justice principles, and (i) structured searches of Web of Science (all databases) and Ovid (MEDLINE, PsycINFO, Global Health and Embase); (ii) handsearching (reference and citation tracking); (iii) grey literature; and (iv) inductive thematic analysis, tested at a workshop with health researchers. RESULTS The review identified 144 articles that met inclusion criteria. Three main themes reflect the challenges and opportunities associated with PPI in AI-assisted mental health care: (a) applications of AI technologies in mental health care; (b) ethics of public engagement in AI-assisted care; and (c) public engagement in the planning, development, implementation, evaluation and diffusion of AI technologies. CONCLUSION The new data-rich health landscape creates multiple ethical issues and opportunities for the development of PPI in relation to AI technologies. Further research is needed to understand effective modes of public engagement in the context of AI technologies, to examine pressing ethical and safety issues and to develop new methods of PPI at every stage, from concept design to the final review of technology in practice. Principles of design justice can guide this agenda.
Collapse
Affiliation(s)
- Teodor Zidaru
- Department of AnthropologyLondon School of Economics and Political Science (LSE)LondonUK
| | | | - Rich Stockley
- Surrey Heartlands Health and Care PartnershipGuildford and Waverley CCGGuildfordUK
- Insight and Feedback TeamNursing DirectorateNHS England and NHS ImprovementLondonUK
- Surrey County CouncilKingston upon ThamesUK
| |
Collapse
|
27
|
Parrish EM, Chalker SA, Cano M, Moore RC, Pinkham AE, Harvey PD, Joiner T, Lieberman A, Granholm E, Depp CA. Ecological momentary assessment of interpersonal theory of suicide constructs in people experiencing psychotic symptoms. J Psychiatr Res 2021; 140:496-503. [PMID: 34157588 PMCID: PMC8621669 DOI: 10.1016/j.jpsychires.2021.06.022] [Citation(s) in RCA: 17] [Impact Index Per Article: 4.3] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 03/02/2021] [Revised: 05/24/2021] [Accepted: 06/13/2021] [Indexed: 11/19/2022]
Abstract
BACKGROUND People with psychotic disorders are at an increased risk of suicide, but there is little understanding of suicidal ideation (SI) in this population. The Interpersonal Psychological Theory of Suicide posits that perceived burdensomeness (PB) and thwarted belonginess (TB) contribute to SI. To our knowledge there are no studies using ecological momentary assessment (EMA) to assess these interpersonal risk factors in a sample of individuals with psychotic disorders. This study investigated the validity and variability of PB and TB, and whether SI, EMA-measured psychotic symptoms, mood, and social context relate to PB and TB. METHOD Ninety-six participants with a psychotic disorder, including mood disorders with psychosis completed in-lab assessments of current SI, and then EMA surveys on a smartphone 3×/day for 10 days, answering questions about burdensomeness, belongingness, symptoms (i.e., hearing voices, experiencing suspiciousness), mood (i.e., happy, sad), and social context. RESULTS Burdensomeness varied within-participants less than belongingness (t (95) = -3.74, p=< .001). Participants with SI had higher mean burdensomeness ratings (t (94) = -2.70, p < .01) and lower mean belongingness ratings (t (94) = 3.68, p < .001) than did participants without SI. Being with others, greater psychotic experiences, less happiness, and greater sadness related to greater burdensomeness. SI status, being alone, greater psychotic experiences, less happiness, and greater sadness related to less belongingness. CONCLUSIONS This study examined the real-time influences of SI and psychotic symptoms on burdensomeness and belongingness. Hearing voices, suspiciousness, mood, and SI are related to interpersonal suicide-related risk factors. In this sample, social context had a differential effect on burdensomeness and belongingness.
Collapse
Affiliation(s)
- Emma M Parrish
- SDSU/UC San Diego Joint Doctoral Program in Clinical Psychology, San Diego, CA, USA
| | - Samantha A Chalker
- Veterans Affairs San Diego Healthcare System, San Diego, CA, USA; University of California San Diego Department of Psychiatry, San Diego, CA, USA
| | - Mayra Cano
- University of California San Diego Department of Psychiatry, San Diego, CA, USA
| | - Raeanne C Moore
- University of California San Diego Department of Psychiatry, San Diego, CA, USA
| | | | - Philip D Harvey
- University of Miami Miller School of Medicine, Research Service, Bruce W. Carter VA Medical Center, Miami, FL, USA
| | - Thomas Joiner
- Department of Psychology, Florida State University, Tallahassee, FL, USA
| | - Amy Lieberman
- Department of Psychology, Florida State University, Tallahassee, FL, USA
| | - Eric Granholm
- Veterans Affairs San Diego Healthcare System, San Diego, CA, USA; University of California San Diego Department of Psychiatry, San Diego, CA, USA
| | - Colin A Depp
- Veterans Affairs San Diego Healthcare System, San Diego, CA, USA; University of California San Diego Department of Psychiatry, San Diego, CA, USA.
| |
Collapse
|
28
|
Use of Ecological Momentary Assessment to Study Suicidal Thoughts and Behavior: a Systematic Review. Curr Psychiatry Rep 2021; 23:41. [PMID: 34003405 DOI: 10.1007/s11920-021-01255-7] [Citation(s) in RCA: 55] [Impact Index Per Article: 13.8] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Accepted: 03/29/2021] [Indexed: 12/17/2022]
Abstract
PURPOSE OF REVIEW Ecological momentary assessment (EMA) is a recently introduced approach to patient evaluation that consists of asking patients questions in real time and in their usual habitat. This method seeks to contribute to suicide prevention by providing psychiatrists with detailed information about suicidal thoughts and behavior, how these fluctuate over short periods of time, and the short-term risk factors presented by patients. We conducted a systematic review of published research using EMA to study suicidal thoughts and behavior. RECENT FINDINGS Several systematic reviews of EMA in mental health have been conducted to date, and the literature contains numerous theoretical papers and compilations on EMA and suicide phenomena. To date, however, no systematic reviews have explored the use of this tool to study suicidal thoughts and behavior. We performed a systematic review of five databases (i.e., PubMed, Embase, Scopus, Web of Science, and PsycINFO) to identify studies on EMA and suicidal thoughts and behavior. An initial search revealed 544 articles. Following the study selection process, 35 studies were included in the review. Almost three-quarters of the studies were published in the last 4 years. The studies reviewed concluded that EMA was generally feasible and well accepted. EMA findings correlated well with the results of a retrospective assessment, though tended to over-represent symptom severity. Our review points to important aspects of suicidal thoughts and behavior, such as its wide fluctuation over short periods of time. Negative affect and disturbed sleep, among others, emerged as short-term predictors of suicidal thoughts and behavior. Therefore, EMA is a potentially useful tool in clinical practice, although not without drawbacks, such as participant fatigue with questionnaires and ethical concerns.
Collapse
|
29
|
Alter S, Wilson C, Sun S, Harris RE, Wang Z, Vitale A, Hazlett EA, Goodman M, Ge Y, Yehuda R, Galfalvy H, Haghighi F. The association of childhood trauma with sleep disturbances and risk of suicide in US veterans. J Psychiatr Res 2021; 136:54-62. [PMID: 33561736 DOI: 10.1016/j.jpsychires.2021.01.030] [Citation(s) in RCA: 8] [Impact Index Per Article: 2.0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 05/08/2020] [Revised: 12/14/2020] [Accepted: 01/16/2021] [Indexed: 11/28/2022]
Abstract
BACKGROUND Sleep dysregulation is prevalent among veterans and is associated with increased risk of suicidal ideation and behaviors. A confluence of risk factors have been identified to date that contribute to increase risk for suicidal behavior. How these risk factors including childhood trauma, comorbid psychopathology, impulsivity, and hostility together with sleep disturbance contribute to suicide risk remains an open question. These factors have never been examined simultaneously in a unified mediation model, as investigated in the present study, to determine their relative contribution to suicide risk. METHODS Veterans (N = 105) were recruited across 3-groups, including Major Depressive Disorder (MDD) with/without a history of a suicide attempt (n = 35 and n = 37, respectively), and non-psychiatric controls, who had no history of mental illness or suicidal behavior (n = 33). The participants were assessed using validated self-report assessments with in-depth phenotyping for relevant risk factors associated with suicidal behavior including childhood adversity, depression severity, impulsivity, hostility, and sleep quality. These factors were included in mediation models using path analysis. RESULTS Across all subjects including those with MDD and non-psychiatric controls, mediation analysis showed that higher levels of childhood trauma had an indirect effect on poor sleep quality (p = 0.001). This effect was orthogonal, being independently mediated by both MDD psychopathology (p = 0.003), and higher traits of impulsivity (p = 0.001) and hostility (p = 0.015). Amongst MDD veterans, childhood trauma was directly associated with increased suicide risk (p = 0.034), irrespective of their severity of depression, or their degree of hostility and impulsivity. LIMITATIONS include use of self-report data, and the inability to establish causal inferences with cross-sectional design. CONCLUSION Childhood adversity as a significant pre-deployment risk factor for disturbed sleep and elevated suicide risk, potentially important for incorporation in clinical practice for suicide.
Collapse
Affiliation(s)
| | | | - Shengnan Sun
- Icahn School of Medicine at Mount Sinai, New York, USA
| | | | - Zhaoyu Wang
- Icahn School of Medicine at Mount Sinai, New York, USA
| | - Amanda Vitale
- Icahn School of Medicine at Mount Sinai, New York, USA
| | - Erin A Hazlett
- James J. Peters VA Medical Center, Bronx, USA; Icahn School of Medicine at Mount Sinai, New York, USA
| | - Marianne Goodman
- James J. Peters VA Medical Center, Bronx, USA; Icahn School of Medicine at Mount Sinai, New York, USA
| | - Yongchao Ge
- Icahn School of Medicine at Mount Sinai, New York, USA
| | - Rachel Yehuda
- James J. Peters VA Medical Center, Bronx, USA; Icahn School of Medicine at Mount Sinai, New York, USA
| | | | - Fatemeh Haghighi
- James J. Peters VA Medical Center, Bronx, USA; Icahn School of Medicine at Mount Sinai, New York, USA.
| |
Collapse
|
30
|
Littlewood DL, Harris K, Gooding P, Pratt D, Haddock G, Peters S. Using my Demons to Make Good: The Short- and Long-Term Impact of Participating in Suicide-Related Research. Arch Suicide Res 2021; 25:315-339. [PMID: 31544686 DOI: 10.1080/13811118.2019.1663330] [Citation(s) in RCA: 15] [Impact Index Per Article: 3.8] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Indexed: 12/17/2022]
Abstract
Participation in suicide-related research is generally associated with more positive than negative outcomes. However, sparse research has examined the longevity of any effects of participation. Here, we report the first qualitative examination of both the immediate and long-term views of participating in suicide-related research interviews. Thematic analysis indicated that participants had positive experiences, including increased altruism and self-understanding. For some participants, these benefits remained in the months post-participation. Follow-up data revealed that participants can be susceptible to short-term dips in mood, which may not emerge until a few hours/days post-participation. However, any negative effects of participation were confined to the days immediately following the study. Participant-informed recommendations were developed to support researchers in optimizing the well-being of participants in suicide-related research.
Collapse
|
31
|
Rocha DDM, Cavalcante AKDCB, Oliveira ACD, Benício CDAV, Santos AMRD, Nogueira LT. Contributions of health technologies in risk assessment for suicide behavior: an integrative review. Rev Bras Enferm 2021; 74Suppl 3:e20200205. [PMID: 33759967 DOI: 10.1590/0034-7167-2020-0205] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 03/28/2020] [Accepted: 09/20/2020] [Indexed: 11/22/2022] Open
Abstract
OBJECTIVE to identify how health technologies contribute to risk assessment for suicidal behavior. METHODS an integrative review carried out on the MEDLINE, CINAHL, Web of Science, SCOPUS, LILACS and BDENF databases. The sample consisted of 12 primary studies, with no temporal or language delimitation. Analysis of results occurred descriptively. RESULTS the technologies included assistance and teaching aspects favorable to data screening, monitoring and navigation, capable of predicting individual, biological, clinical, psychological, environmental and social markers for suicidal behavior. Thus, measurement scale, software and computational algorithms constituted valid and sensitive instruments for improving performance, expanding skills and knowledge, good care practices, effective communication and assistance planning. CONCLUSION the identified technologies proved to be effective in identifying risk states for suicidal behavior, representing effective resources for directing care and necessary interventions.
Collapse
|
32
|
Depp C, Ehret B, Villa J, Perivoliotis D, Granholm E. A Brief Mobile-Augmented Suicide Prevention Intervention for People With Psychotic Disorders in Transition From Acute to Ongoing Care: Protocol for a Pilot Trial. JMIR Res Protoc 2021; 10:e14378. [PMID: 33555265 PMCID: PMC7899804 DOI: 10.2196/14378] [Citation(s) in RCA: 2] [Impact Index Per Article: 0.5] [Reference Citation Analysis] [Abstract] [Key Words] [Grants] [Track Full Text] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 04/12/2019] [Revised: 10/25/2019] [Accepted: 11/26/2019] [Indexed: 11/13/2022] Open
Abstract
BACKGROUND People with serious mental illnesses (SMIs) are at exceptionally high risk for lifetime suicidal ideation and behavior compared with the general population. The transition period between urgent evaluation and ongoing care could provide an important setting for brief suicide-specific interventions for SMIs. To address this concern, this trial, SafeTy and Recovery Therapy (START), involves a brief suicide-specific cognitive behavioral intervention for SMIs that is augmented with mobile phone interactions. OBJECTIVE The primary aim of this pilot trial is to evaluate the feasibility, acceptability, and preliminary effectiveness of the intervention. METHODS A 6-month pilot trial with 70 participants with a diagnosis of bipolar disorder, schizophrenia or schizoaffective disorder, and current active suicidal ideation were randomized to START or START with mobile augmentation. START consists of 4 weekly sessions addressing early warning signs and triggers, symptoms influencing suicidal thinking, and social relationships. Recovery planning is followed by biweekly telephone coaching. START with mobile augmentation includes personalized automated cognitive behavioral therapy scripts that build from in-person content. Participants were evaluated at baseline, 4 weeks (end of in-person sessions), 12 weeks (end of telephone coaching), and 24 weeks. In addition to providing point estimates of feasibility and acceptability, the primary outcome of the trial was the change in severity of suicidal ideation as measured with the Scale for Suicide Ideation (SSI) and secondary outcome included the rate of outpatient engagement. RESULTS The trial is ongoing. Feasibility and acceptability across conditions will be assessed using t tests or Mann-Whitney tests or chi-square tests. The reduction of SSI over time will be assessed using hierarchical linear models. CONCLUSIONS The design considerations and results of this trial may be informative for adapted suicide prevention in psychotic disorders in applied community settings. TRIAL REGISTRATION ClinicalTrials.gov NCT03198364; http://clinicaltrials.gov/ct2/show/NCT03198364. INTERNATIONAL REGISTERED REPORT IDENTIFIER (IRRID) DERR1-10.2196/14378.
Collapse
Affiliation(s)
- Colin Depp
- Department of Psychiatry, University of California, San Diego, La Jolla, CA, United States
- VA San Diego Healthcare System, San Diego, CA, United States
| | - Blaire Ehret
- VA San Diego Healthcare System, San Diego, CA, United States
| | - Jennifer Villa
- Department of Psychology, San Diego State University, San Diego, CA, United States
| | - Dimitri Perivoliotis
- Department of Psychiatry, University of California, San Diego, La Jolla, CA, United States
| | - Eric Granholm
- Department of Psychiatry, University of California, San Diego, La Jolla, CA, United States
| |
Collapse
|
33
|
Stanley B, Martínez-Alés G, Gratch I, Rizk M, Galfalvy H, Choo TH, Mann JJ. Coping strategies that reduce suicidal ideation: An ecological momentary assessment study. J Psychiatr Res 2021; 133:32-37. [PMID: 33307352 PMCID: PMC8659118 DOI: 10.1016/j.jpsychires.2020.12.012] [Citation(s) in RCA: 34] [Impact Index Per Article: 8.5] [Reference Citation Analysis] [Abstract] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 06/25/2020] [Revised: 11/20/2020] [Accepted: 12/01/2020] [Indexed: 12/17/2022]
Abstract
BACKGROUND While suicide-specific psychosocial interventions often teach coping skills to suicidal individuals, little is known about the strategies that individuals intuitively use on their own to cope with suicidal ideation in everyday life. AIMS The present study used Ecological Momentary Assessment (EMA) to examine the effectiveness of specific coping strategies individuals use naturally to reduce the intensity of suicidal thinking. METHOD Fifty participants endorsing suicidal ideation with co-morbid mood disorder and borderline personality disorder completed one week of EMA. Real-time use, perceived effectiveness of 7 common coping strategies and intensity of suicidal ideation were assessed at 6 epochs (i.e., timepoints) each day. RESULTS Participants reported using an average of 4 coping strategies per epoch. Factor analysis (FA) (exploratory followed by confirmatory FA) identified two coping factors: one that included distraction/positive activity-based strategies (i.e., keeping busy, socializing, positive thinking, and doing something good for self) and a second that contained mindfulness-oriented strategies (i.e., finding perspective, calming self, and sitting with feelings until they pass). Although participants perceived all coping strategies as effective, only strategies in the first factor, distraction/positive activity-oriented strategies, lowered the intensity of suicidal thoughts in everyday life. Furthermore, baseline suicidal ideation was inversely related to overall use of coping strategies and particularly use of coping strategies that were found to lead to lowered suicidal ideation. CONCLUSIONS Distraction/positive activity based strategies are helpful in decreasing suicidal ideation in the short-term. These findings can help clinicians advise patients about strategies to use to cope with suicidal thoughts to prevent acting on them in a crisis and they also have the potential to inform development of psychosocial interventions to prevent suicide.
Collapse
Affiliation(s)
- Barbara Stanley
- Department of Psychiatry, Columbia University Irving Medical Center, United States; New York State Psychiatric Institute, United States.
| | - Gonzalo Martínez-Alés
- Department of Epidemiology, Columbia University Mailman School of Public Health, United States
| | - Ilana Gratch
- Department of Psychiatry, Columbia University Irving Medical Center, United States
| | - Mina Rizk
- Department of Psychiatry, Columbia University Irving Medical Center, United States
| | - Hanga Galfalvy
- Department of Psychiatry, Columbia University Irving Medical Center, United States
| | | | - J John Mann
- Department of Psychiatry, Columbia University Irving Medical Center, United States; New York State Psychiatric Institute, United States
| |
Collapse
|
34
|
Dunster GP, Swendsen J, Merikangas KR. Real-time mobile monitoring of bipolar disorder: a review of evidence and future directions. Neuropsychopharmacology 2021; 46:197-208. [PMID: 32919408 PMCID: PMC7688933 DOI: 10.1038/s41386-020-00830-5] [Citation(s) in RCA: 25] [Impact Index Per Article: 6.3] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 05/22/2020] [Revised: 07/17/2020] [Accepted: 07/30/2020] [Indexed: 02/07/2023]
Abstract
Rapidly accumulating data from mobile assessments are facilitating our ability to track patterns of emotions, behaviors, biologic rhythms, and their contextual influences in real time. These approaches have been widely applied to study the core features, traits, changes in states, and the impact of treatments in bipolar disorder (BD). This paper reviews recent evidence on the application of both passive and active mobile technologies to gain insight into the role of the circadian system and patterns of sleep and motor activity in people with BD. Findings of more than two dozen studies converge in demonstrating a broad range of sleep disturbances, particularly longer duration and variability of sleep patterns, lower average and greater variability of motor activity, and a shift to later peak activity and sleep midpoint, indicative of greater evening orientation among people with BD. The strong associations across the domains tapped by real-time monitoring suggest that future research should shift focus on sleep, physical/motor activity, or circadian patterns to identify common biologic pathways that influence their interrelations. The development of novel data-driven functional analytic tools has enabled the derivation of individualized multilevel dynamic representations of rhythms of multiple homeostatic regulatory systems. These multimodal tools can inform clinical research through identifying heterogeneity of the manifestations of BD and provide more objective indices of treatment response in real-world settings. Collaborative efforts with common protocols for the application of multimodal sensor technology will facilitate our ability to gain deeper insight into mechanisms and multisystem dynamics, as well as environmental, physiologic, and genetic correlates of BD.
Collapse
Affiliation(s)
- Gideon P. Dunster
- grid.416868.50000 0004 0464 0574Intramural Research Program, National Institute of Mental Health, Bethesda, MD USA
| | - Joel Swendsen
- grid.412041.20000 0001 2106 639XUniversity of Bordeaux, National Center for Scientific Research; EPHE PSL Research University, Bordeaux, France
| | - Kathleen Ries Merikangas
- Intramural Research Program, National Institute of Mental Health, Bethesda, MD, USA. .,Johns Hopkins Bloomberg School of Public Health, Baltimore, MD, USA.
| |
Collapse
|
35
|
Arenas-Castañeda PE, Aroca Bisquert F, Martinez-Nicolas I, Castillo Espíndola LA, Barahona I, Maya-Hernández C, Lavana Hernández MM, Manrique Mirón PC, Alvarado Barrera DG, Treviño Aguilar E, Barrios Núñez A, De Jesus Carlos G, Vildosola Garcés A, Flores Mercado J, Barrigon ML, Artes A, de Leon S, Molina-Pizarro CA, Rosado Franco A, Perez-Rodriguez M, Courtet P, Martínez-Alés G, Baca-Garcia E. Universal mental health screening with a focus on suicidal behaviour using smartphones in a Mexican rural community: protocol for the SMART-SCREEN population-based survey. BMJ Open 2020; 10:e035041. [PMID: 32690505 PMCID: PMC7371217 DOI: 10.1136/bmjopen-2019-035041] [Citation(s) in RCA: 8] [Impact Index Per Article: 1.6] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Indexed: 12/02/2022] Open
Abstract
INTRODUCTION Mental disorders represent the second cause of years lived with disability worldwide. Suicide mortality has been targeted as a key public health concern by the WHO. Smartphone technology provides a huge potential to develop massive and fast surveys. Given the vast cultural diversity of Mexico and its abrupt orography, smartphone-based resources are invaluable in order to adequately manage resources, services and preventive measures in the population. The objective of this study is to conduct a universal suicide risk screening in a rural area of Mexico, measuring also other mental health outcomes such as depression, anxiety and alcohol and substance use disorders. METHODS AND ANALYSIS A population-based cross-sectional study with a temporary sampling space of 9 months will be performed between September 2019 and June 2020. We expect to recruit a large percentage of the target population (at least 70%) in a short-term survey of Milpa Alta Delegation, which accounts for 137 927 inhabitants in a territorial extension of 288 km2.They will be recruited via an institutional call and a massive public campaign to fill in an online questionnaire through mobile-assisted or computer-assisted web app. This questionnaire will include data on general health, validated questionnaires including Well-being Index 5, Patient Health Questionnaire-9, Generalized Anxiety Disorder Scale 2, Alcohol Use Disorders Identification Test, selected questions of the Drug Abuse Screening Test and Columbia-Suicide Severity Rating Scales and Diagnostic and statistical manual of mental disorders (DSM-5) questions about self-harm.We will take into account information regarding time to mobile app response and geo-spatial location, and aggregated data on social, demographical and environmental variables. Traditional regression modelling, multilevel mixed methods and data-driven machine learning approaches will be used to test hypotheses regarding suicide risk factors at the individual and the population level. ETHICS AND DISSEMINATION Ethical approval (002/2019) was granted by the Ethics Review Board of the Hospital Psiquiátrico Yucatán, Yucatán (Mexico). This protocol has been registered in ClinicalTrials.gov. The starting date of the study is 3 September 2019. Results will serve for the planning and healthcare of groups with greater mental health needs and will be disseminated via publications in peer-reviewed journal and presented at relevant mental health conferences. TRIAL REGISTRATION NUMBER NCT04067063.
Collapse
Affiliation(s)
- Pavel E Arenas-Castañeda
- Secretaría de Salud de la Ciudad de México, Jurisdicción Sanitaria Milpa Alta, Milpa Alta, Mexico
| | - Fuensanta Aroca Bisquert
- Instituto de Matemáticas. Unidad de Cuernavaca. Universidad Nacional Autónoma de México, Cuernavaca, Mexico
- CNRS-UMI 4584 - LaSoL Laboratorio Internacional Solomon Lefschetz, Ciudad de Mexico, Mexico
| | | | | | - Igor Barahona
- Cátedra-Conacyt, Instituto de Matemáticas, Unidad de Cuernavaca, Universidad Nacional Autónoma de México, Cuernavaca, Mexico
| | - Cynthya Maya-Hernández
- Center for Evaluation and Surveys Research, National Institute of Public Health (INSP), Cuernavaca, Mexico
| | | | - Paulo César Manrique Mirón
- Cátedra-Conacyt, Instituto de Matemáticas, Unidad de Cuernavaca, Universidad Nacional Autónoma de México, Cuernavaca, Mexico
| | | | - Erik Treviño Aguilar
- Instituto de Matemáticas. Unidad de Cuernavaca. Universidad Nacional Autónoma de México, Cuernavaca, Mexico
| | | | - Giovanna De Jesus Carlos
- Instituto de Matemáticas. Unidad de Cuernavaca. Universidad Nacional Autónoma de México, Cuernavaca, Mexico
| | | | | | - Maria Luisa Barrigon
- Psychiatry, Autonomous University of Madrid, Madrid, Spain
- Psychiatry, University Hospital Jimenez Diaz Foundation, Madrid, Spain
| | - Antonio Artes
- Department of Signal Theory and Communications, Universidad Carlos III de Madrid, Leganés, Madrid, Spain
- CIBERSAM (Centro de Investigacion en Salud Mental), Carlos III Institute of Health, Madrid, Spain
| | - Santiago de Leon
- Department of Signal Theory and Communications, Universidad Carlos III de Madrid, Madrid, Spain
| | | | | | | | - Philippe Courtet
- Department of Emergency Psychiatry and Acute Care, University of Montpellier, Hôpital Lapeyronie, CHU Montpellier, Montpellier, France
| | - Gonzalo Martínez-Alés
- Department of Epidemiology, Columbia University Mailman School of Public Health, New York, New York, USA
| | - Enrique Baca-Garcia
- Psychiatry, Autonomous University of Madrid, Madrid, Spain
- Psychiatry, University Hospital Jimenez Diaz Foundation, Madrid, Spain
- Universidad Catolica del Maule, Talca, Chile
- CIBERSAM, Madrid, Spain
- Department of psychiatry, Centre Hospitalier Universitaire de Nîmes, Nîmes, France
| |
Collapse
|
36
|
Czyz EK, Yap JRT, King CA, Nahum-Shani I. Using Intensive Longitudinal Data to Identify Early Predictors of Suicide-Related Outcomes in High-Risk Adolescents: Practical and Conceptual Considerations. Assessment 2020; 28:1949-1959. [PMID: 32667206 DOI: 10.1177/1073191120939168] [Citation(s) in RCA: 15] [Impact Index Per Article: 3.0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 01/20/2023]
Abstract
Mobile technology offers new possibilities for assessing suicidal ideation and behavior in real- or near-real-time. It remains unclear how intensive longitudinal data can be used to identify proximal risk and inform clinical decision making. In this study of adolescent psychiatric inpatients (N = 32, aged 13-17 years, 75% female), we illustrate the application of a three-step process to identify early signs of suicide-related crises using daily diaries. Using receiver operating characteristic (ROC) curve analyses, we considered the utility of 12 features-constructed using means and variances of daily ratings for six risk factors over the first 2 weeks postdischarge (observations = 360)-in identifying a suicidal crisis 2 weeks later. Models derived from single risk factors had modest predictive accuracy (area under the ROC curve [AUC] 0.46-0.80) while nearly all models derived from combinations of risk factors produced higher accuracy (AUCs 0.80-0.91). Based on this illustration, we discuss implications for clinical decision making and future research.
Collapse
Affiliation(s)
- Ewa K Czyz
- University of Michigan, Ann Arbor, MI, USA
| | | | | | | |
Collapse
|
37
|
Carr DJ, Adia AC, Wray TB, Celio MA, Pérez AE, Monti PM. Using the Internet to access key populations in ecological momentary assessment research: Comparing adherence, reactivity, and erratic responding across those enrolled remotely versus in-person. Psychol Assess 2020; 32:768-779. [PMID: 32437190 DOI: 10.1037/pas0000847] [Citation(s) in RCA: 10] [Impact Index Per Article: 2.0] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/08/2022]
Abstract
Ecological momentary assessment (EMA) is a set of longitudinal methods that researchers can use to understand complex processes (e.g., health, behavior, emotion) in "high resolution." Although technology has made EMA data collection easier, concerns remain about the consistency and quality of data collected from participants who are enrolled and followed online. In this study, we used EMA data from a larger study on HIV-risk behavior among men who have sex with men (MSM) to explore whether several indicators of data consistency/quality differed across those who elected to enroll in-person and those enrolled online. One hundred MSM (age 18-54) completed a 30-day EMA study. Forty-five of these participants chose to enroll online. There were no statistically significant differences in response rates for any survey type (e.g., daily diary [DD], experience sampling [ES], event-contingent [EC]) across participants who enrolled in-person versus online. DD and ES survey response rates were consistent across the study and did not differ between groups. EC response rates fell sharply across the study, but this pattern was also consistent across groups. Participants' responses on the DD were generally consistent with a poststudy follow-up Timeline Followback (TLFB) with some underreporting on the TLFB, but this pattern was consistent across both groups. In this sample of well-educated, mostly White MSM recruited from urban areas, EMA data collected from participants followed online was as consistent, reliable, and valid as data collected from participants followed in-person. These findings yield important insights about best practices for EMA studies with cautions regarding generalizability. (PsycInfo Database Record (c) 2020 APA, all rights reserved).
Collapse
|
38
|
Abstract
PURPOSE OF REVIEW Several reviews and metanalyses have shown that sleep disturbances, such as insomnia and nightmares, can predict suicidal ideations and behaviors. Common physio-pathological pathways may explain this relationship. However, only in recent years, some research groups have tried to apply this knowledge in the quest for a reliable tool of suicide risk prediction. We aim to describe in this paper the results of studies using ecological or quasi-ecological assessment methods that connect sleep disturbances and suicide risk. RECENT FINDINGS Our review confirms the paucity of studies on this topic. The few studies that we could analyze suggest the interest of ecological methods of sleep assessment since sleep disturbances predicted the onset or worsening of suicidal ideations and behaviors. Ecological assessment of sleep can help to understand how sleep disturbances contribute to the emergence of suicidal ideations and behaviors. Sleep disturbances appear as a promising "real-life" marker of risk, but further studies are needed to determine if sleep monitoring could guide preventive interventions.
Collapse
|
39
|
Courtet P. La sensibilité aux stress sociaux chez les suicidants. Observation écologique. Eur Psychiatry 2020. [DOI: 10.1016/j.eurpsy.2015.09.041] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Indexed: 11/28/2022] Open
Abstract
La démonstration de l’efficacité des soins basés sur le recontact, comme l’observation qu’un geste suicidaire suit régulièrement un événement de vie stressant, notamment dans le domaine social, suggèrent que les stress sociaux conduisant à l’exclusion sociale occupent un rôle central dans la survenue des conduites suicidaires. Les nouvelles technologies de la communication, à l’aide de Smartphones, permettent l’évaluation in vivo des patients à risque suicidaire. Non seulement, l’évaluation répétée du risque suicidaire dans l’environnement naturel du sujet n’est pas délétère pour les sujets, mais en outre, ce type d’innovation apporte des informations de grand intérêt pour suivre les séquences environnementales conduisant à la génération des idées de suicide. Ainsi, nous avons observé dans une étude d’évaluation écologique instantanée que les stress sociaux et eux-seuls, prédisent la survenue ultérieure d’idées de suicide. Ainsi, les individus vulnérables au suicide pourraient être particulièrement sensibles au stress sociaux. À ce titre, les études d’imagerie cérébrale démontrent l’existence d’anomalies cérébrales chez les suicidants lors de paradigmes d’exclusion sociale. Par ailleurs, les études récentes avancent la possibilité d’une inflammation chronique modérée dans les conduites suicidaires. Ainsi, divers marqueurs de l’inflammation, dont la CRP plasmatique et les taux de cytokines centraux et périphériques ont été associés aux conduites suicidaires. Il se trouve que les stress sociaux sont des inducteurs particulièrement puissants de cytokines pro-inflammatoires, en faisant intervenir des régions cérébrales également impliquées dans la vulnérabilité suicidaire (insula antérieure, cortex cingulaire antérieur). Nous formulons l’hypothèse que les sujets vulnérables aux conduites suicidaires présenteraient une réponse inflammatoire et algique exagérée aux stress sociaux.
Collapse
|
40
|
Glenn CR, Kleiman EM, Kearns JC, Santee AC, Esposito EC, Conwell Y, Alpert-Gillis LJ. Feasibility and Acceptability of Ecological Momentary Assessment with High-Risk Suicidal Adolescents Following Acute Psychiatric Care. JOURNAL OF CLINICAL CHILD AND ADOLESCENT PSYCHOLOGY 2020; 51:32-48. [DOI: 10.1080/15374416.2020.1741377] [Citation(s) in RCA: 18] [Impact Index Per Article: 3.6] [Reference Citation Analysis] [Track Full Text] [Subscribe] [Scholar Register] [Indexed: 12/22/2022]
Affiliation(s)
- Catherine R. Glenn
- Department of Psychology, University of Rochester
- Department of Psychiatry, University of Rochester Medical Center
- Department of Psychology, Old Dominion University
| | - Evan M. Kleiman
- Department of Psychology, Rutgers, The State University of New Jersey
| | | | | | | | - Yeates Conwell
- Department of Psychiatry, University of Rochester Medical Center
| | - Linda J. Alpert-Gillis
- Department of Psychiatry, University of Rochester Medical Center
- Department of Pediatrics, University of Rochester Medical Center
| |
Collapse
|
41
|
Martinez-Ales G, Hernandez-Calle D, Khauli N, Keyes KM. Why Are Suicide Rates Increasing in the United States? Towards a Multilevel Reimagination of Suicide Prevention. Curr Top Behav Neurosci 2020; 46:1-23. [PMID: 32860592 PMCID: PMC8699163 DOI: 10.1007/7854_2020_158] [Citation(s) in RCA: 7] [Impact Index Per Article: 1.4] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 12/23/2022]
Abstract
Suicide, a major public health concern, takes around 800,000 lives globally every year and is the second leading cause of death among adolescents and young adults. Despite substantial prevention efforts, between 1999 and 2017, suicide and nonfatal self-injury rates have experienced unprecedented increases across the United States - as well as in many other countries in the world. This chapter reviews the existing evidence on the causes behind increased suicide rates and critically evaluates the impact of a range of innovative approaches to suicide prevention. First, we briefly describe current trends in suicide and suicidal behaviors and relate them to recent time trends in relevant suicide risk markers. Then, we review the existing evidence in suicide prevention at the individual and the population levels, including new approaches that are currently under development. Finally, we advocate for a new generation of suicide research that examines causal factors beyond the proximal and clinical and fosters a socially conscious reimagining of suicidal prevention. To this end, we emphasize the need for the conceptualization of suicide and suicidal behaviors as complex phenomena with causes at several levels of organization. Future interdisciplinary research and interventions should be developed within a multilevel causal framework that can better capture the social, economic, and political settings where suicide, as a process, unfolds across the life course.
Collapse
Affiliation(s)
- Gonzalo Martinez-Ales
- Columbia University Mailman School of Public Health, New York, NY, USA.
- Universidad Autónoma de Madrid School of Medicine, Madrid, Spain.
| | | | - Nicole Khauli
- Columbia University Mailman School of Public Health, New York, NY, USA
| | - Katherine M Keyes
- Columbia University Mailman School of Public Health, New York, NY, USA
| |
Collapse
|
42
|
Carretero P, Campana-Montes JJ, Artes-Rodriguez A. Ecological Momentary Assessment for Monitoring Risk of Suicide Behavior. Curr Top Behav Neurosci 2020; 46:229-245. [PMID: 32797403 DOI: 10.1007/7854_2020_170] [Citation(s) in RCA: 5] [Impact Index Per Article: 1.0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 06/11/2023]
Abstract
In recent years the involvement of technology in psychiatric treatment and its usefulness is increasing. The main advantages of its use lie in the possibility of collecting passively data with greater temporal granularity from each patient individually, since these devices are in direct contact almost every minute of the day with them. The variety of data collected by the all the smartphone sensors allows for a better understanding of the patient behavior through what is called the digital phenotype. So the use of a continuous monitoring system for patients at risk of suicide becomes a very useful tool for improving the quality of life of patients and for the early detection of suicide attempts.
Collapse
Affiliation(s)
| | | | - Antonio Artes-Rodriguez
- Evidence-Based Behavior, Madrid, Spain.
- Department of Signal Theory and Communications, Universidad Carlos III de Madrid, Madrid, Spain.
| |
Collapse
|
43
|
Vachon H, Viechtbauer W, Rintala A, Myin-Germeys I. Compliance and Retention With the Experience Sampling Method Over the Continuum of Severe Mental Disorders: Meta-Analysis and Recommendations. J Med Internet Res 2019; 21:e14475. [PMID: 31808748 PMCID: PMC6925392 DOI: 10.2196/14475] [Citation(s) in RCA: 105] [Impact Index Per Article: 17.5] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 04/24/2019] [Revised: 09/13/2019] [Accepted: 09/24/2019] [Indexed: 02/07/2023] Open
Abstract
Background Despite the growing interest in the experience sampling method (ESM) as a data collection tool for mental health research, the absence of methodological guidelines related to its use has resulted in a large heterogeneity of designs. Concomitantly, the potential effects of the design on the response behavior of the participants remain largely unknown. Objective The objective of this meta-analysis was to investigate the associations between various sample and design characteristics and the compliance and retention rates of studies using ESM in mental health research. Methods ESM studies investigating major depressive disorder, bipolar disorder, and psychotic disorder were considered for inclusion. Besides the compliance and retention rates, a number of sample and design characteristics of the selected studies were collected to assess their potential relationships with the compliance and retention rates. Multilevel random/mixed effects models were used for the analyses. Results Compliance and retention rates were lower for studies with a higher proportion of male participants (P<.001) and individuals with a psychotic disorder (P<.001). Compliance was positively associated with the use of a fixed sampling scheme (P=.02), higher incentives (P=.03), higher time intervals between successive evaluations (P=.02), and fewer evaluations per day (P=.008), while no significant associations were observed with regard to the mean age of the sample, the study duration, or other design characteristics. Conclusions The findings demonstrate that ESM studies can be carried out in mental health research, but the quality of the data collection depends upon a number of factors related to the design of ESM studies and the samples under study that need to be considered when designing such protocols.
Collapse
Affiliation(s)
- Hugo Vachon
- Center for Contextual Psychiatry, Department of Neurosciences, KU Leuven, Leuven, Belgium
| | - Wolfgang Viechtbauer
- Center for Contextual Psychiatry, Department of Neurosciences, KU Leuven, Leuven, Belgium.,School for Mental Health and Neuroscience, Department of Psychiatry and Neuropsychology, Maastricht University, Maastricht, Netherlands
| | - Aki Rintala
- Center for Contextual Psychiatry, Department of Neurosciences, KU Leuven, Leuven, Belgium
| | - Inez Myin-Germeys
- Center for Contextual Psychiatry, Department of Neurosciences, KU Leuven, Leuven, Belgium
| |
Collapse
|
44
|
Barrigon ML, Courtet P, Oquendo M, Baca-García E. Precision Medicine and Suicide: an Opportunity for Digital Health. Curr Psychiatry Rep 2019; 21:131. [PMID: 31776806 DOI: 10.1007/s11920-019-1119-8] [Citation(s) in RCA: 17] [Impact Index Per Article: 2.8] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Indexed: 12/30/2022]
Abstract
PURPOSE OF REVIEW A better understanding of suicide phenomena is needed, and precision medicine is a promising approach toward this aim. In this manuscript, we review recent advances in the field, with particular focus on the role of digital health. RECENT FINDINGS Technological advances such as smartphone-based ecological momentary assessment and passive collection of information from sensors provide a detailed description of suicidal behavior and thoughts. Further, we review more traditional approaches in the field of genetics. We first highlight the need for precision medicine in suicidology. Then, in light of recent and promising research, we examine the role of smartphone-based information collection using explicit (active) and implicit (passive) means to construct a digital phenotype, which should be integrated with genetic and epigenetic data to develop tailored therapeutic and preventive approaches for suicide.
Collapse
Affiliation(s)
- Maria Luisa Barrigon
- Department of Psychiatry, Fundación Jiménez Díaz Hospital, Madrid, Spain. .,Department of Psychiatry, Autónoma University, Madrid, Spain.
| | - Philippe Courtet
- Department of Emergency Psychiatry & Acute Care, Academic hospital of Montpellier, INSERM U1061, Montpellier University, Montpellier, France
| | - Maria Oquendo
- Perelman School of Medicine, University of Pennsylvania, Philadelphia, USA
| | - Enrique Baca-García
- Department of Psychiatry, Fundación Jiménez Díaz Hospital, Madrid, Spain.,Department of Psychiatry, Autónoma University, Madrid, Spain.,Department of Psychiatry, Rey Juan Carlos University Hospital, Móstoles, Spain.,Department of Psychiatry, General Hospital of Villalba, Madrid, Spain.,Department of Psychiatry, Infanta Elena University Hospital, Valdemoro, Spain.,Universidad Católica del Maule, Talca, Chile
| |
Collapse
|
45
|
Pryss R, John D, Schlee W, Schlotz W, Schobel J, Kraft R, Spiliopoulou M, Langguth B, Reichert M, O'Rourke T, Peters H, Pieh C, Lahmann C, Probst T. Exploring the Time Trend of Stress Levels While Using the Crowdsensing Mobile Health Platform, TrackYourStress, and the Influence of Perceived Stress Reactivity: Ecological Momentary Assessment Pilot Study. JMIR Mhealth Uhealth 2019; 7:e13978. [PMID: 31670692 PMCID: PMC6913730 DOI: 10.2196/13978] [Citation(s) in RCA: 10] [Impact Index Per Article: 1.7] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 03/11/2019] [Revised: 06/22/2019] [Accepted: 08/19/2019] [Indexed: 01/27/2023] Open
Abstract
BACKGROUND The mobile phone app, TrackYourStress (TYS), is a new crowdsensing mobile health platform for ecological momentary assessments of perceived stress levels. OBJECTIVE In this pilot study, we aimed to investigate the time trend of stress levels while using TYS for the entire population being studied and whether the individuals' perceived stress reactivity moderates stress level changes while using TYS. METHODS Using TYS, stress levels were measured repeatedly with the 4-item version of the Perceived Stress Scale (PSS-4), and perceived stress reactivity was measured once with the Perceived Stress Reactivity Scale (PSRS). A total of 78 nonclinical participants, who provided 1 PSRS assessment and at least 4 repeated PSS-4 measurements, were included in this pilot study. Linear multilevel models were used to analyze the time trend of stress levels and interactions with perceived stress reactivity. RESULTS Across the whole sample, stress levels did not change while using TYS (P=.83). Except for one subscale of the PSRS, interindividual differences in perceived stress reactivity did not influence the trajectories of stress levels. However, participants with higher scores on the PSRS subscale reactivity to failure showed a stronger increase of stress levels while using TYS than participants with lower scores (P=.04). CONCLUSIONS TYS tracks the stress levels in daily life, and most of the results showed that stress levels do not change while using TYS. Controlled trials are necessary to evaluate whether it is specifically TYS or any other influence that worsens the stress levels of participants with higher reactivity to failure.
Collapse
Affiliation(s)
- Rüdiger Pryss
- Institute of Databases and Information Systems, Ulm University, Ulm, Germany
| | - Dennis John
- Lutheran University of Applied Sciences, Nuremberg, Germany
| | - Winfried Schlee
- Department of Psychiatry and Psychotherapy, University of Regensburg at Bezirksklinikum, Regensburg, Germany
| | - Wolff Schlotz
- Max Planck Institute for Empirical Aesthetics, Frankfurt, Germany
| | - Johannes Schobel
- Institute of Databases and Information Systems, Ulm University, Ulm, Germany
| | - Robin Kraft
- Institute of Databases and Information Systems, Ulm University, Ulm, Germany
| | - Myra Spiliopoulou
- Faculty of Computer Science, Otto-von-Guericke-University, Magdeburg, Germany
| | - Berthold Langguth
- Department of Psychiatry and Psychotherapy, University of Regensburg at Bezirksklinikum, Regensburg, Germany
| | - Manfred Reichert
- Institute of Databases and Information Systems, Ulm University, Ulm, Germany
| | - Teresa O'Rourke
- Department for Psychotherapy and Biopsychosocial Health, Danube University Krems, Krems, Austria
| | - Henning Peters
- Department of Psychiatry and Psychotherapy, LMU Munich, Munich, Germany
| | - Christoph Pieh
- Department for Psychotherapy and Biopsychosocial Health, Danube University Krems, Krems, Austria
| | - Claas Lahmann
- Faculty of Medicine, Department of Psychosomatic Medicine and Psychotherapy, Medical Center-University of Freiburg, Freiburg, Germany
| | - Thomas Probst
- Department for Psychotherapy and Biopsychosocial Health, Danube University Krems, Krems, Austria
| |
Collapse
|
46
|
Martínez-Alés G, Keyes KM. Fatal and Non-fatal Self-Injury in the USA: Critical Review of Current Trends and Innovations in Prevention. Curr Psychiatry Rep 2019; 21:104. [PMID: 31522256 PMCID: PMC7027360 DOI: 10.1007/s11920-019-1080-6] [Citation(s) in RCA: 11] [Impact Index Per Article: 1.8] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Indexed: 12/24/2022]
Abstract
PURPOSE OF REVIEW To examine current trends in suicide and self-injury in the USA, as well as potential contributors to their change over time, and to reflect on innovations in prevention and intervention that can guide policies and programs to reduce the burden of suicide and self-injury in the USA. RECENT FINDINGS Suicide and non-fatal self-injury are on the rise in the USA. Reasons for such trends over time remain speculative, although they seem linked to coincident increases in mood disorders and drug use and overdose. Promising innovative prevention and intervention programs that engage new technologies, such as machine learning-derived prediction tools and computerized ecologic momentary assessments, are currently in development and require additional evidence. Recent increases in fatal and non-fatal self-harm in the USA raise questions about the causes, interventions, and preventive measures that should be taken. Most innovative prevention efforts target individuals seeking to improve risk prediction and access to evidence-based care. However, as Durkheim pointed out over 100 years ago, suicide rates vary enormously between societal groups, suggesting that certain causal factors of suicide act and, hence, should be targeted at an ecological level. In the next generation of suicide research, it is critical to examine factors beyond the proximal and clinical to allow for a reimagining of prevention that is life course and socially focused.
Collapse
Affiliation(s)
- Gonzalo Martínez-Alés
- Columbia Mailman School of Public Health, 722W 168th St, Suite 1030, New York, NY, 10032, USA.
- Universidad Autónoma de Madrid School of Medicine, Madrid, Spain.
| | - Katherine M Keyes
- Columbia Mailman School of Public Health, 722W 168th St, Suite 1030, New York, NY, 10032, USA
| |
Collapse
|
47
|
Berrouiguet S, Barrigón ML, Castroman JL, Courtet P, Artés-Rodríguez A, Baca-García E. Combining mobile-health (mHealth) and artificial intelligence (AI) methods to avoid suicide attempts: the Smartcrises study protocol. BMC Psychiatry 2019; 19:277. [PMID: 31493783 PMCID: PMC6731613 DOI: 10.1186/s12888-019-2260-y] [Citation(s) in RCA: 38] [Impact Index Per Article: 6.3] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 06/11/2019] [Accepted: 08/28/2019] [Indexed: 12/14/2022] Open
Abstract
BACKGROUND The screening of digital footprint for clinical purposes relies on the capacity of wearable technologies to collect data and extract relevant information's for patient management. Artificial intelligence (AI) techniques allow processing of real-time observational information and continuously learning from data to build understanding. We designed a system able to get clinical sense from digital footprints based on the smartphone's native sensors and advanced machine learning and signal processing techniques in order to identify suicide risk. METHOD/DESIGN The Smartcrisis study is a cross-national comparative study. The study goal is to determine the relationship between suicide risk and changes in sleep quality and disturbed appetite. Outpatients from the Hospital Fundación Jiménez Díaz Psychiatry Department (Madrid, Spain) and the University Hospital of Nimes (France) will be proposed to participate to the study. Two smartphone applications and a wearable armband will be used to capture the data. In the intervention group, a smartphone application (MEmind) will allow for the ecological momentary assessment (EMA) data capture related with sleep, appetite and suicide ideations. DISCUSSION Some concerns regarding data security might be raised. Our system complies with the highest level of security regarding patients' data. Several important ethical considerations related to EMA method must also be considered. EMA methods entails a non-negligible time commitment on behalf of the participants. EMA rely on daily, or sometimes more frequent, Smartphone notifications. Furthermore, recording participants' daily experiences in a continuous manner is an integral part of EMA. This approach may be significantly more than asking a participant to complete a retrospective questionnaire but also more accurate in terms of symptoms monitoring. Overall, we believe that Smartcrises could participate to a paradigm shift from the traditional identification of risks factors to personalized prevention strategies tailored to characteristics for each patient. TRIAL REGISTRATION NUMBER NCT03720730. Retrospectively registered.
Collapse
Affiliation(s)
- Sofian Berrouiguet
- Department of Psychiatry and Emergency, Brest Medical University Hospital, Brest, France
- SPURBO EA 7479, Ubo, France
- CHRU Cavale Blanche University Hospital of Brest, Boulevard Tanguy Prigent, 29,609 Brest Cedex, Brest, France
| | - María Luisa Barrigón
- Inserm U1061, La Colombières Hospital, University of Montpellier, Montpellier, France
- Gregorio Marañón Health Research Institute, Madrid, Spain
| | | | | | - Antonio Artés-Rodríguez
- Department of Psychiatry, Autónoma University, 28040 Madrid, Spain
- Department of Psychiatry, Fundación Jiménez Díaz Hospital, 28040 Madrid, Spain
| | - Enrique Baca-García
- Department of Psychiatry, Autónoma University, 28040 Madrid, Spain
- Department of Psychiatry, Fundación Jiménez Díaz Hospital, 28040 Madrid, Spain
| |
Collapse
|
48
|
Crowe E, Daly M, Delaney L, Carroll S, Malone KM. The intra-day dynamics of affect, self-esteem, tiredness, and suicidality in Major Depression. Psychiatry Res 2019; 279:98-108. [PMID: 29661498 DOI: 10.1016/j.psychres.2018.02.032] [Citation(s) in RCA: 35] [Impact Index Per Article: 5.8] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 01/25/2017] [Revised: 12/02/2017] [Accepted: 02/14/2018] [Indexed: 11/28/2022]
Abstract
Despite growing interest in the temporal dynamics of Major Depressive Disorder (MDD), we know little about the intra-day fluctuations of key symptom constructs. In a study of momentary experience, the Experience Sampling Method captured the within-day dynamics of negative affect, positive affect, self-esteem, passive suicidality, and tiredness across clinical MDD (N= 31) and healthy control groups (N= 33). Ten symptom measures were taken per day over 6 days (N= 2231 observations). Daily dynamics were modeled via intra-day time-trends, variability, and instability in symptoms. MDD participants showed significantly increased variability and instability in negative affect, positive affect, self-esteem, and suicidality. Significantly different time-trends were found in positive affect (increased diurnal variation and an inverted U-shaped pattern in MDD, compared to a positive linear trend in controls) and tiredness (decreased diurnal variation in MDD). In the MDD group only, passive suicidality displayed a negative linear trend and self-esteem displayed a quadratic inverted U trend. MDD and control participants thus showed distinct dynamic profiles in all symptoms measured. As well as the overall severity of symptoms, intra-day dynamics appear to define the experience of MDD symptoms.
Collapse
Affiliation(s)
- Eimear Crowe
- UCD School of Medicine, University College Dublin, Ireland; Behavioural Science Centre, Stirling Management School, University of Stirling, United Kingdom; Institute of Health and Wellbeing, College of Veterinary, Medical and Life Sciences, University of Glasgow, Glasgow, United Kingdom.
| | - Michael Daly
- Behavioural Science Centre, Stirling Management School, University of Stirling, United Kingdom; UCD Geary Institute, University College Dublin, Ireland
| | - Liam Delaney
- Behavioural Science Centre, Stirling Management School, University of Stirling, United Kingdom; UCD Geary Institute, University College Dublin, Ireland
| | - Susan Carroll
- UCD School of Medicine, University College Dublin, Ireland; Institute of Psychiatry, Psychology and Neuroscience, King's College London, United Kingdom
| | - Kevin M Malone
- UCD School of Medicine, University College Dublin, Ireland
| |
Collapse
|
49
|
Tavani JL, Lo Monaco G, Collange J. [Measuring job satisfaction: Further validation of the Job Satisfaction Single Item Scale]. SANTE PUBLIQUE 2019; 31:223-232. [PMID: 33305926 DOI: 10.3917/spub.192.0223] [Citation(s) in RCA: 1] [Impact Index Per Article: 0.2] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Subscribe] [Scholar Register] [Indexed: 11/14/2022]
Abstract
BACKGROUND In France, there has been a growing interest in examining the determinants of positive occupational health dimensions that contribute to employees' quality of work life. Among those dimensions, job satisfaction has drawn the attention of many scholars. However, only few validated measures are available in French, and among these we identified the Job Satisfaction Single Item (JSSI). The aim of this article is to provide further empirical validation of the Job Satisfaction Single Item. METHOD This study examined the sensitivity and criterion validity of the JSSI. More precisely, we examined, on the one hand, the links between scores on JSSIand other job satisfaction scale, and as well as occupational health and motivational measures, such as perceived stress, life satisfaction, happiness, perceived given and received social support, and finally with organizational commitment. We also verified that the JSSI is a time-saving measure, compared measure compared to longer job satisfaction scales. RESULTS The JSSI showed appropriate sensitivity and satisfying criterion validity with both positive and negative occupational health measures. Finally, the JSSI took significantly less time to complete than measures including five items and twenty items. CONCLUSION This furthered validation reaffirmed the good psychometric qualities of the JSSI. Thus JSSI appears to be an appropriate and a time-saving measure job satisfaction, and particularly when scholars aim to examine intra-individual variability.
Collapse
|
50
|
Czyz EK, Horwitz AG, Arango A, King CA. Short-term change and prediction of suicidal ideation among adolescents: a daily diary study following psychiatric hospitalization. J Child Psychol Psychiatry 2019; 60:732-741. [PMID: 30246870 PMCID: PMC6726492 DOI: 10.1111/jcpp.12974] [Citation(s) in RCA: 67] [Impact Index Per Article: 11.2] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Accepted: 08/02/2018] [Indexed: 01/20/2023]
Abstract
BACKGROUND Our understanding of suicidal ideation (SI) and its risk precursors is largely informed by studies spanning over wide time intervals (weeks, months, years). Little is known about SI as it occurs in daily lives of individuals at risk for suicide, the extent to which suicidal thoughts are dynamic over short periods of time, and the degree to which theoretically informed risk factors predict near-term SI. METHODS Thirty-four adolescents hospitalized due to last-month suicide attempt and/or last-week SI (76% female; ages 13-17) responded to daily surveys sent to their cell phones for four consecutive weeks after discharge (n = 652 observations). RESULTS There was notable variability in day-to-day SI, with half of ideation ratings changing at least one within-person standard deviation from one day to the next. Results of mixed effects models revealed concurrent (same-day), but not short-term prospective (next-day), associations between SI (frequency, duration, urge) and well-established predictors (connectedness, burdensomeness, hopelessness). However, synergistic effects of low connectedness with either high burdensomeness or high hopelessness were reliably associated with more severe same- and next-day suicidal ideation. CONCLUSIONS This study adds to emerging literature indicating that suicidal thoughts fluctuate considerably among individuals at risk for suicide, further extending it by focusing on adolescents in the critical posthospitalization period. Fostering high-risk adolescents' sense of connectedness to others may be an especially promising intervention target. Frequent assessment of SI and its predictors, independently and in combination, could help identify promising predictors of short-term risk and meaningful intervention targets in high-risk teens.
Collapse
Affiliation(s)
- E. K. Czyz
- Department of Psychiatry, University of Michigan, Ann Arbor, MI
| | - Adam G. Horwitz
- Department of Psychiatry, Rush University Medical Center, Chicago, IL
| | - Alejandra Arango
- Department of Psychiatry, University of Michigan, Ann Arbor, MI,Department of Psychology, University of Michigan, Ann Arbor, MI
| | - C. A. King
- Department of Psychiatry, University of Michigan, Ann Arbor, MI,Department of Psychology, University of Michigan, Ann Arbor, MI
| |
Collapse
|