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Khademi S, Palmer C, Javed M, Dimaguila GL, Clothier H, Buttery J, Black J. Near Real-Time Syndromic Surveillance of Emergency Department Triage Texts Using Natural Language Processing: Case Study in Febrile Convulsion Detection. JMIR AI 2024; 3:e54449. [PMID: 39213519 PMCID: PMC11399745 DOI: 10.2196/54449] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Subscribe] [Scholar Register] [Received: 11/09/2023] [Revised: 03/09/2024] [Accepted: 03/30/2024] [Indexed: 09/04/2024]
Abstract
BACKGROUND Collecting information on adverse events following immunization from as many sources as possible is critical for promptly identifying potential safety concerns and taking appropriate actions. Febrile convulsions are recognized as an important potential reaction to vaccination in children aged <6 years. OBJECTIVE The primary aim of this study was to evaluate the performance of natural language processing techniques and machine learning (ML) models for the rapid detection of febrile convulsion presentations in emergency departments (EDs), especially with respect to the minimum training data requirements to obtain optimum model performance. In addition, we examined the deployment requirements for a ML model to perform real-time monitoring of ED triage notes. METHODS We developed a pattern matching approach as a baseline and evaluated ML models for the classification of febrile convulsions in ED triage notes to determine both their training requirements and their effectiveness in detecting febrile convulsions. We measured their performance during training and then compared the deployed models' result on new incoming ED data. RESULTS Although the best standard neural networks had acceptable performance and were low-resource models, transformer-based models outperformed them substantially, justifying their ongoing deployment. CONCLUSIONS Using natural language processing, particularly with the use of large language models, offers significant advantages in syndromic surveillance. Large language models make highly effective classifiers, and their text generation capacity can be used to enhance the quality and diversity of training data.
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Affiliation(s)
- Sedigh Khademi
- Department of Paediatrics, University of Melbourne, Melbourne, Australia
- Health Informatics Group, Centre for Health Analytics, Melbourne Children's Campus, Melbourne, Australia
| | - Christopher Palmer
- Health Informatics Group, Centre for Health Analytics, Melbourne Children's Campus, Melbourne, Australia
| | - Muhammad Javed
- Health Informatics Group, Centre for Health Analytics, Melbourne Children's Campus, Melbourne, Australia
| | - Gerardo Luis Dimaguila
- Department of Paediatrics, University of Melbourne, Melbourne, Australia
- Health Informatics Group, Centre for Health Analytics, Melbourne Children's Campus, Melbourne, Australia
- SAEFVIC, Murdoch Children's Research Institute, Melbourne, Australia
| | - Hazel Clothier
- Department of Paediatrics, University of Melbourne, Melbourne, Australia
- Health Informatics Group, Centre for Health Analytics, Melbourne Children's Campus, Melbourne, Australia
- SAEFVIC, Murdoch Children's Research Institute, Melbourne, Australia
- Melbourne School of Population and Global Health, University of Melbourne, Melbourne, Australia
| | - Jim Buttery
- Department of Paediatrics, University of Melbourne, Melbourne, Australia
- Health Informatics Group, Centre for Health Analytics, Melbourne Children's Campus, Melbourne, Australia
- SAEFVIC, Murdoch Children's Research Institute, Melbourne, Australia
- Infectious Diseases, Royal Children's Hospital, Melbourne, Australia
| | - Jim Black
- Melbourne School of Population and Global Health, University of Melbourne, Melbourne, Australia
- Department of Health, State Government of Victoria, Melbourne, Australia
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Xu R, Bode L, Geva A, Mandl KD, McMurry AJ. Accuracy of ICD-10 codes for suicidal ideation and action in pediatric emergency department encounters. MEDRXIV : THE PREPRINT SERVER FOR HEALTH SCIENCES 2024:2024.07.23.24310777. [PMID: 39211891 PMCID: PMC11361224 DOI: 10.1101/2024.07.23.24310777] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Track Full Text] [Subscribe] [Scholar Register] [Indexed: 09/04/2024]
Abstract
Objectives According to the ideation-to-action framework of suicidality, suicidal ideation and suicidal action arise via distinct trajectories. Studying suicidality under this framework requires accurate identification of both ideation and action. We sought to assess the accuracy of ICD-10 codes for suicidal ideation and action in emergency department (ED) encounters. Methods Accuracy of ICD-10 coding for suicidality was assessed through chart review of clinical notes for 205 ED encounters among patients 6-18 years old at a large academic pediatric hospital between June 1, 2016, and June 1, 2022. Physician notes were reviewed for documentation of past or present suicidal ideation, suicidal action, or both. The study cohort consisted of 103 randomly selected "cases," or encounters assigned at least one ICD-10 code for suicidality, and 102 propensity-matched "non-cases" lacking ICD-10 codes. Accuracy of ICD-10 codes was assessed using sensitivity, specificity, positive predictive value (PPV), and negative predictive value (NPV). Results Against a gold standard chart review, the PPV for ICD-10 suicidality codes was 86.9%, and the NPV was 76.2%. Nearly half of encounters involving suicidality were not captured by ICD-10 coding (sensitivity=53.4%). Sensitivity was higher for ideation-present (82.4%) than for action-present (33.7%) or action-past (20.4%). Conclusions Many cases of suicidality may be missed by relying on only ICD-10 codes. Accuracy of ICD-10 codes is high for suicidal ideation but low for action. To scale the ideation-to-action model for use in large populations, better data sources are needed to identify cases of suicidal action.
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Trott M, Bull C, Arnautovska U, Siskind D, Warren N, Najman JM, Kisely S. Emergency Department Presentations for Injuries Following Agency-Notified Child Maltreatment: Results From the Childhood Adversity and Lifetime Morbidity (CALM) Study. CHILD MALTREATMENT 2024:10775595241264009. [PMID: 38901464 DOI: 10.1177/10775595241264009] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Subscribe] [Scholar Register] [Indexed: 06/22/2024]
Abstract
Child maltreatment (CM) is associated with negative health outcomes in adulthood, including deliberate self-harm (DSH), suicidal behaviours, and victimisation. It is unknown if associations extend to emergency department (ED) presentations for non-DSH related injuries. Birth cohort study data was linked to administrative health data, including ED presentations for non DSH related injuries and agency-reported and substantiated notifications for CM. Adjusted analyses (n = 6087) showed that any type of agency-reported notification for CM was significantly associated with increased odds of ED presentation for injuries (aOR = 1.57; 95% CI 1.32-1.87). In moderation analyses, women yielded significantly higher odds of notified and substantiated physical abuse, substantiated emotional abuse, and being subject to more than one type of substantiated abuse than males. ED presentations for injuries could be a proxy for risky behaviours, disguised DSH/suicidal behaviours, or physical abuse. The consistent findings in women may point to victimisation via interpersonal violence.
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Affiliation(s)
- Mike Trott
- Princess Alexandra Hospital Southside Clinical Unit, Greater Brisbane Clinical School, Medical School, The University of Queensland, Brisbane, QLD, Australia
- Metro South Addiction and Mental Health Service, Brisbane, QLD, Australia
| | - Claudia Bull
- Princess Alexandra Hospital Southside Clinical Unit, Greater Brisbane Clinical School, Medical School, The University of Queensland, Brisbane, QLD, Australia
- Metro South Addiction and Mental Health Service, Brisbane, QLD, Australia
- ALIVE National Centre for Mental Health Research Translation, Brisbane, QLD, Australia
| | - Urska Arnautovska
- Princess Alexandra Hospital Southside Clinical Unit, Greater Brisbane Clinical School, Medical School, The University of Queensland, Brisbane, QLD, Australia
- Metro South Addiction and Mental Health Service, Brisbane, QLD, Australia
| | - Dan Siskind
- Princess Alexandra Hospital Southside Clinical Unit, Greater Brisbane Clinical School, Medical School, The University of Queensland, Brisbane, QLD, Australia
- Metro South Addiction and Mental Health Service, Brisbane, QLD, Australia
| | - Nicola Warren
- Princess Alexandra Hospital Southside Clinical Unit, Greater Brisbane Clinical School, Medical School, The University of Queensland, Brisbane, QLD, Australia
- Metro South Addiction and Mental Health Service, Brisbane, QLD, Australia
| | - Jake M Najman
- School of Public Health, The University of Queensland, Brisbane, QLD, Australia
- School of Social Sciences, The University of Queensland, Brisbane, QLD, Australia
| | - Steve Kisely
- Princess Alexandra Hospital Southside Clinical Unit, Greater Brisbane Clinical School, Medical School, The University of Queensland, Brisbane, QLD, Australia
- Metro South Addiction and Mental Health Service, Brisbane, QLD, Australia
- ALIVE National Centre for Mental Health Research Translation, Brisbane, QLD, Australia
- Departments of Psychiatry, Community Health and Epidemiology, Dalhousie University, Halifax, NS, Canada
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McCarthy M, Saini P, Nathan PR, Ashworth E, McIntyre J. "No Abnormality Detected": A Mixed-Methods Examination of Emergency Department Coding Practices for People in Suicidal Crisis. Arch Suicide Res 2024:1-14. [PMID: 38602363 DOI: 10.1080/13811118.2024.2337195] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Indexed: 04/12/2024]
Abstract
BACKGROUND Accurate identification of suicidal crisis presentations to emergency departments (EDs) can lead to timely mental health support, improve patient experience, and support evaluations of suicide prevention initiatives. Poor coding practices within EDs are preventing appropriate patient care. Aims of the study are (1) examine the current suicide-related coding practices, (2) identify the factors that contribute to staff decision-making and patients receiving the incorrect code or no code. METHOD A mixed-methods study was conducted. Quantitative data were collated from six EDs across Merseyside and Cheshire, United Kingdom from 2019 to 2021. Attendances were analyzed if they had a presenting complaint, chief complaint, or primary diagnosis code related to suicidal crisis, suicidal ideation, self-harm or suicide attempt. Semi-structured interviews were conducted with staff holding various ED positions (n = 23). RESULTS A total of 15,411 suicidal crisis and self-harm presentations were analyzed. Of these, 21.8% were coded as 'depressive disorder' and 3.8% as 'anxiety disorder'. Absence of an appropriate suicidal crisis code resulted in staff coding presentations as 'no abnormality detected' (23.6%) or leaving the code blank (18.4%). The use of other physical injury codes such as 'wound forearm', 'head injury' were common. Qualitative analyses elucidated potential causes of inappropriate coding, such as resource constraints and problems with the recording process. CONCLUSION People attending EDs in suicidal crisis were not given a code that represented the chief presentation. Improved ED coding practices related to suicidal crisis could result in considerable benefits for patients and more effective targeting of resources and interventions.
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Affiliation(s)
- Molly McCarthy
- School of Psychology, Faculty of Health, Liverpool John Moores University, Liverpool, UK
| | - Pooja Saini
- School of Psychology, Faculty of Health, Liverpool John Moores University, Liverpool, UK
| | | | - Emma Ashworth
- School of Psychology, Faculty of Health, Liverpool John Moores University, Liverpool, UK
| | - Jason McIntyre
- School of Psychology, Faculty of Health, Liverpool John Moores University, Liverpool, UK
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Chhabra N, Smith D, Pachwicewicz P, Lin Y, Bhalla S, Maloney CM, Blue M, Lee P, Sharma B, Afshar M, Karnik NS. Performance of International Classification of Disease-10 codes in detecting emergency department patients with opioid misuse. Addiction 2024; 119:766-771. [PMID: 38011858 PMCID: PMC11162597 DOI: 10.1111/add.16394] [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: 02/23/2023] [Accepted: 10/17/2023] [Indexed: 11/29/2023]
Abstract
BACKGROUND AND AIMS Accurate case discovery is critical for disease surveillance, resource allocation and research. International Classification of Disease (ICD) diagnosis codes are commonly used for this purpose. We aimed to determine the sensitivity, specificity and positive predictive value (PPV) of ICD-10 codes for opioid misuse case discovery in the emergency department (ED) setting. DESIGN AND SETTING Retrospective cohort study of ED encounters from January 2018 to December 2020 at an urban academic hospital in the United States. A sample of ED encounters enriched for opioid misuse was developed by oversampling ED encounters with positive urine opiate screens or pre-existing opioid-related diagnosis codes in addition to other opioid misuse risk factors. CASES A total of 1200 randomly selected encounters were annotated by research staff for the presence of opioid misuse within health record documentation using a 5-point scale for likelihood of opioid misuse and dichotomized into cohorts of opioid misuse and no opioid misuse. MEASUREMENTS Using manual annotation as ground truth, the sensitivity and specificity of ICD-10 codes entered during the encounter were determined with PPV adjusted for oversampled data. Metrics were also determined by disposition subgroup: discharged home or admitted. FINDINGS There were 541 encounters annotated as opioid misuse and 617 with no opioid misuse. The majority were males (54.4%), average age was 47 years and 68.5% were discharged directly from the ED. The sensitivity of ICD-10 codes was 0.56 (95% confidence interval [CI], 0.51-0.60), specificity 0.99 (95% CI, 0.97-0.99) and adjusted PPV 0.78 (95% CI, 0.65-0.92). The sensitivity was higher for patients discharged from the ED (0.65; 95% CI, 0.60-0.69) than those admitted (0.31; 95% CI, 0.24-0.39). CONCLUSIONS International Classification of Disease-10 codes appear to have low sensitivity but high specificity and positive predictive value in detecting opioid misuse among emergency department patients in the United States.
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Affiliation(s)
- Neeraj Chhabra
- Division of Medical Toxicology, Department of Emergency Medicine, Cook County Health, Chicago, Illinois, USA
- Department of Emergency Medicine, Rush Medical College, Rush University, Chicago, Illinois, USA
| | - Dale Smith
- Addiction Data Science Laboratory, Department of Psychiatry and Behavioral Science, Rush University Medical Center, Chicago, Illinois, USA
- Institute for Juvenile Research, Department of Psychiatry, University of Illinois Chicago, Chicago, Illinois, USA
| | - Paul Pachwicewicz
- Addiction Data Science Laboratory, Department of Psychiatry and Behavioral Science, Rush University Medical Center, Chicago, Illinois, USA
| | - Yiqi Lin
- Rush Medical College, Rush University, Chicago, Illinois, USA
| | - Sameer Bhalla
- Department of Medicine, Rush Medical College, Rush University, Chicago, Illinois, USA
| | | | - Mennefer Blue
- Addiction Data Science Laboratory, Department of Psychiatry and Behavioral Science, Rush University Medical Center, Chicago, Illinois, USA
| | - Power Lee
- Rush Medical College, Rush University, Chicago, Illinois, USA
| | - Brihat Sharma
- Addiction Data Science Laboratory, Department of Psychiatry and Behavioral Science, Rush University Medical Center, Chicago, Illinois, USA
| | - Majid Afshar
- Department of Medicine, University of Wisconsin-Madison, Madison, Wisconsin, USA
| | - Niranjan S. Karnik
- Institute for Juvenile Research, Department of Psychiatry, University of Illinois Chicago, Chicago, Illinois, USA
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Kisely S, Bull C, Trott M, Arnautovska U, Siskind D, Warren N, Najman JM. Emergency department presentations for deliberate self-harm and suicidal ideation in 25-39 years olds following agency-notified child maltreatment: results from the Childhood Adversity and Lifetime Morbidity (CALM) study. Epidemiol Psychiatr Sci 2024; 33:e18. [PMID: 38532726 PMCID: PMC11022258 DOI: 10.1017/s2045796024000192] [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: 11/14/2023] [Revised: 02/12/2024] [Accepted: 02/19/2024] [Indexed: 03/28/2024] Open
Abstract
AIMS To compare prospective reports of child maltreatment (CM) with emergency department (ED) presentations for deliberate self-harm (DSH) and suicidal ideation in individuals aged between 25 and 39 years old. METHODS Linked records between the Mater-University of Queensland Study of Pregnancy birth cohort and Queensland administrative health data were used, which included notifications to child protection agencies for CM. ED presentations for individuals aged between 25 and 39 years of age for suicidal ideation, suicidal behaviour or poisoning by paracetamol or psychotropic medications where the intention was unclear were examined using logistic regression analyses. RESULTS A total of 609 (10.1%) individuals were the subject of one or more CM notifications for neglect or physical, sexual or emotional abuse before the age of 15 years. Of these, 250 (4.1%) presented at least once to ED for DSH and/or suicidal ideation between 25 and 39 years of age. In adjusted analysis, any notification of CM was associated with significantly increased odds of presenting to ED for these reasons (aOR = 2.80; 95% CI = 2.04-3.84). In sensitivity analyses, any notification of CM increased the odds of the combined outcome of DSH and suicidal ideation by 275% (aOR = 2.75; 95% CI = 1.96-4.06) and increased the odds of DSH alone by 269% (aOR = 2.69; 95% CI = 1.65-4.41). CONCLUSIONS All CM types (including emotional abuse and neglect) were associated with ED presentations for DSH and suicidal ideation in individuals between 25 and 39 years of age. These findings have important implications for the prevention of DSH, suicidal ideation and other health outcomes. They also underscore the importance of trauma-informed care in ED for all individuals presenting with DSH and suicidal ideation.
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Affiliation(s)
- S. Kisely
- Princess Alexandra Hospital Southside Clinical Unit, Greater Brisbane Clinical School, Medical School, The University of Queensland, Woolloongabba, QLD, Australia
- Departments of Psychiatry, Community Health and Epidemiology, Dalhousie University, Halifax, NS, Canada
- Metro South Addiction and Mental Health Service, Brisbane, QLD, Australia
| | - C. Bull
- Princess Alexandra Hospital Southside Clinical Unit, Greater Brisbane Clinical School, Medical School, The University of Queensland, Woolloongabba, QLD, Australia
- Metro South Addiction and Mental Health Service, Brisbane, QLD, Australia
| | - M. Trott
- Princess Alexandra Hospital Southside Clinical Unit, Greater Brisbane Clinical School, Medical School, The University of Queensland, Woolloongabba, QLD, Australia
- Metro South Addiction and Mental Health Service, Brisbane, QLD, Australia
| | - U. Arnautovska
- Princess Alexandra Hospital Southside Clinical Unit, Greater Brisbane Clinical School, Medical School, The University of Queensland, Woolloongabba, QLD, Australia
- Metro South Addiction and Mental Health Service, Brisbane, QLD, Australia
| | - D. Siskind
- Princess Alexandra Hospital Southside Clinical Unit, Greater Brisbane Clinical School, Medical School, The University of Queensland, Woolloongabba, QLD, Australia
- Metro South Addiction and Mental Health Service, Brisbane, QLD, Australia
| | - N. Warren
- Princess Alexandra Hospital Southside Clinical Unit, Greater Brisbane Clinical School, Medical School, The University of Queensland, Woolloongabba, QLD, Australia
- Metro South Addiction and Mental Health Service, Brisbane, QLD, Australia
| | - J. Moses Najman
- School of Public Health, The University of Queensland, Herston, QLD, Australia
- School of Social Sciences, The University of Queensland, St Lucia, QLD, Australia
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Jones PM, Sweeny A, Branjerdporn G, Keijzers G, Marshall AP, Huang YL, Hall EJ, Ranse J, Palipana D, Teng YD, Crilly J. The impact of COVID-19 on emergency department presentations for mental health disorders in Queensland, Australia: A time series analysis. Asia Pac Psychiatry 2024; 16:e12553. [PMID: 38467558 DOI: 10.1111/appy.12553] [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: 10/11/2023] [Revised: 02/16/2024] [Accepted: 02/25/2024] [Indexed: 03/13/2024]
Abstract
BACKGROUND The COVID-19 pandemic has been associated with detrimental effects on mental health and psychological well-being. Although multiple studies have shown decreases in mental health-related Emergency Department (ED) presentations early in the COVID-19 pandemic, the medium-term effects on mental health-related ED presentations have remained less clear. This study aimed to evaluate the effect of the pandemic on mental health ED presentations by comparing observed presentation numbers to predictions from pre-pandemic data. METHODS This retrospective cohort study tallied weekly ED presentations associated with mental health disorders from a state-wide minimum dataset. Three time periods were identified: Pre-Pandemic (January 1, 2018-March 8, 2020), Statewide Lockdown (March 9, 2020-June 28, 2020), and Restrictions Easing (June 29, 2020-June 27, 2021). Time series analysis was used to generate weekly presentation forecasts using pre-pandemic data. Observed presentation numbers were compared to these forecasts. RESULTS Weekly presentation numbers were lower than predicted in 11 out of 16 weeks in the Statewide Lockdown period and 52 out of 52 weeks in the Restrictions Easing period. The largest decrease was seen for anxiety disorders (Statewide Lockdown: 76.8% of forecast; Restrictions Easing: 36.4% of forecast), while an increase was seen in presentations for eating disorders (Statewide Lockdown: 139.5% of forecast; Restrictions Easing: 194.4% of forecast). CONCLUSIONS Overall weekly mental health-related presentations across Queensland public EDs were lower than expected for the first 16 months of the COVID-19 pandemic. These findings underline the limitations of emergency department provision of mental health care and the importance of alternate care modalities in the pandemic context.
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Affiliation(s)
- Philip M Jones
- Department of Emergency Medicine, Gold Coast Health, Gold Coast, Queensland, Australia
- School of Medicine and Dentistry, Griffith University, Gold Coast, Queensland, Australia
- Department of Emergency Medicine, Gold Coast University Hospital, Southport, Queensland, Australia
| | - Amy Sweeny
- Department of Emergency Medicine, Gold Coast Health, Gold Coast, Queensland, Australia
- Menzies Health Institute Queensland, Griffith University, Gold Coast, Queensland, Australia
- Faculty of Health Sciences and Medicine, Bond University, Gold Coast, Queensland, Australia
| | - Grace Branjerdporn
- Faculty of Health Sciences and Medicine, Bond University, Gold Coast, Queensland, Australia
- Mental Health and Specialist Services, Gold Coast Hospital and Health Service, Gold Coast, Queensland, Australia
| | - Gerben Keijzers
- Department of Emergency Medicine, Gold Coast Health, Gold Coast, Queensland, Australia
- School of Medicine and Dentistry, Griffith University, Gold Coast, Queensland, Australia
- Faculty of Health Sciences and Medicine, Bond University, Gold Coast, Queensland, Australia
| | - Andrea P Marshall
- Menzies Health Institute Queensland, Griffith University, Gold Coast, Queensland, Australia
- School of Nursing and Midwifery, Griffith University, Gold Coast, Queensland, Australia
- Intensive Care Unit, Gold Coast Health, Gold Coast, Queensland, Australia
| | - Ya-Ling Huang
- Department of Emergency Medicine, Gold Coast Health, Gold Coast, Queensland, Australia
- School of Nursing and Midwifery, Griffith University, Gold Coast, Queensland, Australia
- Faculty of Health (Nursing), Southern Cross University, Gold Coast, Queensland, Australia
| | - Emma J Hall
- Department of Emergency Medicine, Gold Coast Health, Gold Coast, Queensland, Australia
| | - Jamie Ranse
- Department of Emergency Medicine, Gold Coast Health, Gold Coast, Queensland, Australia
- Menzies Health Institute Queensland, Griffith University, Gold Coast, Queensland, Australia
| | - Dinesh Palipana
- Department of Emergency Medicine, Gold Coast Health, Gold Coast, Queensland, Australia
- School of Medicine and Dentistry, Griffith University, Gold Coast, Queensland, Australia
| | - Yang D Teng
- Departments of Physical Medicine & Rehabilitation and Neurosurgery, Harvard Medical School, Boston, Massachusetts, USA
| | - Julia Crilly
- Department of Emergency Medicine, Gold Coast Health, Gold Coast, Queensland, Australia
- Menzies Health Institute Queensland, Griffith University, Gold Coast, Queensland, Australia
- School of Nursing and Midwifery, Griffith University, Gold Coast, Queensland, Australia
- Centre for Mental Health, Griffith University, Gold Coast, Queensland, Australia
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Xia T, Picco L, Lalic S, Buchbinder R, Bell JS, Andrew NE, Lubman DI, Pearce C, Nielsen S. Determining the Impact of Opioid Policy on Substance Use and Mental Health-Related Harms: Protocol for a Data Linkage Study. JMIR Res Protoc 2023; 12:e51825. [PMID: 37847553 PMCID: PMC10618880 DOI: 10.2196/51825] [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: 08/14/2023] [Revised: 08/21/2023] [Accepted: 08/21/2023] [Indexed: 10/18/2023] Open
Abstract
BACKGROUND Increasing harms related to prescription opioids over the past decade have led to the introduction of a range of key national and state policy initiatives across Australia. These include introducing a mandatory real-time prescription drug-monitoring program in the state of Victoria from April 2020 and a series of changes to subsidies for opioids on the Pharmaceutical Benefit Scheme from June 2020. Together, these changes aim to influence opioid supply and reduce harms related to prescription opioids, yet few studies have specifically explored how these policies have influenced opioid prescribing and related harms in Australia. OBJECTIVE The aim of this study is to examine the impact of a range of opioid-related policies on hospital admissions and emergency department (ED) presentations in Victoria, Australia. In particular, the study aims to understand the effect of various opioid policies and opioid-prescribing changes on (1) the number and rates of ED presentations and hospital admissions attributed to substance use (ie, opioid and nonopioid related) or mental ill-health (eg, suicide, self-harm, anxiety, and depression), (2) the association between differing opioid dose trajectories and the likelihood of ED presentations and hospital admissions related to substance use and mental ill-health, and (3) whether changes in an individual's opioid prescribing change the risk related to ED presentations and hospital admissions related to substance use and mental ill-health. METHODS We will conduct a population-level linked data study. General practice health records obtained from the Population Level Analysis and Reporting platform are linked with person-level data from 3 large hospital networks in Victoria, Australia. Interrupted time series analysis will be used to examine the impact of opioid policies on a range of harms, including the rates of presentations related to substance use (opioid and nonopioid) and mental ill-health among the primary care cohort. Group-based trajectory modeling and a case-crossover design will be used to further explore the impact of changes in opioid dosage and other covariates on opioid and nonopioid poisonings and mental ill-health-related presentations at the patient level. RESULTS Given that this paper serves as a protocol, there are currently no results available. The deidentified primary health data were sourced from electronic medical records of approximately 4,717,000 patients from 542 consenting general practices over a 6-year period (2017-2022). The submission of results for publication is planned for early 2024. CONCLUSIONS This study will add to the limited evidence base to help understand the impact of opioid policies in Australia, including whether intended or unintended outcomes are occurring as a result. TRIAL REGISTRATION EU PAS Register EUPAS104005; https://www.encepp.eu/encepp/viewResource.htm?id=104006. INTERNATIONAL REGISTERED REPORT IDENTIFIER (IRRID) DERR1-10.2196/51825.
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Affiliation(s)
- Ting Xia
- Monash Addiction Research Centre, Eastern Health Clinical School, Monash University, Frankston, Australia
| | - Louisa Picco
- Monash Addiction Research Centre, Eastern Health Clinical School, Monash University, Frankston, Australia
| | - Samanta Lalic
- Centre for Medicine Use and Safety, Faculty of Pharmacy and Pharmaceutical Sciences, Monash University, Melbourne, Australia
- Pharmacy Department, Monash Health, Clayton, Australia
| | - Rachelle Buchbinder
- Musculoskeletal Health and Wiser Health Care Units, School of Public Health and Preventive Medicine, Monash University, St Kilda, Australia
| | - J Simon Bell
- Centre for Medicine Use and Safety, Faculty of Pharmacy and Pharmaceutical Sciences, Monash University, Melbourne, Australia
| | - Nadine E Andrew
- Peninsula Clinical School, Central Clinical School, Peninsula Health, Monash University, Frankston, Australia
| | - Dan I Lubman
- Turning Point, Eastern Health, Richmond, Australia
| | | | - Suzanne Nielsen
- Monash Addiction Research Centre, Eastern Health Clinical School, Monash University, Frankston, Australia
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Feng YR, Valuri GM, Morgan VA, Preen DB, O’Leary CM, Crampin E, Waterreus A. Secondary mental health service utilisation following emergency department contact for suicidal behaviour: A systematic review. Aust N Z J Psychiatry 2023; 57:1208-1222. [PMID: 37161341 PMCID: PMC10466987 DOI: 10.1177/00048674231172116] [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] [Indexed: 05/11/2023]
Abstract
OBJECTIVE Engagement with secondary mental health services after an emergency department presentation with suicidal behaviours may be an important strategy for reducing the risk of repeat attempts. Our aim was to examine secondary mental health service contact following a presentation to emergency department with suicidal behaviours. METHODS A systematic review of papers published between 2000 and 2020 was undertaken. This identified 56 papers relating to 47 primary studies. Data were extracted and summarised separately by age group: (1) young people, (2) older adults and (3) adults and studies with participants of 'all ages'. RESULTS Studies in young people (n = 13) showed, on average, 44.8% were referred and 33.7% had contact with secondary mental health services within 4 weeks of emergency department discharge. In comparison, in adult/all ages studies (n = 34), on average, 27.1% were referred to and 26.2% had mental health service contact within 4 weeks. Only three studies presented data on contact with mental health services for older adults, and proportions ranged from 49.0% to 86.0%. CONCLUSION This review highlights poor utilisation of secondary mental health service following emergency department presentation for suicidal behaviours, and further research is needed to identify the reasons for this. Crucially, this information could assist in the allocation of resources to facilitate the timely implementation of suicide prevention services.
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Affiliation(s)
- YR Feng
- School of Population and Global Health, The University of Western Australia, Perth, WA, Australia
| | - GM Valuri
- School of Population and Global Health, The University of Western Australia, Perth, WA, Australia
| | - Vera A Morgan
- Neuropsychiatric Epidemiology Research Unit, School of Population and Global Health, The University of Western Australia, Perth, WA, Australia
| | - DB Preen
- School of Population and Global Health, The University of Western Australia, Perth, WA, Australia
| | - Colleen M O’Leary
- School of Population and Global Health, The University of Western Australia, Perth, WA, Australia
- Office of the Chief Psychiatrist, Perth, WA, Australia
| | - E Crampin
- Office of the Chief Psychiatrist, Perth, WA, Australia
| | - A Waterreus
- Neuropsychiatric Epidemiology Research Unit, School of Population and Global Health, The University of Western Australia, Perth, WA, Australia
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10
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Bandara P, Page A, Hammond TE, Sperandei S, Stevens GJ, Gunja N, Anand M, Jones A, Carter G. Surveillance of Hospital-Presenting Intentional Self-Harm in Western Sydney, Australia, During the Implementation of a New Self-Harm Reporting Field. CRISIS 2023; 44:135-145. [PMID: 35138153 DOI: 10.1027/0227-5910/a000845] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Subscribe] [Scholar Register] [Indexed: 11/23/2022]
Abstract
Background: Hospital-presenting self-harm is a strong predictor of suicide and has substantial human and health service costs. Aims: We aimed to identify changes in case ascertainment after implementation of a new self-harm reporting field at a tertiary hospital in New South Wales, and to report event rates, demographic, and clinical characteristics. Method: Self-harm events presenting to the emergency department (October 2017 to August 2020) were identified using clinical documentation and a new reporting field. Changes in the frequency of self-harm in the period after implementation of the self-harm field were assessed through Poisson regression models. Results: A twofold increase in the frequency of self-harm was detected following the implementation of the new reporting field. The annual average age-standardized event rate of self-harm was 110.4 per 100,000 (120.8 per 100,000 for females; 100.1 per 100,000 for males). The highest rates by age and sex were for females aged 15-19 years (375 per 100,000) and males aged 20-24 years (175 per 100,000). Limitations: Self-harm identification relies on clinician coding practice, which is subject to variability and potential under-enumeration. Conclusion: These findings highlight the value of a self-harm reporting field in hospital record systems for accurate recording and long-term monitoring of self-harm event rates.
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Affiliation(s)
- Piumee Bandara
- Translational Health Research Institute, Western Sydney University, Penrith, NSW, Australia
| | - Andrew Page
- Translational Health Research Institute, Western Sydney University, Penrith, NSW, Australia
| | - Trent Ernest Hammond
- Nepean Clinical School, Faculty of Medicine and Health, The University of Sydney, NSW, Australia
| | - Sandro Sperandei
- Translational Health Research Institute, Western Sydney University, Penrith, NSW, Australia
| | - Garry John Stevens
- School of Social Sciences, Western Sydney University, Penrith, NSW, Australia
| | - Naren Gunja
- Department of Clinical Pharmacology and Toxicology, Western Sydney Health, Wentworthville, NSW, Australia
- Digital Health Solutions, Cumberland Hospital, Western Sydney Health, Wentworthville, NSW, Australia
- Sydney Medical School, The University of Sydney, Camperdown, NSW, Australia
| | - Manish Anand
- Consultation Liaison Psychiatry, Westmead Hospital, Westmead, NSW, Australia
| | - Alison Jones
- Department of Clinical Pharmacology and Toxicology, Western Sydney Health, Wentworthville, NSW, Australia
- Faculty of Science, Medicine and Health, University of Wollongong, NSW, Australia
| | - Greg Carter
- School of Medicine and Public Health, University of Newcastle, NSW, Australia
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11
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Meurk C, Roberts S, Lam M, Wittenhagen L, Callaway L, Moss K, Lucke J, Barker R, Waterson E, Rawlinson C, Malmstrom N, Weaver E, Hoehn E, Bosley E, Watson S, Heffernan E. Suicide crises among women and mothers during and around the time of pregnancy: Prevalence and timing of initial contact with first responders and health services. Aust N Z J Psychiatry 2023; 57:291-301. [PMID: 35652302 DOI: 10.1177/00048674221101517] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Indexed: 02/01/2023]
Abstract
OBJECTIVES Suicide is a leading cause of maternal mortality. Suicidality during and around the time of pregnancy can have detrimental impacts on a child's development and outcomes. This paper examines prevalence, demographic characteristics, and timing of initial contact with first responders and health services for a cohort of women who experienced suicidality during and around the time of pregnancy. METHODS Findings are drawn from the Partners in Prevention (PiP) study, a population-wide linked data set of suicide-related attendances by police or paramedics in Queensland, Australia. A sub-cohort of women was identified, who were between 6 months preconception and 2 years postpartum at the time of a suicide-related contact with police or paramedics (PiP-Maternal). Findings are compared to other girls and women who had a suicide-related contact with police or paramedics (PiP-Female). Prevalence, demographic characteristics, timing of contact with first responders and health services, re-presentations, and mortality are reported. RESULTS The PiP-Maternal cohort comprised 3020 individuals and 3400 births. Women in the PiP-Maternal cohort were younger, more likely to be of Aboriginal and/or Torres Strait Islander descent and live outside of a major city than the PiP-Female cohort. There were high rates of out-of-hours calls to police and ambulance, and similar perceived seriousness of the call between women in the PiP-Maternal and PiP-Female cohorts. Women in the PiP-Maternal cohort were less likely to be admitted to an emergency department within 24 hours, even after matching on covariates. Prevalence of suicidality for women who were pregnant and up to 2 years postpartum was 1.32% (95% CI = [1.27, 1.37]). CONCLUSION Vulnerabilities and high rates of contact with police or paramedics, coupled with lower levels of follow-up, highlight the critical need to improve service responses for women with mental health needs during these phases of life.
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Affiliation(s)
- Carla Meurk
- Forensic Mental Health Group, Queensland Centre for Mental Health Research, Queensland Health, West Moreton Hospital and Health Service, Wacol, QLD, Australia.,School of Public Health, The University of Queensland, Brisbane, QLD, Australia
| | - Susan Roberts
- Lavender Mother and Baby Unit, Gold Coast Hospital and Health Service, Southport, QLD, Australia
| | - Michael Lam
- Queensland Forensic Mental Health Service, Metro North Hospital and Health Service, Brisbane, QLD, Australia
| | - Lisa Wittenhagen
- Forensic Mental Health Group, Queensland Centre for Mental Health Research, Queensland Health, West Moreton Hospital and Health Service, Wacol, QLD, Australia.,School of Public Health, The University of Queensland, Brisbane, QLD, Australia
| | - Leonie Callaway
- Royal Brisbane Clinical Unit, Faculty of Medicine, The University of Queensland, Brisbane, QLD, Australia.,Department of Obstetric Medicine, Royal Brisbane and Women's Hospital, Metro North Hospital and Health Service, Brisbane, QLD, Australia
| | - Katherine Moss
- Forensic Mental Health Group, Queensland Centre for Mental Health Research, Queensland Health, West Moreton Hospital and Health Service, Wacol, QLD, Australia.,School of Public Health, The University of Queensland, Brisbane, QLD, Australia.,Queensland Forensic Mental Health Service, Metro North Hospital and Health Service, Brisbane, QLD, Australia
| | - Jayne Lucke
- School of Public Health, The University of Queensland, Brisbane, QLD, Australia
| | - Ruth Barker
- Queensland Children's Hospital, Queensland Health, Brisbane, QLD, Australia.,Queensland Injury Surveillance Unit, Jamieson Trauma Institute, Brisbane, QLD, Australia
| | - Elissa Waterson
- Forensic Mental Health Group, Queensland Centre for Mental Health Research, Queensland Health, West Moreton Hospital and Health Service, Wacol, QLD, Australia.,Queensland Forensic Mental Health Service, Metro North Hospital and Health Service, Brisbane, QLD, Australia
| | - Catherine Rawlinson
- Queensland Centre for Perinatal and Infant Mental Health, Children's Health Queensland Hospital and Health Service, Brisbane, QLD, Australia
| | | | - Edward Weaver
- Department of Obstetrics and Gynaecology/Women's and Children's, Griffith University School of Medicine and Dentistry, Sunshine Coast, QLD, Australia
| | - Elisabeth Hoehn
- Queensland Centre for Perinatal and Infant Mental Health, Children's Health Queensland Hospital and Health Service, Brisbane, QLD, Australia
| | - Emma Bosley
- Information Support, Research and Evaluation, Office of the Medical Director, Queensland Ambulance Service, Kedron, QLD, Australia.,School of Clinical Sciences, Queensland University of Technology, Brisbane, QLD, Australia
| | - Shelby Watson
- State Domestic, Family Violence and Vulnerable Persons Unit, Vulnerable Persons Group, Domestic Family Violence and Vulnerable Persons Command, Queensland Police Service, Brisbane, QLD, Australia
| | - Ed Heffernan
- Forensic Mental Health Group, Queensland Centre for Mental Health Research, Queensland Health, West Moreton Hospital and Health Service, Wacol, QLD, Australia.,School of Public Health, The University of Queensland, Brisbane, QLD, Australia.,Queensland Forensic Mental Health Service, Metro North Hospital and Health Service, Brisbane, QLD, Australia
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12
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Eysenbach G, Kleib M, Norris C, O'Rourke HM, Montgomery C, Douma M. The Use and Structure of Emergency Nurses' Triage Narrative Data: Scoping Review. JMIR Nurs 2023; 6:e41331. [PMID: 36637881 PMCID: PMC9883744 DOI: 10.2196/41331] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 07/21/2022] [Revised: 11/24/2022] [Accepted: 11/28/2022] [Indexed: 11/30/2022] Open
Abstract
BACKGROUND Emergency departments use triage to ensure that patients with the highest level of acuity receive care quickly and safely. Triage is typically a nursing process that is documented as structured and unstructured (free text) data. Free-text triage narratives have been studied for specific conditions but never reviewed in a comprehensive manner. OBJECTIVE The objective of this paper was to identify and map the academic literature that examines triage narratives. The paper described the types of research conducted, identified gaps in the research, and determined where additional review may be warranted. METHODS We conducted a scoping review of unstructured triage narratives. We mapped the literature, described the use of triage narrative data, examined the information available on the form and structure of narratives, highlighted similarities among publications, and identified opportunities for future research. RESULTS We screened 18,074 studies published between 1990 and 2022 in CINAHL, MEDLINE, Embase, Cochrane, and ProQuest Central. We identified 0.53% (96/18,074) of studies that directly examined the use of triage nurses' narratives. More than 12 million visits were made to 2438 emergency departments included in the review. In total, 82% (79/96) of these studies were conducted in the United States (43/96, 45%), Australia (31/96, 32%), or Canada (5/96, 5%). Triage narratives were used for research and case identification, as input variables for predictive modeling, and for quality improvement. Overall, 31% (30/96) of the studies offered a description of the triage narrative, including a list of the keywords used (27/96, 28%) or more fulsome descriptions (such as word counts, character counts, abbreviation, etc; 7/96, 7%). We found limited use of reporting guidelines (8/96, 8%). CONCLUSIONS The breadth of the identified studies suggests that there is widespread routine collection and research use of triage narrative data. Despite the use of triage narratives as a source of data in studies, the narratives and nurses who generate them are poorly described in the literature, and data reporting is inconsistent. Additional research is needed to describe the structure of triage narratives, determine the best use of triage narratives, and improve the consistent use of triage-specific data reporting guidelines. INTERNATIONAL REGISTERED REPORT IDENTIFIER (IRRID) RR2-10.1136/bmjopen-2021-055132.
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Affiliation(s)
| | - Manal Kleib
- Faculty of Nursing, University of Alberta, Edmonton, AB, Canada
| | - Colleen Norris
- Faculty of Nursing, University of Alberta, Edmonton, AB, Canada
| | | | | | - Matthew Douma
- School of Nursing, Midwifery and Health Systems, University College Dublin, Dublin, Ireland
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13
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Sara G, Wu J, Uesi J, Jong N, Perkes I, Knight K, O’Leary F, Trudgett C, Bowden M. Growth in emergency department self-harm or suicidal ideation presentations in young people: Comparing trends before and since the COVID-19 first wave in New South Wales, Australia. Aust N Z J Psychiatry 2023; 57:58-68. [PMID: 35266405 PMCID: PMC9791324 DOI: 10.1177/00048674221082518] [Citation(s) in RCA: 37] [Impact Index Per Article: 37.0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Indexed: 12/30/2022]
Abstract
INTRODUCTION Self-harm presentations in children and young people have increased internationally over the last decade. The COVID-19 pandemic has the potential to worsen these trends. OBJECTIVE To describe trends in emergency department self-harm or suicidal ideation presentations for children and young people in New South Wales before and since the COVID-19 pandemic. METHODS We studied presentations for self-harm or suicidal ideation by 10- to 24-year-olds to New South Wales emergency departments, using interrupted time series analysis to compare annualised growth before COVID (2015 to February 2020) and since COVID (March 2020 to June 2021). Subgroup analyses compared age group, gender, triage category, rurality and disadvantage. Time series decomposition via generalised additive models identified long-term, seasonal and short-term trends. RESULTS Self-harm or suicidal ideation presentations by young people in New South Wales increased by 8.4% per annum pre-COVID. Growth accelerated since COVID, to 19.2% per annum, primarily due to increased presentations by females aged 13-17 years (47.1% per annum since COVID, from 290 per 10,000 in 2019 to 466 per 10,000 in 2021). Presentations in males aged 10-24 years did not increase since COVID (105.4 per 10,000 in 2019, 109.8 per 10,000 in 2021) despite growing 9.9% per annum before COVID. Presentation rates accelerated significantly in socio-economically advantaged areas. Presentations in children and adolescents were strongly linked to school semesters. CONCLUSION Emergency department self-harm or suicidal ideation presentations by New South Wales young people grew steadily before COVID. Understanding the sustained increase remains a priority. Growth has increased since COVID particularly for adolescent females, but not among adolescent males. Surprisingly, the largest post-COVID increases in annual growth occurred in socio-economically advantaged and urban regions. The COVID-19 pandemic appears to have added new challenges, particularly in females in the developmentally critical early adolescent and teenage years.
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Affiliation(s)
- Grant Sara
- NSW Ministry of Health, St Leonards, NSW, Australia,Faculty of Medicine and Health, Northern Clinical School, The University of Sydney, Sydney, NSW, Australia,Grant Sara, NSW Ministry of Health, Locked Mail Bag 2030, St Leonards, NSW 1590, Australia.
| | - Jianyun Wu
- NSW Ministry of Health, St Leonards, NSW, Australia
| | - John Uesi
- NSW Ministry of Health, St Leonards, NSW, Australia
| | - Nancy Jong
- NSW Ministry of Health, St Leonards, NSW, Australia
| | - Iain Perkes
- Faculty of Medicine and Health, School of Psychiatry and School of Women’s and Children’s Health, University of New South Wales, Kensington, NSW, Australia,Department of Psychological Medicine, Sydney Children’s Hospitals Network Randwick, Randwick, NSW, Australia
| | - Katherine Knight
- Psychological Medicine, The Sydney Children’s Hospitals Network Randwick and Westmead, Westmead, NSW, Australia
| | - Fenton O’Leary
- Emergency Department, Children’s Hospital at Westmead, Westmead, NSW, Australia,The University of Sydney Children’s Hospital Westmead Clinical School, Sydney, NSW, Australia
| | - Carla Trudgett
- Department of Psychological Medicine, Sydney Children’s Hospitals Network Randwick, Randwick, NSW, Australia
| | - Michael Bowden
- NSW Ministry of Health, St Leonards, NSW, Australia,Department of Psychological Medicine, Sydney Children’s Hospitals Network Randwick, Randwick, NSW, Australia,Westmead Clinical School, Faculty of Medicine and Health, The University of Sydney, Sydney, NSW, Australia
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14
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Gabella BA, Hume B, Li L, Mabida M, Costich J. Multi-site medical record review for validation of intentional self-harm coding in emergency departments. Inj Epidemiol 2022; 9:16. [PMID: 35672865 PMCID: PMC9175468 DOI: 10.1186/s40621-022-00380-y] [Citation(s) in RCA: 5] [Impact Index Per Article: 2.5] [Reference Citation Analysis] [Abstract] [Key Words] [Grants] [Track Full Text] [Download PDF] [Journal Information] [Subscribe] [Scholar Register] [Received: 03/09/2022] [Accepted: 05/13/2022] [Indexed: 11/10/2022] Open
Abstract
BACKGROUND Codes in the International Classification of Diseases, Tenth Revision, Clinical Modification (ICD-10-CM), are used for injury surveillance, including surveillance of intentional self-harm, as they appear in administrative billing records. This study estimated the positive predictive value of ICD-10-CM codes for intentional self-harm in emergency department (ED) billing records for patients aged 10 years and older who did not die and were not admitted to an inpatient medical service. METHODS The study team in Maryland, Colorado, and Massachusetts selected all or a random sample of ED billing records with an ICD-10-CM code for intentional self-harm (specific codes that began with X71-X83, T36-T65, T71, T14.91). Positive predictive value (PPV) was determined by the number and percentage of records with a physician diagnosis of intentional self-harm, based on a retrospective review of the original medical record. RESULTS The estimated PPV for the codes' capture of intentional self-harm based on physician diagnosis in the original medical record was 89.8% (95% CI 85.0-93.4) for Maryland records, 91.9% (95% CI 87.7-95.0) for Colorado records, and 97.3% (95% CI 95.1-98.7) for Massachusetts records. CONCLUSION Given the high PPV of the codes, epidemiologists can use the codes for public health surveillance of intentional self-harm treated in the ED using ICD-10-CM coded administrative billing records. However, these codes and related variables in the billing database cannot definitively distinguish between suicidal and non-suicidal intentional self-harm.
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Affiliation(s)
- Barbara A. Gabella
- Colorado Department of Public Health and Environment, 4300 Cherry Creek Drive South, A4, Denver, CO 80246-1530 USA
| | - Beth Hume
- Massachusetts Department of Public Health, Boston, MA USA
| | - Linda Li
- Maryland Department of Health, Baltimore, MD USA
| | | | - Julia Costich
- Department of Health Management and Policy and Kentucky Injury Prevention and Research Center, University of Kentucky College of Public Health, Lexington, KY USA
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15
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Ashworth E, Provazza S, McCarthy M, Saini P. Children and Young People Presenting in a Pediatric Emergency Department in North-West England in Suicidal Crisis: An Exploratory Case Series Study. Front Psychiatry 2022; 13:892939. [PMID: 35546930 PMCID: PMC9081675 DOI: 10.3389/fpsyt.2022.892939] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 03/09/2022] [Accepted: 03/28/2022] [Indexed: 11/13/2022] Open
Abstract
Suicide is a leading cause of death among children and young people (CYP) worldwide, and rates have been increasing in recent years. However, while evidence exists regarding factors associated with suicide and self-harm, there is limited information publicly available on the CYP who present in suicidal crisis. This is a case series study of CYP (aged 8-16) experiencing suicidal crisis who presented in an Emergency Department at a pediatric hospital in North-West England between March 2019 and March 2021 (n = 240). Clinical records were extracted and audited to explore demographic data, methods of recording patient attendance, the clinical pathways available and the patterns of pathway usage, and differences in CYP presentations before and after the COVID-19 pandemic. Attendees were mostly White females, with a mean age of 13.5 years, and 24% had a diagnosed special educational need. "Social/social problems" was the most commonly used code for recording attendance (38%), and pathways varied depending on code used. A range of parental and familial factors were also identified. There were more CYP presenting with self-harm in addition to suicide ideation after the pandemic began (43 vs 27% pre-pandemic). This study provides the first clear insight into CYP who seek help at a North-West Emergency Department for suicidal crisis, and work is now needed to develop effective prevention strategies tailored toward the groups most at-risk.
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Affiliation(s)
- Emma Ashworth
- Faculty of Health, School of Psychology, Liverpool John Moores University, Liverpool, United Kingdom
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16
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Kirtley OJ, van Mens K, Hoogendoorn M, Kapur N, de Beurs D. Translating promise into practice: a review of machine learning in suicide research and prevention. Lancet Psychiatry 2022; 9:243-252. [PMID: 35183281 DOI: 10.1016/s2215-0366(21)00254-6] [Citation(s) in RCA: 21] [Impact Index Per Article: 10.5] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 03/10/2021] [Revised: 07/02/2021] [Accepted: 07/07/2021] [Indexed: 02/06/2023]
Abstract
In ever more pressured health-care systems, technological solutions offering scalability of care and better resource targeting are appealing. Research on machine learning as a technique for identifying individuals at risk of suicidal ideation, suicide attempts, and death has grown rapidly. This research often places great emphasis on the promise of machine learning for preventing suicide, but overlooks the practical, clinical implementation issues that might preclude delivering on such a promise. In this Review, we synthesise the broad empirical and review literature on electronic health record-based machine learning in suicide research, and focus on matters of crucial importance for implementation of machine learning in clinical practice. The challenge of preventing statistically rare outcomes is well known; progress requires tackling data quality, transparency, and ethical issues. In the future, machine learning models might be explored as methods to enable targeting of interventions to specific individuals depending upon their level of need-ie, for precision medicine. Primarily, however, the promise of machine learning for suicide prevention is limited by the scarcity of high-quality scalable interventions available to individuals identified by machine learning as being at risk of suicide.
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Affiliation(s)
| | | | - Mark Hoogendoorn
- Department of Computer Science, Vrij Universiteit Amsterdam, Amsterdam, Netherlands
| | - Navneet Kapur
- Centre for Mental Health and Safety and Greater Manchester National Institute for Health Research Patient Safety Translational Research Centre, University of Manchester, Manchester, UK; Greater Manchester Mental Health NHS Foundation Trust, Manchester, UK
| | - Derek de Beurs
- Department of Epidemiology, Trimbos Institute, Utrecht, Netherlands
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17
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Hemsley B, Debono D. Recognising complexity: Foregrounding vulnerable and diverse populations for inclusive health information management research. HEALTH INF MANAG J 2021; 51:113-117. [PMID: 34822259 DOI: 10.1177/18333583211052708] [Citation(s) in RCA: 1] [Impact Index Per Article: 0.3] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/15/2022]
Affiliation(s)
| | - Deborah Debono
- Faculty of Health, 1994University of Technology Sydney, Ultimo, NSW, Australia
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18
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Affiliation(s)
- Molly McCarthy
- School of Psychology, Liverpool John Moores University, Liverpool, UK
- Cheshire and Wirral Partnership NHS Foundation Trust
| | - Pooja Saini
- School of Psychology, Liverpool John Moores University, Liverpool, UK
- Cheshire and Wirral Partnership NHS Foundation Trust
| | - Rajan Nathan
- School of Psychology, Liverpool John Moores University, Liverpool, UK
- Cheshire and Wirral Partnership NHS Foundation Trust
| | - Jason McIntyre
- School of Psychology, Liverpool John Moores University, Liverpool, UK
- Cheshire and Wirral Partnership NHS Foundation Trust
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19
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Bird S, Lago L, Eagar K, Pai N. Suicide prevention: Emergency departments are crucial for surveillance of self-harm and suicide-related behaviours. Aust N Z J Psychiatry 2021; 55:729-730. [PMID: 33896209 DOI: 10.1177/00048674211009600] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Indexed: 11/15/2022]
Affiliation(s)
- Sonia Bird
- Australian Health Services Research Institute (AHSRI), Faculty of Business and Law, University of Wollongong (UOW), Wollongong, NSW, Australia
| | - Luise Lago
- Australian Health Services Research Institute (AHSRI), Faculty of Business and Law, University of Wollongong (UOW), Wollongong, NSW, Australia
| | - Kathy Eagar
- Australian Health Services Research Institute (AHSRI), Faculty of Business and Law, University of Wollongong (UOW), Wollongong, NSW, Australia
| | - Nagesh Pai
- Australian Health Services Research Institute (AHSRI), Faculty of Business and Law, University of Wollongong (UOW), Wollongong, NSW, Australia.,School of Medicine, Faculty of Science, Medicine and Health, University of Wollongong (UOW), Wollongong, NSW, Australia.,Illawarra Shoalhaven Local Health District (ISLHD)
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20
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True G, Pollock M, Bowden CF, Cullen SW, Ross AM, Doupnik SK, Caterino JM, Olfson M, Marcus SC. Strategies to Care for Patients Being Treated in the Emergency Department After Self-harm: Perspectives of Frontline Staff. J Emerg Nurs 2021; 47:426-436.e5. [PMID: 33610311 PMCID: PMC8122035 DOI: 10.1016/j.jen.2020.12.016] [Citation(s) in RCA: 4] [Impact Index Per Article: 1.3] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 08/26/2020] [Revised: 12/18/2020] [Accepted: 12/30/2020] [Indexed: 12/18/2022]
Abstract
INTRODUCTION Every year, approximately 500 000 patients in the United States present to emergency departments for treatment after an episode of self-harm. Evidence-based practices such as designing safer ED environments, safety planning, and discharge planning are effective for improving the care of these patients but are not always implemented with fidelity because of resource constraints. The aim of this study was to provide insight into how ED staff innovate processes of care and services by leveraging what is available on-site or in their communities. METHODS A total of 34 semi-structured qualitative phone interviews were conducted with 12 nursing directors, 11 medical directors, and 11 social workers from 17 emergency departments. Respondents comprised a purposive stratified sample recruited from a large national survey in the US. Interview transcripts were coded and analyzed using a directed content analysis approach to identify categories of strategies used by ED staff to care for patients being treated after self-harm. RESULTS Although respondents characterized the emergency department as an environment that was not well-suited to meet patient mental health needs, they nevertheless described 4 categories of strategies to improve the care of patients seen in the emergency department after an episode of self-harm. These included: adapting the ED environment, improving efficiencies to provide mental health care, supporting the staff who provide direct care for patients, and leveraging community resources to improve access to mental health resources postdischarge. DISCUSSION Despite significant challenges in meeting the mental health needs of patients treated in the emergency department after self-harm, the staff identified opportunities to provide mental health care and services within the emergency department and leverage community resources to support patients after discharge.
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Affiliation(s)
- Gala True
- Section of Community and Population Medicine, Louisiana State University Health Sciences Center – New Orleans School of Medicine, New Orleans, LA
- South Central Mental Illness Research, Education, and Clinical Center, Southeast Louisiana Veterans Health Care System, New Orleans, LA
| | - Miranda Pollock
- Section of Community and Population Medicine, Louisiana State University Health Sciences Center – New Orleans School of Medicine, New Orleans, LA
| | - Cadence F. Bowden
- Division of General Pediatrics, Center for Pediatric Clinical Effectiveness, and PolicyLab, Children’s Hospital of Philadelphia, Philadelphia, PA
| | - Sara Wiesel Cullen
- School of Social Policy and Practice, University of Pennsylvania, Philadelphia, PA
| | - Abigail M. Ross
- Fordham University Graduate School of Social Service, New York, NY
| | - Stephanie K. Doupnik
- Division of General Pediatrics, Center for Pediatric Clinical Effectiveness, and PolicyLab, Children’s Hospital of Philadelphia, Philadelphia, PA
- Leonard Davis Institute of Health Economics, University of Pennsylvania
- Department of Pediatrics, University of Pennsylvania
| | | | - Mark Olfson
- Columbia University Irving Medical Center, New York, NY
| | - Steven C. Marcus
- School of Social Policy and Practice, University of Pennsylvania, Philadelphia, PA
- Leonard Davis Institute of Health Economics, University of Pennsylvania
- Center for Mental Health, University of Pennsylvania
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21
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Sveticic J, Stapelberg NJ, Turner K. Reduced suicidal presentations to emergency departments during the COVID-19 outbreak in Queensland, Australia. Med J Aust 2021; 214:284-284.e1. [PMID: 33763854 PMCID: PMC8250954 DOI: 10.5694/mja2.50981] [Citation(s) in RCA: 1] [Impact Index Per Article: 0.3] [Reference Citation Analysis] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 01/17/2023]
Affiliation(s)
| | - Nicolas Jc Stapelberg
- Gold Coast Hospital and Health Service, Gold Coast, QLD.,Bond University, Gold Coast, QLD
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22
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Turner K, Sveticic J, Almeida-Crasto A, Gaee-Atefi T, Green V, Grice D, Kelly P, Krishnaiah R, Lindsay L, Mayahle B, Patist C, Van Engelen H, Walker S, Welch M, Woerwag-Mehta S, Stapelberg NJ. Implementing a systems approach to suicide prevention in a mental health service using the Zero Suicide Framework. Aust N Z J Psychiatry 2021; 55:241-253. [PMID: 33198477 DOI: 10.1177/0004867420971698] [Citation(s) in RCA: 22] [Impact Index Per Article: 7.3] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Indexed: 11/16/2022]
Abstract
OBJECTIVE The Zero Suicide Framework, a systems approach to suicide prevention within a health service, is being implemented across a number of states in Australia, and internationally, although there is limited published evidence for its effectiveness. This paper aims to provide a description of the implementation process within a large health service in Australia and describes some of the outcomes to date and learnings from this process. METHOD Gold Coast Mental Health and Specialist Services has undertaken an implementation of the Zero Suicide Framework commencing in late 2015, aiming for high fidelity to the seven key elements. This paper describes the practical steps undertaken by the service, the new practices embedded, emphasis on supporting staff following the principles of restorative just culture and the development of an evaluation framework to support a continuous quality improvement approach. RESULTS Improvements have been demonstrated in terms of processes implementation, enhanced staff skills and confidence, positive cultural change and innovations in areas such as the use of machine learning for identification of suicide presentations. A change to 'business as usual' has benefited thousands of consumers since the implementation of a Suicide Prevention Pathway in late 2016 and achieved reductions in rates of repeated suicide attempts and deaths by suicide in Gold Coast Mental Health and Specialist Services consumers. CONCLUSION An all-of-service, systems approach to suicide prevention with a strong focus on cultural shifts and aspirational goals can be successfully implemented within a mental health service with only modest additional resources when supported by engaged leadership across the organisation. A continuous quality improvement approach is vital in the relentless pursuit of zero suicides in healthcare.
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Affiliation(s)
- Kathryn Turner
- Mental Health and Specialist Services, Gold Coast Hospital and Health Service, Southport, QLD, Australia
| | - Jerneja Sveticic
- Mental Health and Specialist Services, Gold Coast Hospital and Health Service, Southport, QLD, Australia
| | - Alice Almeida-Crasto
- Mental Health and Specialist Services, Gold Coast Hospital and Health Service, Southport, QLD, Australia
| | - Taralina Gaee-Atefi
- Mental Health and Specialist Services, Gold Coast Hospital and Health Service, Southport, QLD, Australia
| | - Vicki Green
- Mental Health and Specialist Services, Gold Coast Hospital and Health Service, Southport, QLD, Australia
| | - Diana Grice
- Mental Health and Specialist Services, Gold Coast Hospital and Health Service, Southport, QLD, Australia
| | - Petra Kelly
- Mental Health and Specialist Services, Gold Coast Hospital and Health Service, Southport, QLD, Australia
| | - Ravikumar Krishnaiah
- Mental Health and Specialist Services, Gold Coast Hospital and Health Service, Southport, QLD, Australia
| | - Luke Lindsay
- Mental Health and Specialist Services, Gold Coast Hospital and Health Service, Southport, QLD, Australia
| | - Brian Mayahle
- Mental Health and Specialist Services, Gold Coast Hospital and Health Service, Southport, QLD, Australia
| | - Carla Patist
- Mental Health and Specialist Services, Gold Coast Hospital and Health Service, Southport, QLD, Australia
| | - Heidy Van Engelen
- Mental Health and Specialist Services, Gold Coast Hospital and Health Service, Southport, QLD, Australia
| | - Sarah Walker
- Mental Health and Specialist Services, Gold Coast Hospital and Health Service, Southport, QLD, Australia
| | - Matthew Welch
- Mental Health and Specialist Services, Gold Coast Hospital and Health Service, Southport, QLD, Australia
| | - Sabine Woerwag-Mehta
- Mental Health and Specialist Services, Gold Coast Hospital and Health Service, Southport, QLD, Australia.,Faculty of Health Sciences and Medicine, Bond University, Robina, QLD, Australia
| | - Nicolas Jc Stapelberg
- Mental Health and Specialist Services, Gold Coast Hospital and Health Service, Southport, QLD, Australia.,Faculty of Health Sciences and Medicine, Bond University, Robina, QLD, Australia
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Stapelberg NJ, Randall M, Sveticic J, Fugelli P, Dave H, Turner K. Data mining of hospital suicidal and self-harm presentation records using a tailored evolutionary algorithm. MACHINE LEARNING WITH APPLICATIONS 2021. [DOI: 10.1016/j.mlwa.2020.100012] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 10/22/2022] Open
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Hansen A, Slavova D, Cooper G, Zummer J, Costich J. An emergency department medical record review for adolescent intentional self-harm injuries. Inj Epidemiol 2021; 8:3. [PMID: 33413622 PMCID: PMC7791795 DOI: 10.1186/s40621-020-00293-8] [Citation(s) in RCA: 6] [Impact Index Per Article: 2.0] [Reference Citation Analysis] [Abstract] [Key Words] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 09/06/2020] [Accepted: 11/24/2020] [Indexed: 12/01/2022] Open
Abstract
BACKGROUND Non-suicidal self-injury and suicide attempts are increasing problems among American adolescents. This study developed a definition for identifying intentional self-harm (ISH) injuries in emergency department (ED) records coded with International Classification of Diseases, 10th Revision, Clinical Modification (ICD-10-CM) codes. The definition is based on the injury-reporting framework proposed by the Centers for Disease Control and Prevention. The study sought to estimate the definition's positive predictive value (PPV), and the proportion of ISH injuries with intent to die (i.e., suicide attempt). METHODS The study definition, based on first-valid external cause-of-injury ICD-10-CM codes X71-X83, T14.91, T36-T65, or T71, captured 207 discharge records for initial encounters for ISH in one Kentucky ED. Medical records were reviewed to confirm provider-documented diagnosis for ISH, and identify intent to die or suicide ideation. The PPV of the study definition for capturing provider-documented ISH injuries was reported with its 95% confidence interval (95% CI). RESULTS The estimated PPV for the study definition to capture ISH injuries was 88.9%, 95% CI (83.8%, 92.8%). The estimated percentage of ISH with intent to die was 45.9, 95% CI (47.1, 61.0%). The ICD-10-CM code "suicide attempt" (T14.91) captured only 7 cases, but coding guidelines restrict assignment of this code to cases in which the mechanism of the suicide attempt is unknown. CONCLUSIONS The proposed case definition supported a robust PPV for ISH injuries. Our findings add to the evidence that the current ICD-10-CM coding system and coding guidelines do not allow identification of ISH with intent to die; modifications are needed to address this issue.
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Affiliation(s)
- Anna Hansen
- Kentucky Injury Prevention and Research Center, University of Kentucky, Lexington, KY, USA
- Department of Sociology, University of Kentucky, Lexington, USA
- College of Medicine, University of Kentucky, Lexington, KY, USA
| | - Dessi Slavova
- College of Medicine, University of Kentucky, Lexington, KY, USA
| | - Gena Cooper
- Department of Emergency Medicine, College of Medicine, University of Kentucky, Lexington, KY, USA
| | - Jaryd Zummer
- Department of Emergency Medicine, College of Medicine, University of Kentucky, Lexington, KY, USA
| | - Julia Costich
- Kentucky Injury Prevention and Research Center, University of Kentucky, Lexington, KY, USA.
- Department of Health Management & Policy, College of Public Health, University of Kentucky, 111 Washington Ave, Lexington, KY, 40536-0003, USA.
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Robinson J, Witt K, Lamblin M, Spittal MJ, Carter G, Verspoor K, Page A, Rajaram G, Rozova V, Hill NTM, Pirkis J, Bleeker C, Pleban A, Knott JC. Development of a Self-Harm Monitoring System for Victoria. INTERNATIONAL JOURNAL OF ENVIRONMENTAL RESEARCH AND PUBLIC HEALTH 2020; 17:ijerph17249385. [PMID: 33333970 PMCID: PMC7765445 DOI: 10.3390/ijerph17249385] [Citation(s) in RCA: 4] [Impact Index Per Article: 1.0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Download PDF] [Figures] [Subscribe] [Scholar Register] [Received: 10/05/2020] [Revised: 11/28/2020] [Accepted: 12/10/2020] [Indexed: 12/18/2022]
Abstract
The prevention of suicide and suicide-related behaviour are key policy priorities in Australia and internationally. The World Health Organization has recommended that member states develop self-harm surveillance systems as part of their suicide prevention efforts. This is also a priority under Australia’s Fifth National Mental Health and Suicide Prevention Plan. The aim of this paper is to describe the development of a state-based self-harm monitoring system in Victoria, Australia. In this system, data on all self-harm presentations are collected from eight hospital emergency departments in Victoria. A natural language processing classifier that uses machine learning to identify episodes of self-harm is currently being developed. This uses the free-text triage case notes, together with certain structured data fields, contained within the metadata of the incoming records. Post-processing is undertaken to identify primary mechanism of injury, substances consumed (including alcohol, illicit drugs and pharmaceutical preparations) and presence of psychiatric disorders. This system will ultimately leverage routinely collected data in combination with advanced artificial intelligence methods to support robust community-wide monitoring of self-harm. Once fully operational, this system will provide accurate and timely information on all presentations to participating emergency departments for self-harm, thereby providing a useful indicator for Australia’s suicide prevention efforts.
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Affiliation(s)
- Jo Robinson
- Orygen, Parkville, VIC 3052, Australia; (K.W.); (M.L.); (G.R.); (N.T.M.H.); (C.B.)
- Centre for Youth Mental Health, The University of Melbourne, Parkville, VIC 3052, Australia
- Correspondence: ; Tel.: +61-393-420-2866
| | - Katrina Witt
- Orygen, Parkville, VIC 3052, Australia; (K.W.); (M.L.); (G.R.); (N.T.M.H.); (C.B.)
- Centre for Youth Mental Health, The University of Melbourne, Parkville, VIC 3052, Australia
| | - Michelle Lamblin
- Orygen, Parkville, VIC 3052, Australia; (K.W.); (M.L.); (G.R.); (N.T.M.H.); (C.B.)
- Centre for Youth Mental Health, The University of Melbourne, Parkville, VIC 3052, Australia
| | - Matthew J. Spittal
- Centre for Mental Health, Melbourne School of Population and Global Health, The University of Melbourne, Parkville, VIC 3010 Australia; (M.J.S.); (J.P.)
| | - Greg Carter
- Centre for Brain and Mental Health Research, Faculty of Health and Medicine, University of Newcastle, Callaghan, NSW 2308, Australia;
- Calvary Mater Newcastle, Callaghan, NSW 2308, Australia
| | - Karin Verspoor
- School of Computing and Information Systems, The University of Melbourne, Parkville, VIC 3052, Australia; (K.V.); (V.R.)
- Centre for Digital Transformation of Health, The University of Melbourne, Melbourne, VIC 3000, Australia
| | - Andrew Page
- Translational Health Research Institute, Western Sydney University, Campbelltown, NSW 2560, Australia;
| | - Gowri Rajaram
- Orygen, Parkville, VIC 3052, Australia; (K.W.); (M.L.); (G.R.); (N.T.M.H.); (C.B.)
- Centre for Youth Mental Health, The University of Melbourne, Parkville, VIC 3052, Australia
| | - Vlada Rozova
- School of Computing and Information Systems, The University of Melbourne, Parkville, VIC 3052, Australia; (K.V.); (V.R.)
| | - Nicole T. M. Hill
- Orygen, Parkville, VIC 3052, Australia; (K.W.); (M.L.); (G.R.); (N.T.M.H.); (C.B.)
- Centre for Youth Mental Health, The University of Melbourne, Parkville, VIC 3052, Australia
- Telethon Kids Institute, Nedlands, WA 6009, Australia
| | - Jane Pirkis
- Centre for Mental Health, Melbourne School of Population and Global Health, The University of Melbourne, Parkville, VIC 3010 Australia; (M.J.S.); (J.P.)
| | - Caitlin Bleeker
- Orygen, Parkville, VIC 3052, Australia; (K.W.); (M.L.); (G.R.); (N.T.M.H.); (C.B.)
- Centre for Youth Mental Health, The University of Melbourne, Parkville, VIC 3052, Australia
| | - Alex Pleban
- Mid-West Area Mental Health Service, Emergency Department, Sunshine Hospital, Sunshine, VIC 3021, Australia;
| | - Jonathan C. Knott
- Centre for Integrated Critical Care, Melbourne Medical School, The University of Melbourne, Parkville, VIC 3010, Australia;
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Meurk C, Wittenhagen L, Steele ML, Ferris L, Edwards B, Bosley E, Heffernan E. Examining the Use of Police and Ambulance Data in Suicide Research. CRISIS 2020; 42:386-395. [PMID: 33241741 DOI: 10.1027/0227-5910/a000739] [Citation(s) in RCA: 2] [Impact Index Per Article: 0.5] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Subscribe] [Scholar Register] [Indexed: 11/23/2022]
Abstract
Background: Police and paramedics are often the first to respond to individuals in suicide crisis and have an important role to play in facilitating optimal care pathways. Yet, little evidence exists to inform these responses. Data linkage provides one approach to examining this knowledge gap. Aim: We identified studies that examined suicide behaviors and linked to police or ambulance data. Method: A systematic search of PubMed and Scopus was undertaken to identify data linkage studies that: (1) examined suicide behaviors, and (2) included police or ambulance data. Studies were reviewed to identify: aims; suicide behaviors examined; how these were measured; how the cohort was defined; topic area; and what datasets were linked. Results: Eight studies met the inclusion criteria. Six studies included police data, and two studies included ambulance data. No study included both. Two topic areas were identified: (1) suicide-related contact with police or ambulance services; and (2) associations between suicidal behaviors and violence, victimization, and criminality. Limitations: Limitations to the review include the potential to have missed studies that investigated or reported on suicidality under the guise of mental health problems; complexities and nuances arising from the role of police data in coronial investigations; and limitations in the number of databases searched. Conclusion: Police and ambulance data represent a currently underutilized source of valuable information relevant to suicide crises, and further research should aim to address this gap.
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Affiliation(s)
- Carla Meurk
- Forensic Mental Health Group, Queensland Centre for Mental Health Research, Wacol, QLD, Australia.,School of Public Health, The University of Queensland, Brisbane, QLD, Australia
| | - Lisa Wittenhagen
- Forensic Mental Health Group, Queensland Centre for Mental Health Research, Wacol, QLD, Australia.,Queensland Forensic Mental Health Service, Queensland Health, Brisbane, QLD, Australia
| | - Megan L Steele
- Forensic Mental Health Group, Queensland Centre for Mental Health Research, Wacol, QLD, Australia
| | - Laura Ferris
- School of Psychology, The University of Queensland, Brisbane, QLD, Australia
| | | | - Emma Bosley
- Queensland Ambulance Service, Kedron, QLD, Australia.,School of Clinical Sciences, Queensland University of Technology, Brisbane, QLD, Australia
| | - Ed Heffernan
- Forensic Mental Health Group, Queensland Centre for Mental Health Research, Wacol, QLD, Australia.,School of Public Health, The University of Queensland, Brisbane, QLD, Australia.,Queensland Forensic Mental Health Service, Queensland Health, Brisbane, QLD, Australia
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Suicidal Presentations to Emergency Departments in a Large Australian Public Health Service over 10 Years. INTERNATIONAL JOURNAL OF ENVIRONMENTAL RESEARCH AND PUBLIC HEALTH 2020; 17:ijerph17165920. [PMID: 32824052 PMCID: PMC7460475 DOI: 10.3390/ijerph17165920] [Citation(s) in RCA: 16] [Impact Index Per Article: 4.0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Subscribe] [Scholar Register] [Received: 07/17/2020] [Revised: 08/12/2020] [Accepted: 08/13/2020] [Indexed: 12/02/2022]
Abstract
This paper presents trends and characteristics for 32,094 suicidal presentations to two Emergency Departments (EDs) in a large health service in Australia across a 10-year period (2009–2018). Prevalence of annual suicidal presentations and for selected groups of consumers (by sex, age groups, and ethnicity) was determined from a machine learning diagnostic algorithm developed for this purpose and a Bayesian estimation approach. A linear increase in the number of suicidal presentations over 10 years was observed, which was 2.8-times higher than the increase noted in all ED presentations and 6.1-times higher than the increase in the population size. Females had higher presentation rates than males, particularly among younger age groups. The highest rates of presentations were by persons aged 15–24. Overseas-born persons had around half the rates of suicidal presentations than Australian-born persons, and Indigenous persons had 2.9-times higher rates than non-Indigenous persons. Of all presenters, 70.6% presented once, but 5.7% had five or more presentations. Seasonal distribution of presentations showed a peak at the end of spring and a decline in winter months. These findings can inform the allocation of health resources and guide the development of suicide prevention strategies for people presenting to hospitals in suicidal crisis.
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Shepheard J, Groom A. The role of health classifications in health information management. Health Inf Manag 2020; 49:83-87. [PMID: 32383407 DOI: 10.1177/1833358320905970] [Citation(s) in RCA: 1] [Impact Index Per Article: 0.3] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/17/2022]
Affiliation(s)
| | - Andrea Groom
- Health Information Consultant/ Director, Clinical Coding Services Pty Ltd, Australia
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