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Chen YT, Shrader CH, Duncan DT, Rudolph AE, Regan SD, Kim B, Pagkas-Bather J, Knox J, Fujimoto K, Schneider JA. Using GPS-defined venue-based affiliation networks among Black sexually minoritized men and transgender women to identify locations for HIV prevention interventions. Ann Epidemiol 2024; 96:80-87. [PMID: 38971348 PMCID: PMC11365700 DOI: 10.1016/j.annepidem.2024.07.001] [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: 03/28/2024] [Revised: 06/28/2024] [Accepted: 07/01/2024] [Indexed: 07/08/2024]
Abstract
PURPOSE HIV biomedical intervention uptake is suboptimal among Black sexually minoritized men (SMM) and transgender women (TW). Venues where people meet and interact shape HIV-related risk and prevention behaviors. We aimed to construct GPS-defined venue-based affiliation networks and identify the unique set of venues that could maximize reach of HIV biomedical interventions among Black SMM and TW. METHODS We used baseline survey and GPS data from 272 Black SMM and TW in the Neighborhoods and Networks (N2) Cohort Study in Chicago, Illinois (2018-2019). We mapped participants' GPS data to the nearest pre-identified SMM- and TW-friendly venue (n = 222) to construct affiliation networks. Network analyses were performed to identify influential venues that can yield high reach to intervention candidates. RESULTS Participants were affiliated with 75.5 % of all pre-identified venues based on GPS data. Two influential venues were identified in the non-PrEP use network, which when combined, could reach 52.5 % of participants not taking PrEP. Participants that could be reached through these two influential venues reported more non-main sex partners than participants not affiliated with either venue (p = 0.049). CONCLUSION We demonstrate a potential for GPS-defined venue-based affiliation networks to identify unique combinations of venues that could maximize the impact of HIV prevention interventions.
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Affiliation(s)
- Yen-Tyng Chen
- Edward J. Bloustein School of Planning and Public Policy, Rutgers University, New Brunswick, NJ, USA.
| | - Cho-Hee Shrader
- Arizona State University, College of Nursing and Health Innovation, Phoenix, AZ, USA; Department of Epidemiology, Mailman School of Public Health, Columbia University, New York, NY, USA
| | - Dustin T Duncan
- Department of Epidemiology, Mailman School of Public Health, Columbia University, New York, NY, USA
| | | | - Seann D Regan
- Department of Epidemiology, Mailman School of Public Health, Columbia University, New York, NY, USA
| | - Byoungjun Kim
- Department of Surgery, New York University Grossman School of Medicine, New York, NY, USA
| | - Jade Pagkas-Bather
- Chicago Center for HIV Elimination, University of Chicago, Chicago, IL, USA; Department of Medicine, University of Chicago, Chicago, IL, USA
| | - Justin Knox
- Department of Psychiatry, Columbia University Irving Medical Center, Columbia University, New York, NY, USA; New York State Psychiatric Institute, HIV Center for Clinical and Behavioral Studies, New York, NY, USA; Department of Sociomedical Sciences, Mailman School of Public Health, Columbia University, New York, NY, USA
| | - Kayo Fujimoto
- Center for Health Promotion and Prevention Research, Department of Health Promotion & Behavioral Science, Department of Biostatistics and Data Science, School of Public Health, The University of Texas Health Science at Houston, Houston, TX, USA
| | - John A Schneider
- Chicago Center for HIV Elimination, University of Chicago, Chicago, IL, USA; Department of Medicine, University of Chicago, Chicago, IL, USA; Department of Public Health Sciences, University of Chicago, Chicago, IL, USA
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Viera A, Ondrusek A, Tengatenga C, McBurney E, Lauckner J, Tran E, Muilenburg J, Kershaw T, Lauckner C. A Qualitative Exploration of Attitudes Toward Global Positioning System Tracking and Ecological Momentary Assessment Among Individuals in Substance Use Treatment. SUBSTANCE USE & ADDICTION JOURNAL 2024; 45:260-267. [PMID: 38258809 DOI: 10.1177/29767342231218514] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Subscribe] [Scholar Register] [Indexed: 01/24/2024]
Abstract
BACKGROUND The use of tracking technology in substance use research can uncover the role of contextual factors, such as social networks and environmental cues, in triggering cravings and precipitating return to use. Few studies have explored the opinions of individuals in substance use treatment related to tracking technology. METHODS We conducted 30 semi-structured interviews with individuals in substance use treatment facilities in Connecticut and Georgia. Interviews were not limited to individuals with any specific substance use disorder. Interviewers described a hypothetical study involving ecological momentary assessment and global positioning system tracking to examine place-based predictors of substance use. Participants were invited to share reactions to this description. We used thematic analysis to identify themes in participant perceptions of this hypothetical research study. RESULTS Most participants shared positive opinions about study participation and expressed little to no concern about the tracking components. Participant concerns focused on the security of their information and the potential burden of responding to study questions. Participants largely understood the importance of study participation for promoting greater understanding of substance use and identified potential therapeutic effects of study participation on their own recovery. CONCLUSIONS Individuals in substance use treatment expressed little concern with research studies or interventions incorporating mobile-tracking elements. Future studies should explore the responsible use of tracking elements in recovery support interventions.
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Affiliation(s)
- Adam Viera
- Department of Social and Behavioral Sciences, Yale School of Public Health, New Haven, CT, USA
| | - Ashlin Ondrusek
- Department of Social and Behavioral Sciences, Yale School of Public Health, New Haven, CT, USA
| | - Cecil Tengatenga
- Department of Social and Behavioral Sciences, Yale School of Public Health, New Haven, CT, USA
| | - Erin McBurney
- Department of Social and Behavioral Sciences, Yale School of Public Health, New Haven, CT, USA
| | - John Lauckner
- Substance Use Research Priority Area, University of Kentucky, Lexington, KY, USA
| | - Emma Tran
- Department of Social and Behavioral Sciences, Yale School of Public Health, New Haven, CT, USA
| | - Jessica Muilenburg
- Department of Health Promotion and Behavior, University of Georgia College of Public Health, Athens, GA, USA
| | - Trace Kershaw
- Department of Social and Behavioral Sciences, Yale School of Public Health, New Haven, CT, USA
| | - Carolyn Lauckner
- Department of Behavioral Science, University of Kentucky College of Medicine, Lexington, KY, USA
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Scheer JR, Cascalheira CJ, Helminen EC, Shaw TJ, Schwarz AA, Jaipuriar V, Brisbin CD, Batchelder AW, Sullivan TP, Jackson SD. "I Know Myself Again, Which Makes Me Motivated for Life": Feasibility and Acceptability of Using Experience Sampling Methods With Trauma-Exposed Sexual Minority Women. JOURNAL OF INTERPERSONAL VIOLENCE 2023; 38:8692-8720. [PMID: 36789733 PMCID: PMC10238639 DOI: 10.1177/08862605231153888] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Subscribe] [Scholar Register] [Indexed: 06/03/2023]
Abstract
Intensive longitudinal designs (e.g., experience sampling methods [ESMs]) hold promise for examining the dynamic interplay between daily adversity, coping strategies, and behavioral and mental health issues among marginalized populations. However, few studies have used intensive longitudinal designs with sexual minority women (SMW), an understudied and at-risk population. We assessed feasibility and acceptability of using once-daily, interval-contingent ESM with 161 trauma-exposed SMW (Mage = 29.1, SD = 7.57); 20.5% nonbinary; 32.3% queer; 52.2% people of color; 14.3% with annual incomes ≤$9,999; and 30.4% in Southern United States (U.S.). SMW completed one comprehensive online baseline assessment and once-daily brief online assessments for 14 days. Daily surveys assessed past-24-hour stressors, stress responses, and behavioral and mental health symptoms. At the end of the 14-day ESM period, SMW answered three open-ended questions about participating in this study and about research with SMW. Regarding feasibility, 151 participants (94.0%) initiated the post-baseline ESM study portion and 72 (45.0%) completed all 14 daily surveys. An average of 11.70 (median = 13, SD = 3.31) daily surveys (83.5%) were completed by those who initiated the ESM. ESM completion level varied by race/ethnicity and U.S. region. Qualitative acceptability data revealed several themes, namely that SMW (1) enjoyed participating and felt positively about the ESM experience, (2) felt supported to reflect on impacts of early and ongoing stressors, (3) appreciated the chance to self-reflect and challenge existing thought patterns and coping behaviors, (4) recognized their capacity to tolerate trauma-related distress, (5) recommended that researchers focus on SMW's diverse stressors and daily experiences, (6) wanted a rationale for providing sensitive information and more space to narrate their experiences, and (7) recognized the need for affirmative treatment and policies. Findings could inform modifications to ESM protocols to improve their feasibility and acceptability among trauma-exposed SMW and promote ongoing utility of this valuable method.
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Affiliation(s)
| | - Cory J Cascalheira
- Department of Psychology, Syracuse University, NY, USA
- New Mexico State University, Las Cruces, NM,USA
| | - Emily C Helminen
- Department of Psychology, Syracuse University, NY, USA
- Rochester Institute of Technology, Rochester, NY, USA
| | - Thomas J Shaw
- Virginia Polytechnic Institute and State University, Blacksburg, VA, USA
| | | | | | - Cal D Brisbin
- Luskin School of Public Affairs, The University of California, Los Angeles, CA, USA
| | - Abigail W Batchelder
- Harvard Medical School, Harvard University, Boston, MA, USA
- Behavioral Medicine Program, Massachusetts General Hospital, Boston, MA, USA
- The Fenway Institute, Fenway Health, Boston, MA, USA
| | - Tami P Sullivan
- Department of Psychiatry, Yale University School of Medicine, New Haven, CT, USA
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Ma Y, Zhong X, Lin B, He W. Factors Influencing the Intention of MSM to Use the PrEP Intelligent Reminder System. Risk Manag Healthc Policy 2021; 14:4739-4748. [PMID: 34866946 PMCID: PMC8633711 DOI: 10.2147/rmhp.s337287] [Citation(s) in RCA: 3] [Impact Index Per Article: 0.8] [Reference Citation Analysis] [Abstract] [Key Words] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 09/02/2021] [Accepted: 11/11/2021] [Indexed: 01/07/2023] Open
Abstract
PURPOSE Low adherence to medication is an important reason why pre-exposure prophylaxis (PrEP) is not effective at reducing the rate of new human immunodeficiency virus (HIV) infections among men who have sex with men (MSM). The intelligent reminder system (IRS) has been designed to improve user compliance, but the intention of MSM to use the IRS remains unclear. This study establishes a theoretical model to analyze the factors influencing their intention to use the IRS. PATIENTS AND METHODS Non-probability sampling was used to recruit MSM volunteers in Chongqing and Sichuan, China, and the data were collected from MSM who had used the IRS. A model based on the unified theory of acceptance and use of technology (UTAUT) was established for the data through a structural equation model, and the perceived privacy risk was considered to explore the subjects' behavior intention. RESULTS A total of 111 volunteers who had used the IRS filled out a questionnaire. Social influence had the greatest impact on behavior intention (β = 0.360, P < 0.001), followed by performance expectancy (β = 0.331, P < 0.001), and perceived privacy risk had a negative impact on behavior intention (β = -0.151, P = 0.040). In addition, social influence had an indirect effect on behavior intention (β = 0.182, P = 0.003) and performance expectancy played a mediating role in this indirect effect. CONCLUSION Developments in the IRS are required to improve its usefulness and adequately explain its role when recommending it to MSM. It is also important to improve the system's ability to protect user privacy. Clinical evidence for the effectiveness of the IRS is conducive to its widespread use.
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Affiliation(s)
- Yingjie Ma
- Department of Epidemiology and Health Statistics, School of Public Health and Management, Chongqing Medical University, Chongqing, People’s Republic of China
| | - Xiaoni Zhong
- Department of Epidemiology and Health Statistics, School of Public Health and Management, Chongqing Medical University, Chongqing, People’s Republic of China
| | - Bing Lin
- Department of Epidemiology and Health Statistics, School of Public Health and Management, Chongqing Medical University, Chongqing, People’s Republic of China
| | - Wei He
- Department of Epidemiology and Health Statistics, School of Public Health and Management, Chongqing Medical University, Chongqing, People’s Republic of China
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Rudolph AE, Young AM. Privacy and Confidentiality Considerations for Collecting HIV Risk Network Data among Men who Have Sex with Men and Implications for Constructing Valid Risk Networks. SOCIAL NETWORKS 2021; 67:47-54. [PMID: 34712004 PMCID: PMC8547314 DOI: 10.1016/j.socnet.2019.09.002] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Grants] [Track Full Text] [Subscribe] [Scholar Register] [Indexed: 06/13/2023]
Abstract
Studies aiming to construct risk networks have historically collected network members' names, demographic characteristics and relational data (i.e., type, strength, duration, frequency of interaction, and HIV-related risk behaviors between the pair). Due to difficulties in constructing risk networks stemming from partner anonymity and the use of nicknames, some studies also collect network members' screen names, phone numbers, physical attributes, and scars/tattoos to assist with entity resolution. In-depth interviews with 20 men who have sex with men and transgender women in Kentucky assessed privacy/confidentiality concerns as well as accuracy/recall issues associated with providing these details. Most preferred providing alters' nicknames/first names only or a first name with the first letter of the last name. Many perceived screen names, phone numbers, and scars/tattoos to be too personal/identifying. Willingness to provide more detailed information varied by relationship type/strength, which could influence the validity of the resulting network.
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Affiliation(s)
- Abby E. Rudolph
- Department of Epidemiology, Boston University School of Public Health, Boston MA
- Department of Epidemiology and Biostatistics, Temple University College of Public Health, Philadelphia PA
| | - April M. Young
- Department of Epidemiology, University of Kentucky College of Public Health, Lexington KY
- Center on Drug and Alcohol Research, Department of Behavioral Science, University of Kentucky College of Medicine, Lexington KY
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Markowski KL, Smith JA, Gauthier GR, Harcey SR. Patterns of Missing Data With Ecological Momentary Assessment Among People Who Use Drugs: Feasibility Study Using Pilot Study Data. JMIR Form Res 2021; 5:e31421. [PMID: 34464327 PMCID: PMC8501406 DOI: 10.2196/31421] [Citation(s) in RCA: 4] [Impact Index Per Article: 1.0] [Reference Citation Analysis] [Abstract] [Key Words] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 06/21/2021] [Revised: 08/15/2021] [Accepted: 08/24/2021] [Indexed: 11/13/2022] Open
Abstract
BACKGROUND Ecological momentary assessment (EMA) is a set of research methods that capture events, feelings, and behaviors as they unfold in their real-world setting. Capturing data in the moment reduces important sources of measurement error but also generates challenges for noncompliance (ie, missing data). To date, EMA research has only examined the overall rates of noncompliance. OBJECTIVE In this study, we identify four types of noncompliance among people who use drugs and aim to examine the factors associated with the most common types. METHODS Data were obtained from a recent pilot study of 28 Nebraskan people who use drugs who answered EMA questions for 2 weeks. We examined questions that were not answered because they were skipped, they expired, the phone was switched off, or the phone died after receiving them. RESULTS We found that the phone being switched off and questions expiring comprised 93.34% (1739/1863 missing question-instances) of our missing data. Generalized structural equation model results show that participant-level factors, including age (relative risk ratio [RRR]=0.93; P=.005), gender (RRR=0.08; P=.006), homelessness (RRR=3.80; P=.04), personal device ownership (RRR=0.14; P=.008), and network size (RRR=0.57; P=.001), are important for predicting off missingness, whereas only question-level factors, including time of day (ie, morning compared with afternoon, RRR=0.55; P<.001) and day of week (ie, Tuesday-Saturday compared with Sunday, RRR=0.70, P=.02; RRR=0.64, P=.005; RRR=0.58, P=.001; RRR=0.55, P<.001; and RRR=0.66, P=.008, respectively) are important for predicting expired missingness. The week of study is important for both (ie, week 2 compared with week 1, RRR=1.21, P=.03, for off missingness and RRR=1.98, P<.001, for expired missingness). CONCLUSIONS We suggest a three-pronged strategy to preempt missing EMA data with high-risk populations: first, provide additional resources for participants likely to experience phone charging problems (eg, people experiencing homelessness); second, ask questions when participants are not likely to experience competing demands (eg, morning); and third, incentivize continued compliance as the study progresses. Attending to these issues can help researchers ensure maximal data quality.
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Affiliation(s)
- Kelly L Markowski
- Rural Drug Addiction Research Center, University of Nebraska-Lincoln, Lincoln, NE, United States
| | - Jeffrey A Smith
- Department of Sociology, University of Nebraska-Lincoln, Lincoln, NE, United States
| | - G Robin Gauthier
- Department of Sociology, University of Nebraska-Lincoln, Lincoln, NE, United States
| | - Sela R Harcey
- Department of Sociology, University of Nebraska-Lincoln, Lincoln, NE, United States
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7
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Markowski KL, Smith JA, Gauthier GR, Harcey SR. Practical problems and positive experiences with ecological momentary assessment: reflections from people who use drugs. THE AMERICAN JOURNAL OF DRUG AND ALCOHOL ABUSE 2021; 47:311-318. [PMID: 34010582 PMCID: PMC8266763 DOI: 10.1080/00952990.2021.1910700] [Citation(s) in RCA: 5] [Impact Index Per Article: 1.3] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Subscribe] [Scholar Register] [Received: 01/27/2021] [Revised: 03/25/2021] [Accepted: 03/25/2021] [Indexed: 12/20/2022]
Abstract
Background: Ecological momentary assessment (EMA) is an increasingly popular and feasible form of data collection, but it can be intensive and intrusive. Especially for at-risk, vulnerable populations like people who use drugs (PWUD), poor experiences with EMA may exacerbate existing chronic struggles while decreasing response rates. However, little research queries participants' experiences with EMA studies.Objectives: We explore participants' positive and negative experiences with EMA, identifying what they liked about the study, the problems they experienced, and suggested solutions to these problems.Methods: Results come from semi-structured interviews from 26 PWUD (6 women; 20 men) in Nebraska who participated in a two-week EMA pilot study on drug use with a study-provided smartphone. Participant responses were recorded by interviewers into open-text fields in Qualtrics. Data were analyzed with an iterative open coding procedure.Results: We found that many participants enjoyed the study and seamlessly incorporated the phone into their daily lives. There were a number of negative study aspects identified, however, as many participants experienced functional issues (e.g., running out of high-speed data, trouble keeping the phone charged, not able to answer questions within the two-hour timeframe) that detracted from their experience, especially if they were homeless.Conclusion: Our findings provide methodological considerations for studies with EMA components among at-risk, vulnerable populations, like PWUD. These suggestions are targeted toward the continued ethical collection of high-quality data in clinical and non-clinical settings.
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Affiliation(s)
- Kelly L. Markowski
- Rural Drug Addiction Research Center, University of Nebraska-Lincoln, Lincoln, NE, USA
| | - Jeffrey A. Smith
- Department of Sociology, University of Nebraska-Lincoln, Lincoln, NE, USA
| | - G. Robin Gauthier
- Department of Sociology, University of Nebraska-Lincoln, Lincoln, NE, USA
| | - Sela R. Harcey
- Department of Sociology, University of Nebraska-Lincoln, Lincoln, NE, USA
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Marhefka SL, Lockhart E, Turner D, Wang W, Dolcini MM, Baldwin JA, Roig-Romero RM, Lescano CM, Glueckauf RL. Social Determinants of Potential eHealth Engagement Among People Living with HIV Receiving Ryan White Case Management: Health Equity Implications from Project TECH. AIDS Behav 2020; 24:1463-1475. [PMID: 31828450 DOI: 10.1007/s10461-019-02723-1] [Citation(s) in RCA: 14] [Impact Index Per Article: 2.8] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 12/31/2022]
Abstract
OBJECTIVES Evaluate the relationships between social characteristics of Floridian persons living with HIV (PLWH) and both use of digital technologies and willingness to use eHealth for HIV-related information. METHODS Ryan White case managers (N = 155) from 55 agencies in 47 Florida counties administered a survey to PLWH (N = 1268) from June 2016-April 2017. Multilevel logistic regression models were used to identify correlates of technology use and willingness. RESULTS Use of mobile phones with text messaging was high (89%). Older (vs. younger) adults and non-Hispanic blacks (vs. whites) were less likely to use most technologies. These groups, along with Hispanics (vs. whites) were less likely to express willingness to use technologies for HIV-related information in models adjusting for use. CONCLUSIONS Among PLWH in Florida, eHealth-related inequities exist. Willingness to engage in HIV-related eHealth is affected by social determinants, even when considering technology access. Although eHealth may reduce some healthcare inequities, it may exacerbate others.
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Affiliation(s)
- Stephanie L Marhefka
- College of Public Health, University of South Florida, 13201 Bruce B. Downs Blvd., MDC 56, Tampa, FL, 33612, USA.
| | - Elizabeth Lockhart
- College of Public Health, University of South Florida, 13201 Bruce B. Downs Blvd., MDC 56, Tampa, FL, 33612, USA
| | - DeAnne Turner
- College of Public Health, University of South Florida, 13201 Bruce B. Downs Blvd., MDC 56, Tampa, FL, 33612, USA
| | - Wei Wang
- College of Public Health, University of South Florida, 13201 Bruce B. Downs Blvd., MDC 56, Tampa, FL, 33612, USA
- Centre for Addiction and Mental Health (CAMH), Toronto, Canada
| | - M Margaret Dolcini
- Hallie E. Ford Center for Healthy Children and Families, College of Public Health and Human Sciences, Oregon State University, Corvallis, OR, USA
| | - Julie A Baldwin
- Department of Health Sciences, Northern Arizona University, Flagstaff, AZ, USA
| | - Regina Maria Roig-Romero
- College of Public Health, University of South Florida, 13201 Bruce B. Downs Blvd., MDC 56, Tampa, FL, 33612, USA
| | - Celia M Lescano
- Department of Mental Health Law & Policy, College of Behavioral & Community Sciences, University of South Florida, Tampa, FL, 33612, USA
| | - Robert L Glueckauf
- Department of Behavioral Sciences & Social Medicine, College of Medicine Florida State University, Florida State University, Tallahassee, FL, USA
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Geographic Imputation of Missing Activity Space Data from Ecological Momentary Assessment (EMA) GPS Positions. INTERNATIONAL JOURNAL OF ENVIRONMENTAL RESEARCH AND PUBLIC HEALTH 2018; 15:ijerph15122740. [PMID: 30518164 PMCID: PMC6313622 DOI: 10.3390/ijerph15122740] [Citation(s) in RCA: 6] [Impact Index Per Article: 0.9] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Subscribe] [Scholar Register] [Received: 10/25/2018] [Revised: 11/28/2018] [Accepted: 11/30/2018] [Indexed: 12/18/2022]
Abstract
This research presents a pilot study to develop and compare methods of geographic imputation for estimating the location of missing activity space data collected using geographic ecological momentary assessment (GEMA). As a demonstration, we use data from a previously published analysis of the effect of neighborhood disadvantage, captured at the U.S. Census Bureau tract level, on momentary psychological stress among a sample of 137 urban adolescents. We investigate the impact of listwise deletion on model results and test two geographic imputation techniques adapted for activity space data from hot deck and centroid imputation approaches. Our results indicate that listwise deletion can bias estimates of place effects on health, and that these impacts are mitigated by the use of geographic imputation, particularly regarding inflation of the standard errors. These geographic imputation techniques may be extended in future research by incorporating approaches from the non-spatial imputation literature as well as from conventional geographic imputation and spatial interpolation research that focus on non-activity space data.
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