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Fields EL, Evans KN, Liu Y, Thornton N, Long A, Uzzi M, Gaul Z, Buchacz K, King H, Jennings JM. Geosocial-networking App Use Among Men who Have Sex with Men in High HIV Community Viral Load Areas of Baltimore City. AIDS Behav 2025:10.1007/s10461-025-04676-0. [PMID: 40126746 DOI: 10.1007/s10461-025-04676-0] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Grants] [Journal Information] [Subscribe] [Scholar Register] [Accepted: 03/02/2025] [Indexed: 03/26/2025]
Abstract
Geosocial networking applications (GSN apps) are important tools for HIV/sexually transmitted infection prevention among men who have sex with men (MSM). Strategies for identifying high transmission and acquisition among GSN app users are needed to prioritize public health response. Community viral load (CVL) is associated with HIV transmission and can be used to identify populations with behaviors/environment associated with HIV/STI risk. We sought to determine user profile characteristics and utilization patterns associated with GSN app use in high CVL census tracts (CT). We used routine HIV surveillance data from in-care individuals and their viral loads at the point of diagnosis to estimate CVL in 200 CTs across Baltimore City. CTs were ordered based on CVL and categorized into quantiles from high to low. Among GSN user profiles, multiple imputation methods were used to complete missing profile characteristics. We then used imputed datasets to explore the association between profile characteristics, app utilization times, and app use in high CVL CTs using a Poisson regression model with robust error variances. Data on 606 profiles were collected originally and imputed 50 times to create a complete data set for analysis. GSN app users were aged 18-65 years [mean = 33.9, 95% confidence interval (CI): 33.1-34.7], with 52.2% Black (95% CI: 47.9- 56.5%), 6.8% living with HIV (95% CI: 4.4- 9.2%), 39.1% in high CVL CTs (95% CI: 35.2- 43.0%), 50.6% use at nighttime (95% CI: 46.7- 54.6%) and 51.6% use during the weekend (95% CI: 47.6- 55.6%). Black MSM users [Relative risk (RR) = 1.12, 95% CI: 1.04-1.20] were associated with GSN app use in high CVL CTs. MSM with profiles listing versatile sex position preference (RR = 1.12, 95% CI: 1.02-1.23) and profiles listing top sex position preference (RR = 1.13, 95% CI: 1.03-1.23) were associated with GSN app use in high and medium CVL CTs. GSN app user profiles of people in high and medium CVL CTs, especially Black MSM and those who report top and versatile sexual positions, may benefit from online prevention messages and real-time notification of health resources presently available in their communities to reduce HIV transmission.
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Affiliation(s)
- Errol L Fields
- Johns Hopkins School of Medicine, Baltimore, MD, USA.
- Johns Hopkins School of Public Health, Baltimore, MD, USA.
- Division of Adolescent, Young Adult Medicine, John Hopkins School of Medicine, Baltimore, MD, USA.
| | - Kimberly N Evans
- Division of HIV Prevention, Centers for Disease Control and Prevention, Atlanta, GA, USA
| | - Yang Liu
- Division of HIV Prevention, Centers for Disease Control and Prevention, Atlanta, GA, USA
| | | | - Amanda Long
- Johns Hopkins School of Public Health, Baltimore, MD, USA
| | - Mudia Uzzi
- Johns Hopkins School of Public Health, Baltimore, MD, USA
| | - Zaneta Gaul
- Division of HIV Prevention, Centers for Disease Control and Prevention, Atlanta, GA, USA
- DLH Corporation, Inc., Atlanta, GA, USA
| | - Kate Buchacz
- Division of HIV Prevention, Centers for Disease Control and Prevention, Atlanta, GA, USA
| | - Hope King
- Division of HIV Prevention, Centers for Disease Control and Prevention, Atlanta, GA, USA
| | - Jacky M Jennings
- Johns Hopkins School of Medicine, Baltimore, MD, USA
- Johns Hopkins School of Public Health, Baltimore, MD, USA
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Shevchenko Y, Reips UD. Geofencing in location-based behavioral research: Methodology, challenges, and implementation. Behav Res Methods 2024; 56:6411-6439. [PMID: 37626278 PMCID: PMC11362315 DOI: 10.3758/s13428-023-02213-2] [Citation(s) in RCA: 1] [Impact Index Per Article: 1.0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Accepted: 07/30/2023] [Indexed: 08/27/2023]
Abstract
This manuscript presents a novel geofencing method in behavioral research. Geofencing, built upon geolocation technology, constitutes virtual fences around specific locations. Every time a participant crosses the virtual border around the geofenced area, an event can be triggered on a smartphone, e.g., the participant may be asked to complete a survey. The geofencing method can alleviate the problems of constant location tracking, such as recording sensitive geolocation information and battery drain. In scenarios where locations for geofencing are determined by participants (e.g., home, workplace), no location data need to be transferred to the researcher, so this method can ensure privacy and anonymity. Given the widespread use of smartphones and mobile Internet, geofencing has become a feasible tool in studying human behavior and cognition outside of the laboratory. The method can help advance theoretical and applied psychological science at a new frontier of context-aware research. At the same time, there is a lack of guidance on how and when geofencing can be applied in research. This manuscript aims to fill the gap and ease the adoption of the geofencing method. We describe the current challenges and implementations in geofencing and present three empirical studies in which we evaluated the geofencing method using the Samply application, a tool for mobile experience sampling research. The studies show that sensitivity and precision of geofencing were affected by the type of event, location radius, environment, operating system, and user behavior. Potential implications and recommendations for behavioral research are discussed.
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Affiliation(s)
- Yury Shevchenko
- Research Methods, Assessment, and iScience; Department of Psychology; University of Konstanz, Universitätsstraße 10, Fach 31, 78464, Konstanz, Germany.
| | - Ulf-Dietrich Reips
- Research Methods, Assessment, and iScience; Department of Psychology; University of Konstanz, Universitätsstraße 10, Fach 31, 78464, Konstanz, Germany
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Luo Q, Zhang Y, Wang W, Cui T, Li T. mHealth-Based Gamification Interventions Among Men Who Have Sex With Men in the HIV Prevention and Care Continuum: Systematic Review and Meta-Analysis. JMIR Mhealth Uhealth 2024; 12:e49509. [PMID: 38623733 PMCID: PMC11034423 DOI: 10.2196/49509] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 06/01/2023] [Revised: 01/26/2024] [Accepted: 02/27/2024] [Indexed: 04/17/2024] Open
Abstract
Background In the past few years, a burgeoning interest has emerged in applying gamification to promote desired health behaviors. However, little is known about the effectiveness of such applications in the HIV prevention and care continuum among men who have sex with men (MSM). Objective This study aims to summarize and evaluate research on the effectiveness of gamification on the HIV prevention and care continuum, including HIV-testing promotion; condomless anal sex (CAS) reduction; and uptake of and adherence to pre-exposure prophylaxis (PrEP), postexposure prophylaxis (PEP), and antiretroviral therapy (ART). Methods We comprehensively searched PubMed, Embase, the Cochrane Library, Web of Science, Scopus, and the Journal of Medical Internet Research and its sister journals for studies published in English and Chinese from inception to January 2024. Eligible studies were included when they used gamified interventions with an active or inactive control group and assessed at least one of the following outcomes: HIV testing; CAS; and uptake of and adherence to PrEP, PEP, and ART. During the meta-analysis, a random-effects model was applied. Two reviewers independently assessed the quality and risk of bias of each included study. Results The systematic review identified 26 studies, including 10 randomized controlled trials (RCTs). The results indicated that gamified digital interventions had been applied to various HIV outcomes, such as HIV testing, CAS, PrEP uptake and adherence, PEP uptake, and ART adherence. Most of the studies were conducted in the United States (n=19, 73%). The most frequently used game component was gaining points, followed by challenges. The meta-analysis showed gamification interventions could reduce the number of CAS acts at the 3-month follow-up (n=2 RCTs; incidence rate ratio 0.62, 95% CI 0.44-0.88). The meta-analysis also suggested an effective but nonstatistically significant effect of PrEP adherence at the 3-month follow-up (n=3 RCTs; risk ratio 1.16, 95% CI 0.96-1.38) and 6-month follow-up (n=4 RCTs; risk ratio 1.28, 95% CI 0.89-1.84). Only 1 pilot RCT was designed to evaluate the effectiveness of a gamified app in promoting HIV testing and PrEP uptake. No RCT was conducted to evaluate the effect of the gamified digital intervention on PEP uptake and adherence, and ART initiation among MSM. Conclusions Our findings suggest the short-term effect of gamified digital interventions on lowering the number of CAS acts in MSM. Further well-powered studies are still needed to evaluate the effect of the gamified digital intervention on HIV testing, PrEP uptake, PEP initiation and adherence, and ART initiation in MSM.
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Affiliation(s)
- Qianqian Luo
- School of Nursing, Binzhou Medical University, Yantai, China
| | - Yue Zhang
- School of Nursing, Binzhou Medical University, Yantai, China
| | - Wei Wang
- Department of Nursing, The People's Hopstial of Laoling City, Dezhou, China
| | - Tianyu Cui
- School of Nursing, Binzhou Medical University, Yantai, China
| | - Tianying Li
- School of Nursing, Binzhou Medical University, Yantai, China
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Alarcón Gutiérrez M, Palma Díaz D, Alberny Iglesias M, Ruiz Riera R, Guayta-Escolies R, García de Olalla P, Rius Gibert C. Response Rate, Acceptability and Effectiveness of an Intervention Offering HIV/STI Testing Via Apps Among Gay, Bisexual, and Other Men Who Have Sex With Men in Barcelona, Spain, from 2016 to 2020. AIDS Behav 2024; 28:1345-1355. [PMID: 37768426 PMCID: PMC10940395 DOI: 10.1007/s10461-023-04165-2] [Citation(s) in RCA: 2] [Impact Index Per Article: 2.0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Accepted: 09/07/2023] [Indexed: 09/29/2023]
Abstract
We evaluated the response rate, acceptability, and effectiveness of a preventive programme offering rapid HIV and other STI testing, as well as sexual counselling to gay, bisexual, and other men who have sex with men (GBMSM) via dating apps over a 4-year period. The programme was carried out in 9 out of the 10 districts in the city of Barcelona, Spain. The response rate was defined as the proportion of people responding to the message sent, acceptability as the proportion of those responding favourably, and effectiveness as the proportion of users requesting a test. We performed univariate analysis and multivariate logistic regression in relation with the response rate, acceptability and effectiveness. A total of 5,254 messages were send to different users. The response rate was 33.1% (n = 1,741), acceptability was 86.2% (n = 1,500), and effectiveness was 10.1% (n = 532). The factors associated with user response were recent connection to the app (aOR = 1.85; CI:1.39-2.46) and the presence of a profile photograph (aOR = 1.34; CI:1.11-1.64). Acceptability was associated with recent connection to the app (aOR = 1.98; CI:1.09-3.58). Effectiveness was associated with lower reported age (aOR = 0.98; CI:0.97-0.99), contact before 14:00 (aOR = 2.47; CI: 1.77-3.46), and recent connection to the app (aOR = 4.89; CI:1.98-12.08). Effectiveness was also greater in districts that were more disadvantaged or had fewer sexual health services. This study demonstrates that the use of these apps is an acceptable and effective method of prevention and sexual health promotion in GBMSM in this setting and identifies the associated factors that could guide such interventions.
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Affiliation(s)
- Miguel Alarcón Gutiérrez
- Department of Paediatrics, Obstetrics and Gynaecology and Preventive Medicine, Universitat Autònoma de Barcelona, Barcelona, Spain.
- Epidemiology service, Agència de Salut Pública de Barcelona, Barcelona, Spain.
- Centre of Epidemiological Studies of HIV/AIDS and STI of Catalonia (CEEISCAT), Health Department, Generalitat de Catalunya, Badalona, Spain.
| | - David Palma Díaz
- Epidemiology service, Agència de Salut Pública de Barcelona, Barcelona, Spain
- Department of International Health, Care and Public Health Research Institute - CAPHRI, Faculty of Health, Medicine and Life Sciences, Maastricht University, Maastricht, The Netherlands
- Centro de Investigación Biomédica en Red de Epidemiología y Salud Pública (CIBERESP), Madrid, Spain
| | | | - Rafael Ruiz Riera
- Direcció Estratègica d'Atenció Primària i Comunitària, Health Department, Generalitat de Catalunya, Barcelona, Spain
| | - Rafael Guayta-Escolies
- Projects and Research Directorate, Council of Pharmacists Colleges of Catalonia, Barcelona, Spain
| | - Patricia García de Olalla
- Epidemiology service, Agència de Salut Pública de Barcelona, Barcelona, Spain
- Centro de Investigación Biomédica en Red de Epidemiología y Salud Pública (CIBERESP), Madrid, Spain
- Institut de Recerca de l'Hospital de la Santa Creu i Sant Pau, Institut d'Investigació Biomédica Sant Pau, Barcelona, Spain
| | - Cristina Rius Gibert
- Epidemiology service, Agència de Salut Pública de Barcelona, Barcelona, Spain
- Centro de Investigación Biomédica en Red de Epidemiología y Salud Pública (CIBERESP), Madrid, Spain
- Institut de Recerca de l'Hospital de la Santa Creu i Sant Pau, Institut d'Investigació Biomédica Sant Pau, Barcelona, Spain
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Tang Z, Van Nguyen TP, Yang W, Xia X, Chen H, Mullens AB, Dean JA, Osborne SR, Li Y. High security and privacy protection model for STI/HIV risk prediction. Digit Health 2024; 10:20552076241298425. [PMID: 39574801 PMCID: PMC11580078 DOI: 10.1177/20552076241298425] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Grants] [Track Full Text] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 03/10/2024] [Accepted: 10/07/2024] [Indexed: 11/24/2024] Open
Abstract
Introduction Applying and leveraging artificial intelligence within the healthcare domain has emerged as a fundamental pursuit to advance health. Data-driven models rooted in deep learning have become powerful tools for use in healthcare informatics. Nevertheless, healthcare data are highly sensitive and must be safeguarded, particularly information related to sexually transmissible infections (STIs) and human immunodeficiency virus (HIV). Methods We employed federated learning (FL) in combination with homomorphic encryption (HE) for STI/HIV prediction to train deep learning models on decentralized data while upholding rigorous privacy. The dataset included 168,459 data entries collected from eight countries between 2013 and 2018. The data for each country was split into two groups, with 70% allocated for training and 30% for testing. Our strategy was based on two-step aggregation to enhance model performance and leverage the area under the curve (AUC) and accuracy metrics and involved a secondary aggregation at the local level before utilizing the global model for each client. We introduced a dropout approach as an effective client-side solution to mitigate computational costs. Results Model performance was progressively enhanced from an AUC of 0.78 and an accuracy of 74.4% using the local model to an AUC of 0.94 and an accuracy of 90.7% using the more advanced model. Conclusion Our proposed model for STI/HIV risk prediction surpasses those achieved by local models and those constructed from centralized data sources, highlighting the potential of our approach to improve healthcare outcomes while safeguarding sensitive patient information.
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Affiliation(s)
- Zhaohui Tang
- School of Mathematics, Physics and Computing, Centre for Health Research, University of Southern Queensland, Toowoomba Campus, QLD, Australia
| | - Thi Phuoc Van Nguyen
- School of Mathematics, Physics and Computing, Centre for Health Research, University of Southern Queensland, Toowoomba Campus, QLD, Australia
- Department of Information Technology, Thanh Do University, Hanoi, Vietnam
| | - Wencheng Yang
- School of Mathematics, Physics and Computing, Centre for Health Research, University of Southern Queensland, Toowoomba Campus, QLD, Australia
| | - Xiaoyu Xia
- School of Computing Technologies, RMIT University, Melbourne, VIC, Australia
| | - Huaming Chen
- School of Electrical and Computer Engineering, The University of Sydney, Darlington, NSW, Australia
| | - Amy B. Mullens
- School of Psychology and Wellbeing, Centre for Health Research, Institute for Resilient Regions, University of Southern Queensland, Ipswich, QLD, Australia
| | - Judith A. Dean
- School of Public Health, Faculty of Medicine, The University of Queensland, Herston Campus, QLD, Australia
| | - Sonya R Osborne
- School of Nursing and Midwifery, Centre for Health Research, Institute for Resilient Regions, University of Southern Queensland, Ipswich, QLD, Australia
| | - Yan Li
- School of Mathematics, Physics and Computing, Centre for Health Research, University of Southern Queensland, Toowoomba Campus, QLD, Australia
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Jitmun W, Palee P, Choosri N, Surapunt T. The Success of Serious Games and Gamified Systems in HIV Prevention and Care: Scoping Review. JMIR Serious Games 2023; 11:e39915. [PMID: 37669098 PMCID: PMC10509732 DOI: 10.2196/39915] [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: 05/27/2022] [Revised: 12/21/2022] [Accepted: 07/18/2023] [Indexed: 09/06/2023] Open
Abstract
BACKGROUND AIDS, which is caused by HIV, has long been one of the most significant global public health issues. Since the beginning of the HIV epidemic, various types of nonelectronic communication tools have been commonly used in HIV/AIDS prevention and care, but studies that apply the potential of electronic games are still limited. OBJECTIVE We aimed to identify, compare, and describe serious games and gamified systems currently used in HIV/AIDS prevention and care that were studied over a specific period of time. METHODS A scoping review was conducted into serious games and gamified systems used in HIV prevention and care in various well-known digital libraries from January 2010 to July 2021. RESULTS After identifying research papers and completing the article selection process, 49 of the 496 publications met the inclusion criteria and were examined. A total of 32 articles described 22 different serious games, while 17 articles described 13 gamified systems for HIV prevention and care. CONCLUSIONS Most of the studies described in the publications were conducted in the United States, while only a few studies were performed in sub-Saharan African countries, which have the highest global HIV/AIDS infection rates. Regarding the development platform, the vast majority of HIV/AIDS gaming systems were typically deployed on mobile devices. This study demonstrates the effectiveness of using serious games and gamified systems. Both can improve the efficacy of HIV/AIDS prevention strategies, particularly those that encourage behavior change.
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Affiliation(s)
- Waritsara Jitmun
- College of Arts, Media, and Technology, Chiang Mai University, Chiang Mai, Thailand
| | - Patison Palee
- College of Arts, Media, and Technology, Chiang Mai University, Chiang Mai, Thailand
| | - Noppon Choosri
- Data Analytics and Knowledge Synthesis for Healthcare (DAKSH) Research Group, College of Arts, Media, and Technology, Chiang Mai University, Chiang Mai, Thailand
| | - Tisinee Surapunt
- College of Arts, Media, and Technology, Chiang Mai University, Chiang Mai, Thailand
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Tobin K, Heidari O, Volpi C, Sodder S, Duncan D. Use of geofencing interventions in population health research: a scoping review. BMJ Open 2023; 13:e069374. [PMID: 37536963 PMCID: PMC10401224 DOI: 10.1136/bmjopen-2022-069374] [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: 12/02/2022] [Accepted: 07/17/2023] [Indexed: 08/05/2023] Open
Abstract
OBJECTIVES Technological advancements that use global positioning system (GPS), such as geofencing, provide the opportunity to examine place-based context in population health research. This review aimed to systematically identify, assess and synthesise the existing evidence on geofencing intervention design, acceptability, feasibility and/or impact. DESIGN Scoping review, using the Preferred Reporting Items for Systematic Reviews and Meta-Analyses extension for Scoping Reviews guidance for reporting. DATA SOURCES PubMed, CINAHL, EMBASE, Web of Science, Cochrane and PsycINFO for articles in English published up to 31 December 2021. ELIGIBILITY CRITERIA Articles were included if geofencing was used as a mechanism for intervention delivery. EXCLUSION CRITERIA (1) a component or combination of GPS, geographical information system or ecological momentary assessment was used without delivery of an intervention; (2) did not include a health or health-related outcome from the geofencing intervention; or (3) was not a peer-reviewed study. DATA EXTRACTION AND SYNTHESIS Several researchers independently reviewed all abstracts and full-text articles for final inclusion. RESULTS A total of 2171 articles were found; after exclusions, nine studies were included in the review. The majority were published in 5 years preceding the search (89%). Geofences in most studies (n=5) were fixed and programmed in the mobile application carried by participants without their input. Mechanisms of geofencing interventions were classified as direct or indirect, with five studies (56%) using direct interventions. There were several different health outcomes (from smoking to problematic alcohol use) across the five studies that used a direct geofencing intervention. CONCLUSIONS This scoping review found geofencing to be an emerging technology that is an acceptable and feasible intervention applied to several different populations and health outcomes. Future studies should specify the rationale for the locations that are geofenced and user input. Moreover, attention to mechanisms of actions will enable scientists to understand not only whether geofencing is an appropriate and effective intervention but why it works to achieve the outcomes observed.
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Affiliation(s)
- Karin Tobin
- Health, Behavior and Society, Johns Hopkins University Bloomberg School of Public Health, Baltimore, Maryland, USA
| | - Omeid Heidari
- Child, Family and Population Health Nursing, University of Washington School of Nursing, Seattle, Washington, USA
| | - Connor Volpi
- Health, Behavior and Society, Johns Hopkins University Bloomberg School of Public Health, Baltimore, Maryland, USA
| | - Shereen Sodder
- Health, Behavior and Society, Johns Hopkins University Bloomberg School of Public Health, Baltimore, Maryland, USA
| | - Dustin Duncan
- Department of Epidemiology, Columbia University Mailman School of Public Health, New York, New York, USA
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Luken A, Desjardins MR, Moran MB, Mendelson T, Zipunnikov V, Kirchner TR, Naughton F, Latkin C, Thrul J. Using Smartphone Survey and GPS Data to Inform Smoking Cessation Intervention Delivery: Case Study. JMIR Mhealth Uhealth 2023; 11:e43990. [PMID: 37327031 PMCID: PMC10337446 DOI: 10.2196/43990] [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: 11/07/2022] [Revised: 02/23/2023] [Accepted: 04/07/2023] [Indexed: 06/17/2023] Open
Abstract
BACKGROUND Interest in quitting smoking is common among young adults who smoke, but it can prove challenging. Although evidence-based smoking cessation interventions exist and are effective, a lack of access to these interventions specifically designed for young adults remains a major barrier for this population to successfully quit smoking. Therefore, researchers have begun to develop modern, smartphone-based interventions to deliver smoking cessation messages at the appropriate place and time for an individual. A promising approach is the delivery of interventions using geofences-spatial buffers around high-risk locations for smoking that trigger intervention messages when an individual's phone enters the perimeter. Despite growth in personalized and ubiquitous smoking cessation interventions, few studies have incorporated spatial methods to optimize intervention delivery using place and time information. OBJECTIVE This study demonstrates an exploratory method of generating person-specific geofences around high-risk areas for smoking by presenting 4 case studies using a combination of self-reported smartphone-based surveys and passively tracked location data. The study also examines which geofence construction method could inform a subsequent study design that will automate the process of deploying coping messages when young adults enter geofence boundaries. METHODS Data came from an ecological momentary assessment study with young adult smokers conducted from 2016 to 2017 in the San Francisco Bay area. Participants reported smoking and nonsmoking events through a smartphone app for 30 days, and GPS data was recorded by the app. We sampled 4 cases along ecological momentary assessment compliance quartiles and constructed person-specific geofences around locations with self-reported smoking events for each 3-hour time interval using zones with normalized mean kernel density estimates exceeding 0.7. We assessed the percentage of smoking events captured within geofences constructed for 3 types of zones (census blocks, 500 ft2 fishnet grids, and 1000 ft2 fishnet grids). Descriptive comparisons were made across the 4 cases to better understand the strengths and limitations of each geofence construction method. RESULTS The number of reported past 30-day smoking events ranged from 12 to 177 for the 4 cases. Each 3-hour geofence for 3 of the 4 cases captured over 50% of smoking events. The 1000 ft2 fishnet grid captured the highest percentage of smoking events compared to census blocks across the 4 cases. Across 3-hour periods except for 3:00 AM-5:59 AM for 1 case, geofences contained an average of 36.4%-100% of smoking events. Findings showed that fishnet grid geofences may capture more smoking events compared to census blocks. CONCLUSIONS Our findings suggest that this geofence construction method can identify high-risk smoking situations by time and place and has potential for generating individually tailored geofences for smoking cessation intervention delivery. In a subsequent smartphone-based smoking cessation intervention study, we plan to use fishnet grid geofences to inform the delivery of intervention messages.
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Affiliation(s)
- Amanda Luken
- Department of Mental Health, Johns Hopkins Bloomberg School of Public Health, Baltimore, MD, United States
| | - Michael R Desjardins
- Spatial Science for Public Health Center, Johns Hopkins University, Baltimore, MD, United States
- Department of Epidemiology, Johns Hopkins Bloomberg School of Public Health, Baltimore, MD, United States
| | - Meghan B Moran
- Department of Health, Behavior and Society, Johns Hopkins Bloomberg School of Public Health, Baltimore, MD, United States
| | - Tamar Mendelson
- Department of Mental Health, Johns Hopkins Bloomberg School of Public Health, Baltimore, MD, United States
| | - Vadim Zipunnikov
- Department of Biostatistics, Johns Hopkins Bloomberg School of Public Health, Baltimore, MD, United States
| | - Thomas R Kirchner
- Department of Social and Behavioral Sciences, New York University School of Global Public Health, New York, NY, United States
- Center for Urban Science and Progress, New York University Tandon School of Engineering, New York, NY, United States
| | - Felix Naughton
- Behavioural and Implementation Science Research Group, University of East Anglia, Norwich, United Kingdom
| | - Carl Latkin
- Department of Health, Behavior and Society, Johns Hopkins Bloomberg School of Public Health, Baltimore, MD, United States
| | - Johannes Thrul
- Department of Mental Health, Johns Hopkins Bloomberg School of Public Health, Baltimore, MD, United States
- Sidney Kimmel Comprehensive Cancer Center, Baltimore, MD, United States
- Centre for Alcohol Policy Research, La Trobe University, Melbourne, Australia
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Besoain F, Gallardo I. The Mediation Effect of Attitudes for the Association between Thoughts and the Use of Condoms in a Mobile-App Environment: From Thought to Intention. INTERNATIONAL JOURNAL OF ENVIRONMENTAL RESEARCH AND PUBLIC HEALTH 2022; 19:13631. [PMID: 36294209 PMCID: PMC9603692 DOI: 10.3390/ijerph192013631] [Citation(s) in RCA: 1] [Impact Index Per Article: 0.3] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Figures] [Subscribe] [Scholar Register] [Received: 09/03/2022] [Revised: 10/12/2022] [Accepted: 10/13/2022] [Indexed: 06/16/2023]
Abstract
The ubiquity of mobile devices and access to the internet has changed our daily life and, in some cases, promoted and facilitated social and sexual interrelationships. There are many applications of technology and campaigns promoting healthy behaviors and prevention of sexually transmitted infections. Can we develop a strategy for the same purpose using mobile devices, based on the theory of attitude change? We developed an app and tested it with 105 undergraduate students, where they had to actively think in favor of condom use with a high amount of elaboration, leading to attitudes and behavioral intention (BI) in concordance with contemporary theories about attitudes and behavioral change. PROCESS macro models were used to analyze potential mediations. Results show a significant correlation between thoughts and attitudes, and attitudes partially mediated the association between thoughts and condom use. Individuals with positive thoughts tended to positively correlate their thoughts with their attitudes, and, consequently, these attitudes with their BI. In this study, we showed that (1) it was possible to develop and test an app based on the elaboration likelihood model (ELM); (2) consistent with previous studies, attitudes partially mediated the association between thoughts and condom use (BI) in a mobile environment; and (3) applications of this strategy can be used to build new approaches for prevention in health care.
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Affiliation(s)
- Felipe Besoain
- Faculty of Engineering, Campus Talca, Universidad de Talca, Talca 3460000, Chile
- Faculty of Psychology, Campus Talca, Universidad de Talca, Talca 3460000, Chile
| | - Ismael Gallardo
- Faculty of Psychology, Campus Talca, Universidad de Talca, Talca 3460000, Chile
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Bettis AH, Burke TA, Nesi J, Liu RT. Digital Technologies for Emotion-Regulation Assessment and Intervention: A Conceptual Review. Clin Psychol Sci 2022; 10:3-26. [PMID: 35174006 PMCID: PMC8846444 DOI: 10.1177/21677026211011982] [Citation(s) in RCA: 15] [Impact Index Per Article: 5.0] [Reference Citation Analysis] [Abstract] [Grants] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Indexed: 07/25/2023]
Abstract
The ability to regulate emotions in response to stress is central to healthy development. While early research in emotion regulation predominantly employed static, self-report measurement, the past decade has seen a shift in focus toward understanding the dynamic nature of regulation processes. This is reflected in recent refinements in the definition of emotion regulation, which emphasize the importance of the ability to flexibly adapt regulation efforts across contexts. The latest proliferation of digital technologies employed in mental health research offers the opportunity to capture the state- and context-sensitive nature of emotion regulation. In this conceptual review, we examine the use of digital technologies (ecological momentary assessment; wearable and smartphone technology, physical activity, acoustic data, visual data, and geo-location; smart home technology; virtual reality; social media) in the assessment of emotion regulation and describe their application to interventions. We also discuss challenges and ethical considerations, and outline areas for future research.
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Affiliation(s)
| | | | | | - Richard T Liu
- Harvard Medical School
- Massachusetts General Hospital
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11
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Shrader CH, Arroyo-Flores J, Stoler J, Skvoretz J, Carrico A, Doblecki-Lewis S, Kanamori M. The Association Between Social and Spatial Closeness With PrEP Conversations Among Latino Men Who Have Sex With Men. J Acquir Immune Defic Syndr 2021; 88:366-375. [PMID: 34342298 PMCID: PMC8556301 DOI: 10.1097/qai.0000000000002777] [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: 03/01/2021] [Accepted: 07/22/2021] [Indexed: 11/25/2022]
Abstract
BACKGROUND US Latino men who have sex with men (LMSM) are a group at highest risk for HIV. One driver of HIV among LMSM is inadequate access to pre-exposure prophylaxis (PrEP) information. The social network theory of homophily suggests that sharing similar sociodemographic factors could influence PrEP conversations within networks. This study aimed to determine how the effects of homophily across sociodemographic, immigration, cultural, and PrEP-related factors are associated with PrEP-related communication. SETTING This study was conducted in Miami-Dade County, FL. METHODS Data collected between August 2018 and October 2019 included 10 sociocentric friendship groups of 13 LMSM (N = 130). Participants were recruited using respondent-driven sampling by a community-based organization in Miami. We used the multiple regression quadratic assignment procedure to identify the effects of homophily and relationship characteristics on PrEP-related conversations using R software. RESULTS More frequent PrEP-related conversations were associated with dyadic friendships characterized by homophily on knowledge of PrEP effectiveness, heterophily on depressive symptom severity, home addresses proximity, friend closeness, and interaction frequency. Past PrEP-related conversation frequency also increased based on heterophily on the Latino cultural value of familism (ie, emotional support to family). Racial homophily, heterophily on severity of depressive symptoms, home addresses proximity, friendship closeness, and frequency of interactions increased likelihood to encourage a friend to use PrEP. DISCUSSION Social and spatial closeness and homophily play a role in PrEP-related conversations. Information from social networks contextualized in geographic settings can be elucidated to contribute toward the design of novel opportunities to end HIV.
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Affiliation(s)
- Cho-Hee Shrader
- Division of Prevention Science and Community Health, Department of Public Health Sciences, University of Miami Miller School of Medicine, Miami, FL, USA
| | - Juan Arroyo-Flores
- Division of Prevention Science and Community Health, Department of Public Health Sciences, University of Miami Miller School of Medicine, Miami, FL, USA
| | - Justin Stoler
- Division of Prevention Science and Community Health, Department of Public Health Sciences, University of Miami Miller School of Medicine, Miami, FL, USA
- Department of Geography, College of Arts and Sciences, University of Miami, Coral Gables, FL, USA
| | - John Skvoretz
- Department of Sociology, University of South Florida, Tampa, FL, USA
| | - Adam Carrico
- Division of Prevention Science and Community Health, Department of Public Health Sciences, University of Miami Miller School of Medicine, Miami, FL, USA
| | | | - Mariano Kanamori
- Division of Prevention Science and Community Health, Department of Public Health Sciences, University of Miami Miller School of Medicine, Miami, FL, USA
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12
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Warsinsky S, Schmidt-Kraepelin M, Rank S, Thiebes S, Sunyaev A. Conceptual Ambiguity Surrounding Gamification and Serious Games in Health Care: Literature Review and Development of Game-Based Intervention Reporting Guidelines (GAMING). J Med Internet Res 2021; 23:e30390. [PMID: 34505840 PMCID: PMC8463952 DOI: 10.2196/30390] [Citation(s) in RCA: 27] [Impact Index Per Article: 6.8] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 05/12/2021] [Revised: 06/11/2021] [Accepted: 06/17/2021] [Indexed: 12/22/2022] Open
Abstract
BACKGROUND In health care, the use of game-based interventions to increase motivation, engagement, and overall sustainability of health behaviors is steadily becoming more common. The most prevalent types of game-based interventions in health care research are gamification and serious games. Various researchers have discussed substantial conceptual differences between these 2 concepts, supported by empirical studies showing differences in the effects on specific health behaviors. However, researchers also frequently report cases in which terms related to these 2 concepts are used ambiguously or even interchangeably. It remains unclear to what extent existing health care research explicitly distinguishes between gamification and serious games and whether it draws on existing conceptual considerations to do so. OBJECTIVE This study aims to address this lack of knowledge by capturing the current state of conceptualizations of gamification and serious games in health care research. Furthermore, we aim to provide tools for researchers to disambiguate the reporting of game-based interventions. METHODS We used a 2-step research approach. First, we conducted a systematic literature review of 206 studies, published in the Journal of Medical Internet Research and its sister journals, containing terms related to gamification, serious games, or both. We analyzed their conceptualizations of gamification and serious games, as well as the distinctions between the two concepts. Second, based on the literature review findings, we developed a set of guidelines for researchers reporting on game-based interventions and evaluated them with a group of 9 experts from the field. RESULTS Our results show that less than half of the concept mentions are accompanied by an explicit definition. To distinguish between the 2 concepts, we identified four common approaches: implicit distinction, synonymous use of terms, serious games as a type of gamified system, and distinction based on the full game dimension. Our Game-Based Intervention Reporting Guidelines (GAMING) consist of 25 items grouped into four topics: conceptual focus, contribution, mindfulness about related concepts, and individual concept definitions. CONCLUSIONS Conceptualizations of gamification and serious games in health care literature are strongly heterogeneous, leading to conceptual ambiguity. Following the GAMING can support authors in rigorous reporting on study results of game-based interventions.
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Affiliation(s)
- Simon Warsinsky
- Department of Economics and Management, Karlsruhe Institute of Technology, Karlsruhe, Germany
| | | | - Sascha Rank
- Department of Economics and Management, Karlsruhe Institute of Technology, Karlsruhe, Germany
| | - Scott Thiebes
- Department of Economics and Management, Karlsruhe Institute of Technology, Karlsruhe, Germany
| | - Ali Sunyaev
- Department of Economics and Management, Karlsruhe Institute of Technology, Karlsruhe, Germany
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Collaborative Indoor Positioning Systems: A Systematic Review. SENSORS 2021; 21:s21031002. [PMID: 33540703 PMCID: PMC7867261 DOI: 10.3390/s21031002] [Citation(s) in RCA: 12] [Impact Index Per Article: 3.0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Subscribe] [Scholar Register] [Received: 12/17/2020] [Revised: 01/20/2021] [Accepted: 01/26/2021] [Indexed: 11/30/2022]
Abstract
Research and development in Collaborative Indoor Positioning Systems (CIPSs) is growing steadily due to their potential to improve on the performance of their non-collaborative counterparts. In contrast to the outdoors scenario, where Global Navigation Satellite System is widely adopted, in (collaborative) indoor positioning systems a large variety of technologies, techniques, and methods is being used. Moreover, the diversity of evaluation procedures and scenarios hinders a direct comparison. This paper presents a systematic review that gives a general view of the current CIPSs. A total of 84 works, published between 2006 and 2020, have been identified. These articles were analyzed and classified according to the described system’s architecture, infrastructure, technologies, techniques, methods, and evaluation. The results indicate a growing interest in collaborative positioning, and the trend tend to be towards the use of distributed architectures and infrastructure-less systems. Moreover, the most used technologies to determine the collaborative positioning between users are wireless communication technologies (Wi-Fi, Ultra-WideBand, and Bluetooth). The predominant collaborative positioning techniques are Received Signal Strength Indication, Fingerprinting, and Time of Arrival/Flight, and the collaborative methods are particle filters, Belief Propagation, Extended Kalman Filter, and Least Squares. Simulations are used as the main evaluation procedure. On the basis of the analysis and results, several promising future research avenues and gaps in research were identified.
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