Cargando…

Can a Single Variable Predict Early Dropout From Digital Health Interventions? Comparison of Predictive Models From Two Large Randomized Trials

BACKGROUND: A single generalizable metric that accurately predicts early dropout from digital health interventions has the potential to readily inform intervention targets and treatment augmentations that could boost retention and intervention outcomes. We recently identified a type of early dropout...

Descripción completa

Detalles Bibliográficos
Autores principales:	Bricker, Jonathan, Miao, Zhen, Mull, Kristin, Santiago-Torres, Margarita, Vock, David M
Formato:	Online Artículo Texto
Lenguaje:	English
Publicado:	JMIR Publications 2023
Materias:	Original Paper
Acceso en línea:	https://www.ncbi.nlm.nih.gov/pmc/articles/PMC9898835/ https://www.ncbi.nlm.nih.gov/pubmed/36662550 http://dx.doi.org/10.2196/43629

Ejemplares similares

Smoking Cessation Smartphone App Use Over Time: Predicting 12-Month Cessation Outcomes in a 2-Arm Randomized Trial
por: Bricker, Jonathan B, et al.
Publicado: (2022)

Mechanisms of Smartphone Apps for Cigarette Smoking Cessation: Results of a Serial Mediation Model From the iCanQuit Randomized Trial
por: Bricker, Jonathan B, et al.
Publicado: (2021)

Use of e-Cigarettes in Cigarette Smoking Cessation: Secondary Analysis of a Randomized Controlled Trial
por: Santiago-Torres, Margarita, et al.
Publicado: (2023)

Participant Recruitment and Retention in Remote eHealth Intervention Trials: Methods and Lessons Learned From a Large Randomized Controlled Trial of Two Web-Based Smoking Interventions
por: Watson, Noreen L, et al.
Publicado: (2018)

Student Dropout Prediction
por: Del Bonifro, Francesca, et al.
Publicado: (2020)

Can the GRE predict valued outcomes? Dropout and writing skill
por: Bridgeman, Brent, et al.
Publicado: (2022)

Predicting Dropouts From an Electronic Health Platform for Lifestyle Interventions: Analysis of Methods and Predictors
por: Pedersen, Daniel Hansen, et al.
Publicado: (2019)

Predicting Fitness Centre Dropout
por: Sobreiro, Pedro, et al.
Publicado: (2021)

Web-delivered Acceptance and Commitment Therapy (ACT) for smoking cessation: Is it engaging and efficacious for US Hispanic/Latinx adult smokers?
por: Kwon, Diana M., et al.
Publicado: (2022)

Developing a Process for the Analysis of User Journeys and the Prediction of Dropout in Digital Health Interventions: Machine Learning Approach
por: Bremer, Vincent, et al.
Publicado: (2020)

Predictive factors of dropout from inpatient treatment for anorexia nervosa
por: Roux, H., et al.
Publicado: (2016)

Adolescent dropout from brief digital mental health interventions within and beyond randomized trials
por: Cohen, Katherine A., et al.
Publicado: (2022)

Can Physiological and Psychological Factors Predict Dropout from Intense 10-Day Winter Military Survival Training?
por: Vaara, Jani P, et al.
Publicado: (2020)

Early dropout predictive factors in obesity treatment
por: Michelini, Ilaria, et al.
Publicado: (2014)

Predicting treatment dropout after antidepressant initiation
por: Pradier, Melanie F., et al.
Publicado: (2020)

Predicting non-initiation of care and dropout in a blended care CBT intervention: Impact of early digital engagement, sociodemographic, and clinical factors
por: Wu, Monica S., et al.
Publicado: (2022)

Measuring digital pathology throughput and tissue dropouts
por: Mutter, George L., et al.
Publicado: (2022)

Stay in treatment: Predicting dropout from pediatric weight management study protocol
por: Berry, Diane C., et al.
Publicado: (2021)

Medical prediction from missing data with max-minus negative regularized dropout
por: Hu, Lvhui, et al.
Publicado: (2023)

Data-driven system to predict academic grades and dropout
por: Rovira, Sergi, et al.
Publicado: (2017)

Disease gene prediction with privileged information and heteroscedastic dropout
por: Shu, Juan, et al.
Publicado: (2021)

Predictive model of the dropout intention of Chilean university students
por: López-Angulo, Yaranay, et al.
Publicado: (2023)

Dropouts and Social Determinants of Health; Policy for the Prevention of School Dropout, Qualitative Study of the Causes and Interventions
por: Rahbari, Maryam, et al.
Publicado: (2014)

Health and study dropout: health aspects differentially predict attrition
por: Beller, Johannes, et al.
Publicado: (2022)

Stereotype confirmation concerns predict dropout from cognitive behavioral therapy for social anxiety disorder
por: Johnson, Suzanne, et al.
Publicado: (2014)

Dropout Rates And Reasons For Dropout In Patients On Clozapine
por: Mishra, Eepsita, et al.
Publicado: (2022)

Multidisciplinary intervention in obese adolescents: predictors of dropout
por: Fidelix, Yara Lucy, et al.
Publicado: (2015)

Dropout Rate in Digital Health Interventions for the Prevention of Skin Cancer: Systematic Review, Meta-analysis, and Metaregression
por: Hernández-Rodríguez, Juan-Carlos, et al.
Publicado: (2022)

Comparing Treatment Acceptability and 12-Month Cessation Rates in Response to Web-Based Smoking Interventions Among Smokers Who Do and Do Not Screen Positive for Affective Disorders: Secondary Analysis
por: Watson, Noreen L, et al.
Publicado: (2019)

Identifying Content-Based Engagement Patterns in a Smoking Cessation Website and Associations With User Characteristics and Cessation Outcomes: A Sequence and Cluster Analysis
por: Perski, Olga, et al.
Publicado: (2021)

Evening chronotype predicts dropout of physical exercise: a prospective analysis
por: Back, Flávio Augustino, et al.
Publicado: (2022)

Strategies for monitoring mentoring relationship quality to predict early program dropout
por: Lyons, Michael D., et al.
Publicado: (2022)

Negative link prediction to reduce dropout in Massive Open Online Courses
por: Khoushehgir, Fatemeh, et al.
Publicado: (2023)

Determinants of Dropout From Correctional Offender Treatment
por: Brunner, Franziska, et al.
Publicado: (2019)

Dropout rates and reasons for dropout among patients receiving clozapine
por: Grover, Sandeep, et al.
Publicado: (2023)

Predicting Dropout from Inpatient Substance Use Disorder Treatment: A Prospective Validation Study of the OQ-Analyst
por: Brorson, Hanne H, et al.
Publicado: (2019)

Identification and comparison of the main variables affecting early university dropout rates according to knowledge area and institution
por: Llauró, Alba, et al.
Publicado: (2023)

Using network analysis for the prediction of treatment dropout in patients with mood and anxiety disorders: A methodological proof-of-concept study
por: Lutz, Wolfgang, et al.
Publicado: (2018)

Dropout From an eHealth Intervention for Adults With Type 2 Diabetes: A Qualitative Study
por: Lie, Silje Stangeland, et al.
Publicado: (2017)

Dropout and narcissism: an exploratory research about situational factors and personality variables of the psychotherapist
por: Oasi, Osmano, et al.
Publicado: (2019)

Cannot write session to /tmp/vufind_sessions/sess_9tg8j7d5fbuum3pqfqfbe7jg5u