The help-seeking process and predictors of mental health care use among individuals with depressive symptoms
A machine learning approach
Datos Bibliográficos
| ID | 22082002 |
|---|---|
| Autores | Vanessa C Jürgensen (0000-0002-1928-378X, Leipzig University), Vanessa Juergensen, Lina-Jolien Peter (0000-0002-0635-6687, Leipzig University, autor de correspondencia), David Steyrl (0000-0002-3215-8115, University of Vienna), Cindy Sumaly Lor (0000-0001-7876-8632, University of Vienna), Anh Phi Bui (Leipzig University), Thomas McLaren (0000-0001-8899-5476, Universität Greifswald), Holger Muehlan (0000-0001-8048-5682, University of Erfurt), Samuel Tomczyk (0000-0002-2846-5489, Universität Greifswald), Silke Schmidt (0000-0002-4194-1937, Universität Greifswald), Georg Schomerus (0000-0002-6752-463X, Leipzig University) |
| Año | 2024 |
| Volumen | 12 |
| Páginas | 1504720-1504720 |
| Fecha de publicación | 2024-11-20 |
| Peer Reviewed | Sí |
| Open Access | Sí |
| Tipo | ARTICLE |
| Revista | Frontiers in Public Health (JOURNAL) |
| Identificadores de la revista | ISSN: 2296-2565 • E-ISSN: 2296-2565 |
| Editorial | Frontiers Media SA (PUBLISHER • CH) |
| DOI | 10.3389/fpubh.2024.1504720 |
| PMID | 39635206 |
| OpenAlex | W4404540564 |
| Idioma | EN |
| Citas recibidas | 4 |
| Referencias citadas | 83 |
Purpose: The goal of the study was to identify the most important influences on professional healthcare use of people with depressive symptoms. We incorporated findings from research areas of health behaviors, stigma, and motivation to predict the help-seeking process variables from a wide range of personal factors and attitudes. Methods: A sample of 1,368 adults with untreated depressive symptoms participated in an online survey with three-and six-month follow-ups. We conducted multiple linear regressions for (a) help-seeking attitudes, and (b) help-seeking intentions, and logistic regression for (c) help-seeking behavior with machine learning methods. Results: While self-stigma and treatment experience are important influences on help-seeking attitudes, complaint perception is relevant for intention. The best predictor for healthcare use remains the intention. Along the help-seeking process, we detected a shift of relevant factors from broader perceptions of mental illness and help-seeking to concrete suffering, i.e., subjective symptom perception. Conclusion: The results suggest a spectrum of influencing factors ranging from personal, self-determined factors to socially normalized factors. We discuss social influences on professional help-seeking and the use of combined public health programs and tailored help-seeking interventions. Clinical trial registration: German Clinical Trials Register (https://drks.de/search/en): Identifier DRKS00023557
Anxiety · Depressive symptoms · Health care · Mental health · Psychiatry · Clinical Psychology · Computer Science · Digital Mental Health Interventions · Medicine · Mental Health Treatment and Access · Mental Health via Writing · Psychology
Cross-Cultural Comparison of Perceived Stigma in Major Depressive Disorder
Factors Influencing the Onset and Severity of Depressive Symptoms
Depressive Symptoms and Anticipated Help-seeking Stigma as Mental Healthcare Navigation Barriers Among People Who Use Opioids
Relationship between mental health help-seeking intention and prospective help-seeking behavior
The Intention–Behavior Gap
A meta-analysis of self-determination theory-informed intervention studies in the health domain
The Common-Sense Model of Self-Regulation (CSM)
What is the impact of mental health-related stigma on help-seeking? A systematic review of quantitative and qualitative studies
Machine Learning Approaches for Clinical Psychology and Psychiatry
Sample Size Justification
Relaxing the Rule of Ten Events per Variable in Logistic and Cox Regression
The impact of changing attitudes, norms, and self-efficacy on health-related intentions and behavior
Mental Health Literacy, Attitudes to Help Seeking, and Perceived Need as Predictors of Mental Health Service Use
The Impact of Mental Illness Stigma on Seeking and Participating in Mental Health Care
The Table 2 Fallacy
Integrating the theory of planned behaviour and self‐determination theory in health behaviour
Self-Determination Theory Applied to Health Contexts
Association between mental health-related stigma and active help-seeking
Barriers to mental health treatment
Stigma about Depression and its Impact on Help-Seeking Intentions
Disparity in Depression Treatment Among Racial and Ethnic Minority Populations in the United States
“Mental health literacy”
Regularization Paths for Generalized Linear Models via Coordinate Descent
The PHQ-9
Perceived Behavioral Control, Self‐Efficacy, Locus of Control, and the Theory of Planned Behavior 1
Self-Efficacy and Mental Health Help-Seeking Behavior of World Trade Center Health Registry Enrollees, 2015–2016
How can the utilisation of help for mental disorders be improved? A quasi-experimental online study on the changeability of stigmatising attitudes and intermediate variables in the process of utilisation
The Seeking Mental Health Care model
Do 'alternative' help-seeking strategies affect primary care service use? A survey of help-seeking for mental distress
Mental health problems in rural contexts
Mental Illness Stigma, Help Seeking, and Public Health Programs
General Self-efficacy and Its Relationship to Self-reported Mental Illness and Barriers to Care
The "What" and "Why" of Goal Pursuits
How stigma interferes with mental health care
Marginalized identities, discrimination burden, and mental health
Newcomers and Old Timers
Social Conditions as Fundamental Causes of Health Inequalities
Conceptualizing Stigma
| Obras citantes distintas | 4 |
|---|---|
| Citas por año | 4 |
| Intervalo de citas | 2026 - 2026 (1) |
| Velocidad de citación | current |
| Altamente citado | No |
| Tipos de cita | Neutras: 3 |