Impact of online mental health screening tools on help-seeking, care receipt, and suicidal ideation and suicidal intent: Evidence from internet search behavior in a large U.S. cohort.

Internet search behavior Machine learning Online screening tool Suicidal ideation Suicidal intent

Journal

Journal of psychiatric research
ISSN: 1879-1379
Titre abrégé: J Psychiatr Res
Pays: England
ID NLM: 0376331

Informations de publication

Date de publication:
01 2022
Historique:
received: 23 07 2020
revised: 30 10 2020
accepted: 03 11 2020
pubmed: 18 11 2020
medline: 17 3 2022
entrez: 17 11 2020
Statut: ppublish

Résumé

Most people with psychiatric illnesses do not receive treatment for almost a decade after disorder onset. Online mental health screens reflect one mechanism designed to shorten this lag in help-seeking, yet there has been limited research on the effectiveness of screening tools in naturalistic settings. We examined a cohort of persons directed to a mental health screening tool via the Bing search engine (n = 126,060). We evaluated the impact of tool content on later searches for mental health self-references, self-diagnosis, care seeking, psychoactive medications, suicidal ideation, and suicidal intent. Website characteristics were evaluated by pairs of independent raters to ascertain screen type and content. These included the presence/absence of a suggestive diagnosis, a message on interpretability, as well as referrals to digital treatments, in-person treatments, and crisis services. Using machine learning models, the results suggested that screen content predicted later searches with mental health self-references (AUC = 0·73), mental health self-diagnosis (AUC = 0·69), mental health care seeking (AUC = 0·61), psychoactive medications (AUC = 0·55), suicidal ideation (AUC = 0·58), and suicidal intent (AUC = 0·60). Cox-proportional hazards models suggested individuals utilizing tools with in-person care referral were significantly more likely to subsequently search for methods to actively end their life (HR = 1·727, p = 0·007). Online screens may influence help-seeking behavior, suicidal ideation, and suicidal intent. Websites with referrals to in-person treatments could put persons at greater risk of active suicidal intent. Further evaluation using large-scale randomized controlled trials is needed.

Identifiants

pubmed: 33199054
pii: S0022-3956(20)31069-4
doi: 10.1016/j.jpsychires.2020.11.010
pmc: PMC8106691
mid: NIHMS1646425
pii:
doi:

Types de publication

Journal Article Research Support, N.I.H., Extramural

Langues

eng

Sous-ensembles de citation

IM

Pagination

276-283

Subventions

Organisme : NIDA NIH HHS
ID : P30 DA029926
Pays : United States
Organisme : NIMH NIH HHS
ID : R01 MH123482
Pays : United States

Informations de copyright

Copyright © 2020 Elsevier Ltd. All rights reserved.

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Auteurs

Nicholas C Jacobson (NC)

Center for Technology and Behavioral Health, Geisel School of Medicine, Dartmouth College, 46 Centerra Parkway, EverGreen Center, Suite 315, Lebanon, NH, 03756, United States; Department of Biomedical Data Science, Geisel School of Medicine, Dartmouth College, Williamson Building, 3rd Floor, 1 Medical Center Drive, Lebanon, NH, 03756, United States; Department of Psychiatry, Geisel School of Medicine, Dartmouth College, 1 Medical Center Drive, Lebanon, NH, 03756, United States; Quantitative Biomedical Sciences Program, Dartmouth College, NH, United States. Electronic address: Nicholas.C.Jacobson@dartmouth.edu.

Elad Yom-Tov (E)

Microsoft Research, 13 Shenkar Street, Herzeliya, 4672513, Israel; Faculty of Industrial Engineering and Management, Technion - Israel Institute of Technology, Haifa, 3200003, Israel. Electronic address: eladyt@microsoft.com.

Damien Lekkas (D)

Center for Technology and Behavioral Health, Geisel School of Medicine, Dartmouth College, 46 Centerra Parkway, EverGreen Center, Suite 315, Lebanon, NH, 03756, United States; Quantitative Biomedical Sciences Program, Dartmouth College, NH, United States. Electronic address: Damien.Lekkas.GR@dartmouth.edu.

Michael Heinz (M)

Center for Technology and Behavioral Health, Geisel School of Medicine, Dartmouth College, 46 Centerra Parkway, EverGreen Center, Suite 315, Lebanon, NH, 03756, United States; Dartmouth-Hitchcock Medical Center, 1 Medical Center Drive, Lebanon, NH, 03756, United States. Electronic address: Michael.V.Heinz@hitchcock.org.

Lili Liu (L)

Quantitative Biomedical Sciences Program, Dartmouth College, NH, United States. Electronic address: Lili.Liu.GR@dartmouth.edu.

Paul J Barr (PJ)

Center for Technology and Behavioral Health, Geisel School of Medicine, Dartmouth College, 46 Centerra Parkway, EverGreen Center, Suite 315, Lebanon, NH, 03756, United States; The Dartmouth Institute, Geisel School of Medicine, Dartmouth College, Williamson Building, 5th Floor, 1 Medical Center Drive, Lebanon, NH, 03756, United States. Electronic address: Paul.J.Barr@dartmouth.edu.

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