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
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
276-283Subventions
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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