Evidence map›Paper›PMID 40261559›Full record

ArticleAdministration and policy in mental health2025

Precision Mental Healthcare: Identifying Service Preferences Through Discrete-Choice Experiments in Chinese Megacities.

Juan Chen, Luqi Yuan, Bo Li, Jie Yan, Liying Ren

Abstract read
In one paragraph

Article in Administration and policy in mental health, 2025. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Not yet cited in PubMed.

0numbers the graph read from it
0cells of the map it votes in
0citing papers in PubMed
–field-weighted citation impact
1 · What the graph read from it

What it found

Each row is one number read from the abstract, on the scale the paper reported it, with its interval. Left of the dashed line favours the treatment, right favours the comparator. Under each row is the sentence it came from. New to these charts? A ten-minute tutorial.

The abstract states no effect estimate the extractor could read, or names no intervention and outcome on the map, so this paper lights no cell and moves no belief. It is still indexed, cited and linked below.

2 · The registry

The trial behind it

Trials whose registry record cites this paper, or whose number appears in the abstract. A trial that started after this paper was published is citing it as background, not reporting it.

Neither the registry nor the abstract names a trial number. If this is a trial report, that itself is worth knowing.

3 · Its place in the literature

Who cites it

0 citing papers in PubMed.

No citing paper in PubMed yet.

4 · The record

Corrections and comments

PubMed lists nothing against this paper. Absence here is not a guarantee, only a check that was made.

5 · Who and what money

Authors and funding

5 authors.

Juan ChenDepartment of Applied Social Sciences, The Hong Kong Polytechnic University, Hung Hom, Kowloon, Hong Kong, China.ORCID 0000-0002-1038-4162
Luqi YuanDepartment of Applied Social Sciences, The Hong Kong Polytechnic University, Hung Hom, Kowloon, Hong Kong, China.ORCID 0009-0003-8487-7562
Bo LiDepartment of Applied Social Sciences, The Hong Kong Polytechnic University, Hung Hom, Kowloon, Hong Kong, China. bo-li.li@connect.polyu.hk.ORCID 0000-0002-7801-0319
Jie YanSchool of Government, Peking University, No. 5 Yiheyuan Road, Haidian District, Beijing, 100871, China.ORCID 0000-0002-6734-2991
Liying RenInstitute of Sociology, Chinese Academy of Social Sciences, No. 5 Jianguomennei Street, Dongcheng District, Beijing, 100732, China.

Funding

No grant is acknowledged in the PubMed record.

6 · The paper itself

Abstract

Designing mental health services that align with individual preferences is a cornerstone of patient-centered care, enhancing both service utilization and treatment outcomes. This study applied the precision framework of mental healthcare to explore preferences for first-contact mental health services among community residents and family members with mild psychiatric symptoms in Chinese megacities. Using a discrete choice experiment, an online survey was conducted with 4,057 participants from Beijing, Shanghai, Guangzhou, and Shenzhen. Mixed logit analysis identified service providers as a key determinant of mental health service utilization across cities. While both potential patients and family members favored lower-cost public services, notable variations emerged in preferences for psychological counseling/therapy across cities and between patient and family contexts. Latent class analysis further revealed four distinct preference groups among potential patients. Psychological distress levels and hukou type were significantly associated with preferences. These findings highlight the importance of tailored interventions that accommodate patient and family needs, leveraging the unique features of China's mental healthcare system to improve access, quality, and equity in mental health services.

Indexed as

Mental DisordersMental Health ServicesPatient PreferenceAdolescentAdultAgedChinaChoice BehaviorFamilyFemaleHumansMaleMiddle AgedPatient Acceptance of Health CarePatient-Centered CareSurveys and QuestionnairesChinaDecision-makingHelp seekingMental healthService useSurvey experiments

Identifiers

PMID40261559
PMCPMC12310768

What OpenQuestion holds

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Read under generation 80e0d062 · epoch 390. Bibliography from PubMed, PubMed Central and OpenAlex; grants from NIH RePORTER; trial links from ClinicalTrials.gov; estimates, votes and beliefs from the OpenQuestion graph.