Evidence map›Paper›PMID 42854236›Full record

ArticleJournal of medical Internet research2026

Spatial Heterogeneity of Digital HIV/AIDS Stigma in China: Cross-Sectional Ecological Study.

Pu Zhang, Yiliang Li, Zheng Wei, Na Jiang, Pan Hui

Abstract read
In one paragraph

Article in Journal of medical Internet research, 2026. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Not yet cited in PubMed.

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0cells of the map it votes in
0citing papers in PubMed
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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.

Pu ZhangThe Hong Kong University of Science and Technology (Guangzhou), 1st, Duxue Road, Guangzhou, Guangdong, 511453, China, 86 19575360103.ORCID http://orcid.org/0000-0002-7501-2124
Yiliang LiWuhan University, Wuhan, Hubei, China.ORCID http://orcid.org/0009-0002-3768-0639
Zheng WeiThe Hong Kong University of Science and Technology, Hong Kong, China (Hong Kong).ORCID http://orcid.org/0000-0001-7444-2547
Na JiangThe Hong Kong University of Science and Technology (Guangzhou), 1st, Duxue Road, Guangzhou, Guangdong, 511453, China, 86 19575360103.ORCID http://orcid.org/0000-0001-9161-8954
Pan HuiThe Hong Kong University of Science and Technology (Guangzhou), 1st, Duxue Road, Guangzhou, Guangdong, 511453, China, 86 19575360103.ORCID http://orcid.org/0000-0001-6026-1083

Funding

No grant is acknowledged in the PubMed record.

6 · The paper itself

Abstract

Background: HIV/AIDS stigma remains a major barrier to public health intervention and social inclusion. In China, short-video platforms, such as Douyin, have become important spaces where people living with HIV/AIDS share daily-life narratives and receive public responses. However, little is known about how public responses to these narratives vary geographically, or how regional sociodemographic and epidemiological contexts are associated with digital stigma and support. Objective: This study aimed to examine the thematic structure, spatial heterogeneity, and macro-level correlates of public responses to daily-life narratives shared by people living with HIV/AIDS on Douyin in China, with a focus on spatially varying correlational patterns of digital HIV/AIDS stigma. Methods: We constructed a corpus of 174,394 public comments from Douyin videos created by people living with HIV/AIDS. DeepSeek R1 671B was used to classify comments into 9 substantive themes and 1 residual "others" category. Provincial topic indices were calculated by normalizing thematic comment counts by mobile internet access users. We then combined the least absolute shrinkage and selection operator feature selection, ordinary least squares, and spatial econometric models, residual spatial autocorrelation diagnostics, false discovery rate correction, and Shapley Additive Explanations (SHAP)-geographic information system (GIS) interpretation to examine global associations and localized variable contributions across 31 provincial-level units in mainland China. Results: Moral judgment and attribution of blame were the most prevalent substantive theme (41,663/174,394, 23.89%), followed by disease knowledge and transmission discussion (23,344/174,394, 13.39%), and support, encouragement, and humanitarian care (18,101/174,394, 10.38%). Spatial analysis showed pronounced geographic heterogeneity in both stigma- and support-oriented public responses. HIV incidence was positively associated with disease knowledge, social impact discussion, moral judgment, and support, while gender ratio was significantly associated with moral judgment and related evaluative themes. SHAP-GIS further revealed stronger positive contributions of HIV incidence to moralizing discourse in several southwestern provinces and a marked north-south pattern in the contribution of gender ratio. Conclusions: Digital public responses to daily-life narratives shared by people living with HIV/AIDS in China are geographically uneven and associated with place-based sociodemographic and epidemiological contexts.

Indexed as

Acquired Immunodeficiency SyndromeHIV InfectionsSocial StigmaChinaCross-Sectional StudiesDigital MediaFemaleHumansdigital healthHIV/AIDSinfoveillancelarge language modelsshort-video platformsspatial analysisstigma

Identifiers

PMID42854236
PMCPMC13652526

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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.