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Identification of Key Influencers for Secondary Distribution of HIV Self-Testing Kits Among Chinese Men Who Have Sex With Men: Development of an Ensemble Machine Learning Approach

Journal of Medical Internet Research(2023)10.2196/37719Source: DataRank Database

Identification of Key Influencers for Secondary Distribution of HIV Self-Testing Kits Among Chinese Men Who Have Sex With Men: Development of an Ensemble Machine Learning Approach is a research paper published in Journal of Medical Internet Research (2023). On theSindex it has a DataRank of 0.577. It has been cited 10 times, with 5 citing works in its 1-hop citation network.

N/A

0.577DataRank · unranked

Scored on demand from live citation data

Deposits data Open Access10 citations · 5 citing works in its network

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Data availability

Repositories this paper deposited data in (declared in PubMed).

ClinicalTrials.govChiCTR1900025433

DataRank reads this dataset's downstream impact straight off the citation graph — no black box, no proprietary weighting. How is this computed?

›Methodology & internals

datarank_citation_only_1hop_v6· scope data_onlyMethodology

Pipeline:MetadataData-paper checkEnrichmentCitation networkScoring

Enrichment:Funding (6 grants)OA: goldTopics (31)IDs (PubMed, PMC)SDGs (1)

FAIR Checklist

Context only (not used in score)

Findable (1/2)

Has DOI

Accessible (1/2)

Open Access

Interoperable (0/2)

Reusable (0/3)

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DataRank Breakdown

Base Score 62%Citation Network 38%

Base Score Contribution

0.360

From this paper's citation signal

Citation Network Contribution

0.217

From 4 citing papers with measurable signal

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Top 5 citers driving the network score

Ranked by each citer's contribution to N(p) — log1p(C_q) divided by its reference count — out of 5 citers.

Analyzing the impact of unemployment on mental health among Chinese university graduates: a study of emotional and linguistic patterns on Weibo
Frontiers in Public Health202412 citations25 referencesContributes 0.103
Harnessing artificial intelligence to revolutionize HIV self-testing and broader infectious disease diagnostics
Journal of HIV & Social Services20252 citations11 referencesContributes 0.100
Utilization of Machine Learning Algorithms for the Strengthening of HIV Testing: A Systematic Review
Algorithms202414 citations73 referencesContributes 0.037
The status of machine learning in HIV testing in South Africa: a qualitative inquiry with stakeholders in Gauteng province
Frontiers in Digital Health20251 citations43 referencesContributes 0.016
Evaluating peer navigation in promoting digital secondary distribution of HIV self-testing among men who have sex with men in China: study protocol for a two-arm randomized controlled trial
BMC Public Health20260 citations31 referencesContributes 0.000

Authors (22)

Yang Ye ORCID,Yi Zhou ORCID,Yuxin Ni ORCID,Xumeng Yan ORCID,Ying Lu ORCID

Live enrichment

PubMed:37995110 PMC:PMC10704319

NIMH NIH HHS

Grant: R34 MH119963

NIAID NIH HHS

Grant: P30 AI050410

NIAID NIH HHS

Grant: K24 AI143471

National Institutes of Health

Grant: 5P30AI050410-05

UNC Center for Aids Research

National Institutes of Health

Grant: 5K24AI143471-03

Mentoring Multidisciplinary Global HIV Patient-Oriented Research

National Institutes of Health

Grant: 5R34MH119963-03

Enhancing Partner Services among Men Who Have Sex with Men Living With HIV: A Pilot Randomized Controlled Trial

goldLicense: http://creativecommons.org/licenses/by/4.0/This is an open-access article distributed under the terms of the Creative Commons Attribution License (http://creativecommons.org/licenses/by/4.0/), which permits unrestricted use, distribution, and reproduction in any medium, provided the original work, first published in the Journal of Medical Internet Research, is properly cited. The complete bibliographic information, a link to the original publication on http://www.jmir.org/, as well as this copyright and license information must be included.

publisherhttps://www.jmir.org/2023/1/e37719

Unpaywallhttps://www.jmir.org/2023/1/e37719/PDF

Europe_PMChttps://europepmc.org/articles/PMC10704319

Europe_PMChttps://europepmc.org/articles/PMC10704319?pdf=render

https://doi.org/10.2196/preprints.37719

Fields of Study

03 medical and health sciences0302 clinical medicine

MeSH Terms

HumansHIV InfectionsReagent Kits, DiagnosticSelf CareHomosexuality, MaleMaleSexual and Gender MinoritiesSelf-TestingEast Asian People

Keywords

MSMMachine LearningMen Who Have Sex With MenHiv Self-testingSecondary DistributionKey Influencers IdentificationMaleOriginal PaperComputer applications to medicine. Medical informaticsR858-859.7East Asian PeopleHIV InfectionsSelf CareSexual and Gender MinoritiesSelf-TestingHumansReagent Kits, DiagnosticPublic aspects of medicineRA1-1270Homosexuality, Male

Sustainable Development Goals

SDG 3: 3. Good health