2026-10-13T02:52:29Z https://api.figshare.com/v2/oai

oai:figshare.com:article/34071403 2026-10-05T17:26:21Z category_7 category_21 category_24 category_64 category_132 category_134 portal_5 item_type_3 month_year_10_2026

<p>Cluster semantic themes from k-means clustering of semantic similarity scores, with human-in-the-loop validation.</p> Xuan Lu (325437) Jennifer Zelnick (19834680) Meng Zhao (54299) Matthew Cummings (290466) Allison K. Wolf (25316743) Kevin Guzman (16474985) Hlengiwe Nyilana (17523621) Rubeshan Perumal (16916139) Kathleen Rivet Amico (25316746) Karl Reis (17523618) Mbali Zulu (17523615) Amrita Daftary (2558608) Boitumelo Seepamore (10820522) Kogieleum Naidoo (558699) Max O’Donnell (17990869) Medicine Biotechnology Evolutionary Biology Cancer Infectious Diseases Virology six thematic clusters side effect management randomized controlled trial level random intercepts fitted linear mixed cosine similarity scores clustered using k 202 &# 8211 170 &# 8211 133 &# 8211 113 &# 8211 limited social support counseling session timing routine counseling notes art adherence declined antiretroviral therapy adherence antiretroviral therapy low support art adherence counseling sessions xlink "> underutilized source temporal proximity substance use south africa semantically matched respectively ), resistant tuberculosis related themes regression models persistent challenge period preceding model fit logistical barriers generate hypotheses fold cross financial stability financial insecurity edm ). cluster membership cluster assignments 76 participants <p>Cluster semantic themes from k-means clustering of semantic similarity scores, with human-in-the-loop validation.</p> 2026-10-05T17:26:03Z Dataset Dataset 10.1371/journal.pone.0355696.t002 https://figshare.com/articles/dataset/_p_Cluster_semantic_themes_from_k-means_clustering_of_semantic_similarity_scores_with_human-in-the-loop_validation_p_/34071403 CC BY 4.0