{"id":"W4412923201","doi":"10.1093/phe/phaf008","title":"HIV Data and Public Health Ethics","year":2025,"lang":"en","type":"article","venue":"Public Health Ethics","topic":"HIV, Drug Use, Sexual Risk","field":"Medicine","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"Carleton University; Kensington Health","funders":"","keywords":"Human immunodeficiency virus (HIV); Public health; Environmental health; Sociology; Psychology; Medicine; Family medicine; Nursing","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":["metaresearch"],"consensus_categories":[],"category_scores_codex":[0.1962808,0.0005558848,0.00124506,0.001811336,0.01393035,0.021925,0.003445026,0.02372589,0.003666761],"category_scores_gemma":[0.1622474,0.0007825621,0.0007721143,0.001888738,0.1035752,0.01672531,0.01351169,0.02530873,0.0009087528],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.009297719,"about_ca_system_score_gemma":0.03328456,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.004881545,"about_ca_topic_score_gemma":0.003497306,"domain_scores_codex":[0.7455301,0.2186067,0.006400185,0.007747799,0.01535223,0.006363054],"domain_scores_gemma":[0.5665725,0.3630304,0.01142153,0.02415273,0.02241342,0.01240938],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"theoretical_or_conceptual","study_design_scores_codex":[0.00001470848,0.00002609747,0.0005268501,0.00007184916,0.00001091483,0.0001333229,0.006963139,0.0001811879,0.00007643869,0.9659746,0.01921749,0.006803395],"study_design_scores_gemma":[0.00003372615,0.00003871611,0.0003236418,0.0008228277,0.00001102015,0.0001968072,0.006605792,0.0005974826,0.0002249917,0.822858,0.1682414,0.00004572383],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","genre_codex":"commentary","genre_gemma":"empirical","genre_scores_codex":[0.005718658,0.004942358,0.01303749,0.9224155,0.002050329,0.0001093201,0.00005665498,0.0000253421,0.05164439],"genre_scores_gemma":[0.5988682,0.005881913,0.01755816,0.3587824,0.006464297,0.0005681325,0.0001013867,0.00007575977,0.01169976],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.1962808,"threshold_uncertainty_score":0.9911289,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.4964059189909283,"score_gpt":0.5272391213360497,"score_spread":0.03083320234512132,"validation_status":"score_only:v0-immature-baseline","note":"Baseline scores from an immature model (maturity gate not passed). Scores rank; they never assert a category."}}