{"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":"codex-gemma-dda1882f352a","candidate_categories":["metaresearch","metaepi_narrow","research_integrity"],"consensus_categories":[],"category_scores_codex":[0.02808919,0.0004040431,0.001010436,0.0007040279,0.00119259,0.0002962865,0.0009555541,0.001100576,0.00008843647],"category_scores_gemma":[0.03633925,0.0003837105,0.00005672228,0.001690526,0.0005960212,0.0005878508,0.001101932,0.008763779,0.0001184809],"about_ca_system_candidate":true,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0007297751,"about_ca_system_score_gemma":0.04269191,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001734556,"about_ca_topic_score_gemma":0.0009467815,"domain_scores_codex":[0.991874,0.001785299,0.001411197,0.001318111,0.001583609,0.002027794],"domain_scores_gemma":[0.9884024,0.004424181,0.0004726921,0.003079194,0.0009530482,0.002668501],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"qualitative","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0000521705,0.001077976,0.01600339,0.01162164,0.0002696481,0.00002759058,0.4028077,9.082334e-7,0.000007468073,0.1123881,0.1801245,0.2756189],"study_design_scores_gemma":[0.001342356,0.0002522007,0.004664171,0.000360118,0.00001795858,0.00004377336,0.01676174,0.001549887,0.000001311355,0.0003493511,0.9744222,0.0002349085],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"commentary","genre_gemma":"commentary","genre_scores_codex":[0.001696717,0.005440495,0.01246921,0.9726813,0.0008116589,0.001137303,0.0003658137,0.0004608602,0.004936683],"genre_scores_gemma":[0.1131303,0.01524338,0.009044677,0.8539549,0.0006805849,0.00007840782,0.00250051,0.0001343357,0.005232919],"genre_candidate":"commentary","genre_consensus":"commentary","teacher_disagreement_score":0.7942977,"threshold_uncertainty_score":0.9998615,"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."}}