{"id":"W7110805201","doi":"10.1371/journal.pone.0315880.s002","title":"Multivariable subgroup regression analysis of HIV-related outcomes of people receiving care in Ontario, Canada.","year":2025,"lang":"","type":"article","venue":"Figshare","topic":"HIV, Drug Use, Sexual Risk","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Subgroup analysis; Regression analysis; Multivariate analysis; MEDLINE; Regression; Population","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.001493619,0.0005629473,0.0009765523,0.001038016,0.0009041055,0.0005897335,0.0009499734,0.000401543,0.002962403],"category_scores_gemma":[0.003710387,0.0003314922,0.003213116,0.0026326,0.0001940405,0.0003040185,0.0007123452,0.0009463753,0.0001620061],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.009491042,"about_ca_system_score_gemma":0.02282946,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.9756106,"about_ca_topic_score_gemma":0.9796879,"domain_scores_codex":[0.9985502,0.000271622,0.0001338902,0.0001815789,0.0003628685,0.0004998549],"domain_scores_gemma":[0.9981313,0.0002840814,0.000344921,0.0001315204,0.0008778308,0.0002302049],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.003129485,0.00008457543,0.9397142,0.0006444473,0.005502938,0.0002586565,0.0005555892,0.001387186,0.0006260349,0.0005539287,0.03239013,0.01515273],"study_design_scores_gemma":[0.0003301493,0.0001567851,0.9877966,0.0001310116,0.00261266,0.00006535053,0.0007536268,0.003481206,0.0001307884,0.0001839188,0.004323311,0.00003449342],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9161447,0.006496726,0.00160808,0.001567775,0.0002571462,0.0005650116,0.06820029,0.0001441482,0.005016081],"genre_scores_gemma":[0.9871448,0.0009102314,0.0007122953,0.0001523753,0.00004306367,0.0002277998,0.008544129,0.00002026698,0.002244983],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.02438945,"threshold_uncertainty_score":0.06886262,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02560455851348872,"score_gpt":0.3043707311251471,"score_spread":0.2787661726116584,"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."}}