{"id":"W4393927544","doi":"10.32920/25438357","title":"Substance Use, Violence, and Antiretroviral Adherence: A Latent Class Analysis of Women Living with HIV in Canada","year":2024,"lang":"en","type":"preprint","venue":"","topic":"HIV/AIDS Research and Interventions","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Latent class model; Human immunodeficiency virus (HIV); Substance use; Antiretroviral therapy; Medicine; Antiretroviral treatment; Environmental health; Virology; Psychology; Psychiatry; Viral load; Statistics; Mathematics","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":[0.00125135,0.0004331491,0.0005456481,0.001652193,0.004051732,0.002114708,0.001282368,0.0005299859,0.003259658],"category_scores_gemma":[0.002803251,0.00044906,0.001438657,0.003332711,0.001016744,0.0004326903,0.001782676,0.001341292,0.0003258627],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.01724876,"about_ca_system_score_gemma":0.02302466,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.9887715,"about_ca_topic_score_gemma":0.9851376,"domain_scores_codex":[0.9989624,0.0001665209,0.00004651577,0.0001211986,0.0002230308,0.0004802549],"domain_scores_gemma":[0.9985248,0.0001865952,0.0002542188,0.0001282593,0.0004246622,0.0004814158],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00007493701,0.00006531866,0.9946629,0.000009536408,0.00006102657,0.00003116492,0.001096747,0.0002714897,0.00008141305,0.0001825893,0.0005353997,0.002927547],"study_design_scores_gemma":[0.0000138296,0.00003341894,0.9896062,0.00004042015,0.0000455526,0.00003075287,0.004043816,0.005114554,0.00006369773,0.0001497512,0.0008397752,0.00001826985],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.996962,0.0001128253,0.0002599641,0.000249421,0.00000798899,0.00005204172,0.001802931,0.000007059624,0.0005457844],"genre_scores_gemma":[0.9966841,0.0001386853,0.0003076788,0.00003379914,0.000003878031,0.00003420479,0.002010386,0.000006681634,0.0007804511],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.01724876,"threshold_uncertainty_score":0.1251491,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02078628725343143,"score_gpt":0.2843754999515,"score_spread":0.2635892126980685,"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."}}