{"id":"W4416413133","doi":"10.1097/qad.0000000000004409","title":"Antiretroviral utilization and adherence before vs. after expansion of a provincial drug insurance policy","year":2025,"lang":"en","type":"article","venue":"AIDS","topic":"HIV/AIDS Research and Interventions","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Saskatchewan","funders":"","keywords":"Human immunodeficiency virus (HIV); Drug; Health insurance; MEDLINE; Antiretroviral therapy; Health policy","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.001380576,0.0001575976,0.0003475393,0.0006605352,0.0005742348,0.0008250806,0.0006325449,0.000446393,0.001299343],"category_scores_gemma":[0.006261171,0.0001494226,0.0006756333,0.00137107,0.0003617009,0.0004394134,0.0006451861,0.0007670826,0.0001280115],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.005006563,"about_ca_system_score_gemma":0.005773915,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.5972584,"about_ca_topic_score_gemma":0.5341746,"domain_scores_codex":[0.9983256,0.0002454823,0.0001205801,0.0002162324,0.000498033,0.0005940613],"domain_scores_gemma":[0.9965039,0.000429034,0.001908397,0.0001576075,0.0005028671,0.00049823],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0003334505,0.00007347218,0.997003,0.00001121522,0.00006519351,0.00002960044,0.0001247572,0.000116591,0.00007341755,0.00002431538,0.00007985422,0.002064988],"study_design_scores_gemma":[0.000004425988,0.00005698519,0.9995932,0.000004959378,0.00001146564,0.00001400115,0.00008564613,0.0001151995,0.00002364061,0.000004190745,0.00008484681,0.000001435813],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9989416,0.0001033508,0.00002951027,0.00006250483,0.000003295364,0.00001132769,0.0004910834,0.000001688377,0.0003556299],"genre_scores_gemma":[0.9991571,0.000052446,0.00004154347,0.00002461031,0.000004946536,0.000006978023,0.0005239351,9.581171e-7,0.0001873326],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.5972584,"threshold_uncertainty_score":0.8102267,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01461494899907465,"score_gpt":0.3344041172411347,"score_spread":0.31978916824206,"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."}}