{"id":"W4409027491","doi":"10.1093/jphsr/rmaf003","title":"Trust, transparency, and accountability in health and pharmaceutical systems","year":2024,"lang":"en","type":"article","venue":"Journal of Pharmaceutical Health Services Research","topic":"Pharmaceutical Economics and Policy","field":"Economics, Econometrics and Finance","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Toronto","funders":"","keywords":"Medicine; Transparency (behavior); Accountability; Law","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":[],"consensus_categories":[],"category_scores_codex":[0.01253774,0.0002369538,0.0009504469,0.0009886115,0.0001974554,0.0004070578,0.0003892113,0.0001514865,0.0002156835],"category_scores_gemma":[0.00004517036,0.0002298621,0.0001034938,0.0007294863,0.0002998709,0.0006135299,0.0001492589,0.002008366,0.00006539938],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0006405801,"about_ca_system_score_gemma":0.0005250709,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001226685,"about_ca_topic_score_gemma":0.00006151325,"domain_scores_codex":[0.9953179,0.0004214946,0.002316684,0.0005725065,0.0002310207,0.001140398],"domain_scores_gemma":[0.9969578,0.000754957,0.0002723705,0.0001951743,0.00009675459,0.001722973],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"not_applicable","study_design_scores_codex":[0.002916475,0.002008944,0.1380751,0.08603052,0.0006445142,0.0003395278,0.03342155,0.0003484107,0.0001610319,0.5529131,0.003727209,0.1794136],"study_design_scores_gemma":[0.002616,0.0007576388,0.005580071,0.001396479,0.00000891856,0.0003101106,0.001733429,0.2725179,0.00003023437,0.01990423,0.694775,0.0003699573],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.4946158,0.4542856,0.0002635362,0.0457992,0.001251589,0.001001832,0.0002875055,0.00003658743,0.002458398],"genre_scores_gemma":[0.9240352,0.07159026,0.0001069332,0.003743994,0.0004134911,0.00001581553,0.00000341215,0.00003446294,0.00005642226],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.6910478,"threshold_uncertainty_score":0.9373505,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.2167389843223054,"score_gpt":0.4998211494834602,"score_spread":0.2830821651611549,"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."}}