{"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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.03036714,0.0003030659,0.0005874631,0.002257844,0.006214357,0.01759531,0.001227158,0.004897221,0.005282599],"category_scores_gemma":[0.05134467,0.0004850157,0.0005358784,0.002550218,0.04505323,0.01361411,0.009069237,0.005528431,0.0003804929],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.01240683,"about_ca_system_score_gemma":0.01153389,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00670872,"about_ca_topic_score_gemma":0.002907169,"domain_scores_codex":[0.9541048,0.03227662,0.001897288,0.001880572,0.006224906,0.003615846],"domain_scores_gemma":[0.9049692,0.0670951,0.01119569,0.008172526,0.005425554,0.00314199],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"theoretical_or_conceptual","study_design_scores_codex":[0.00001158651,0.000009154021,0.0006302324,0.00006909459,0.000009804361,0.0000573788,0.00536989,0.0005129606,0.00005963687,0.9869069,0.001993342,0.004369972],"study_design_scores_gemma":[0.00001343308,0.00002842388,0.00134665,0.0004677836,0.00001187894,0.00007777868,0.003943186,0.001184992,0.0002006322,0.9487063,0.04398693,0.00003195826],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.121262,0.01875248,0.08145674,0.3580211,0.00168832,0.000244197,0.0003563203,0.000168325,0.4180505],"genre_scores_gemma":[0.9895377,0.001975579,0.002488275,0.002507341,0.0003387048,0.00004847594,0.00002842002,0.00001833472,0.003057214],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.03036714,"threshold_uncertainty_score":0.1605988,"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."}}