{"id":"W2040899842","doi":"10.1001/jama.2009.1620","title":"Shared Medical Regulation in a Time of Increasing Calls for Accountability and Transparency","year":2009,"lang":"en","type":"article","venue":"JAMA","topic":"Medical Malpractice and Liability Issues","field":"Health Professions","cited_by":81,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Toronto","funders":"","keywords":"Transparency (behavior); Accountability; Medicine; Medical profession; Government (linguistics); Public relations; State (computer science); Professional association; Government regulation; Public trust; Public administration; Quality (philosophy); Medical education; Law; Political science","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":"codex-gemma-dda1882f352a","candidate_categories":["metaresearch","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.00344955,0.00006561946,0.0002535328,0.00004457086,0.00007041862,0.000005087532,0.00009501322,0.0002800608,0.001502292],"category_scores_gemma":[0.008655648,0.00005448162,0.00002619327,0.0001061241,0.00005122619,0.0002059612,0.00001529211,0.0002938149,0.00001107669],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00004336255,"about_ca_system_score_gemma":0.0001621681,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0007807725,"about_ca_topic_score_gemma":0.0001886971,"domain_scores_codex":[0.9983484,0.0004333756,0.0005392033,0.0001754702,0.0003140187,0.0001895773],"domain_scores_gemma":[0.9969202,0.002577159,0.0001154569,0.000160253,0.0001017203,0.0001252704],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.003975716,0.001287256,0.7678762,0.002667047,0.00002431481,0.000005023138,0.03826307,0.000001870439,0.004678169,0.004195656,0.006821047,0.1702046],"study_design_scores_gemma":[0.001856325,0.0001065488,0.9868324,0.0005085016,0.00001343661,7.725657e-7,0.0005938261,0.001295111,0.00004626493,0.00576067,0.002922576,0.00006358329],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9742671,0.00005911077,0.0002711627,0.02364329,0.0000418169,0.0006339854,0.00001813083,0.00002060333,0.001044756],"genre_scores_gemma":[0.997581,0.0000134911,0.0009780636,0.001154097,0.000149537,0.00003003087,0.0000262067,0.000004077724,0.00006348304],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.2189562,"threshold_uncertainty_score":0.9996949,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.05596497779584574,"score_gpt":0.4312979679690295,"score_spread":0.3753329901731838,"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."}}