{"id":"W2150642807","doi":"10.1001/virtualmentor.2005.7.4.oped1-0504","title":"The Medical Profession and Self-Regulation: A Current Challenge","year":2005,"lang":"en","type":"article","venue":"The AMA Journal of Ethic","topic":"Pharmaceutical industry and healthcare","field":"Pharmacology, Toxicology and Pharmaceutics","cited_by":43,"is_retracted":false,"has_abstract":true,"ca_institutions":"McGill University","funders":"","keywords":"Medical ethics; Bioethics; Medicine; Medical profession; Engineering ethics; Family medicine; Nursing; Political science; Law; Psychiatry; Engineering","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":[0.04292128,0.0008619583,0.003035057,0.002647371,0.009911119,0.01994657,0.004614647,0.02827633,0.01704521],"category_scores_gemma":[0.03122838,0.0007106406,0.001355002,0.003199237,0.04848747,0.03283981,0.01292135,0.02992345,0.002612675],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.009062858,"about_ca_system_score_gemma":0.02975163,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.005459593,"about_ca_topic_score_gemma":0.006956763,"domain_scores_codex":[0.9856425,0.006959559,0.0006838152,0.001501477,0.003310313,0.001902384],"domain_scores_gemma":[0.9032281,0.06039714,0.003273619,0.002587266,0.009501857,0.02101203],"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":[0.000108343,0.000598848,0.001924883,0.001558124,0.00006054921,0.0002252591,0.004920215,0.0003471216,0.0001149156,0.5329342,0.217764,0.2394435],"study_design_scores_gemma":[0.00007889781,0.000165758,0.002758484,0.004475056,0.0000286791,0.0004791009,0.01888548,0.0006442486,0.00007744775,0.5731805,0.3991073,0.0001190811],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"commentary","genre_gemma":"commentary","genre_scores_codex":[0.0008576697,0.1018399,0.0008360455,0.8866946,0.003177488,0.000007458876,0.00001944973,0.00002536902,0.006542101],"genre_scores_gemma":[0.1818449,0.3489789,0.005850032,0.3935967,0.06127273,0.0001993056,0.0001049489,0.00008656942,0.008065864],"genre_candidate":"commentary","genre_consensus":"commentary","teacher_disagreement_score":0.04292128,"threshold_uncertainty_score":0.2269922,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.4442157603443189,"score_gpt":0.6003238197223059,"score_spread":0.156108059377987,"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."}}