{"id":"W45684867","doi":"10.1007/s12630-013-0012-x","title":"Professional self-regulation: learning from the disciplinary process","year":2013,"lang":"en","type":"editorial","venue":"Canadian Journal of Anesthesia/Journal canadien d anesthésie","topic":"Medical Malpractice and Liability Issues","field":"Health Professions","cited_by":2,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of Toronto","funders":"","keywords":"Discipline; Process (computing); Psychology; Engineering ethics; Sociology; Computer science; Engineering; Social science","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":[0.01379406,0.003173545,0.003660742,0.003486998,0.005923619,0.01233977,0.005429353,0.0348775,0.005136637],"category_scores_gemma":[0.05881912,0.001116897,0.002799818,0.001920015,0.00820934,0.006334959,0.002206786,0.03484715,0.002883721],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.005904936,"about_ca_system_score_gemma":0.008340388,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.007097518,"about_ca_topic_score_gemma":0.02076614,"domain_scores_codex":[0.9905065,0.002675607,0.001079972,0.0008735204,0.00435441,0.000510053],"domain_scores_gemma":[0.923811,0.05395142,0.001855078,0.001521162,0.01466673,0.004194749],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00002959628,0.00001863233,0.00003853716,0.0003507371,0.00002625218,0.0001272382,0.00008964688,0.00002478507,0.00002787718,0.001064427,0.9897687,0.008433368],"study_design_scores_gemma":[0.0001065541,0.00004275973,0.0008317337,0.002373635,0.000149372,0.0004521148,0.0004039207,0.0003209724,0.0001408955,0.007618742,0.9874988,0.00006050965],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"editorial","genre_gemma":"editorial","genre_scores_codex":[0.00004923145,0.01470925,0.0001683533,0.07575244,0.9083697,0.00001040182,0.00001603818,0.0000253925,0.0008991393],"genre_scores_gemma":[0.0007612573,0.008677256,0.0001442,0.02260937,0.965177,0.00002082583,0.000007073405,0.00001791938,0.002585041],"genre_candidate":"editorial","genre_consensus":"editorial","teacher_disagreement_score":0.0348775,"threshold_uncertainty_score":0.07295084,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02316692978377973,"score_gpt":0.3322697840299235,"score_spread":0.3091028542461438,"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."}}