{"id":"W2262042623","doi":"10.7775/rac.79.5.571","title":"Is it Necessary to Evaluate Specialists Clinical Competence","year":2011,"lang":"en","type":"article","venue":"","topic":"Innovations in Medical Education","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"College of Family Physicians of Canada","funders":"","keywords":"Competence (human resources); Psychology; Medical education; Medicine; Social psychology","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":[0.01245138,0.0003805966,0.0008177945,0.001841644,0.00137135,0.002615786,0.001188536,0.00319536,0.006460743],"category_scores_gemma":[0.1012623,0.0003109596,0.0008489164,0.0007603728,0.001884048,0.004418133,0.001690303,0.001984644,0.003447567],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002608662,"about_ca_system_score_gemma":0.007899365,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.003338706,"about_ca_topic_score_gemma":0.007122376,"domain_scores_codex":[0.9895265,0.004095057,0.001484261,0.0006255567,0.003284871,0.0009837429],"domain_scores_gemma":[0.9060668,0.03771668,0.01089682,0.003232853,0.03182025,0.01026661],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0007728509,0.0009767357,0.3909618,0.001861192,0.0002457278,0.002205154,0.003814232,0.0006991308,0.004139727,0.005295916,0.07275494,0.5162726],"study_design_scores_gemma":[0.0003734045,0.002250829,0.7414817,0.008034082,0.0005584464,0.01377565,0.02266453,0.003651634,0.01169737,0.0260307,0.1690643,0.000417427],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"commentary","genre_scores_codex":[0.5419374,0.03006369,0.01451797,0.2687286,0.008465218,0.0005531546,0.0007268834,0.0004634498,0.1345437],"genre_scores_gemma":[0.9417448,0.008463049,0.02411486,0.01785221,0.002080241,0.0002761977,0.0005076111,0.0001190742,0.004842008],"genre_candidate":"commentary","genre_consensus":null,"teacher_disagreement_score":0.01245138,"threshold_uncertainty_score":0.06584996,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.2251834794198297,"score_gpt":0.4825547254583057,"score_spread":0.2573712460384761,"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."}}