{"id":"W7141775135","doi":"","title":"SURGICAL TRAINING AND QUALIFICATION IN NORTH AMERICA: REVIEW AND COMPARISON","year":2017,"lang":"en","type":"article","venue":"DOAJ (DOAJ: Directory of Open Access Journals)","topic":"Surgical Simulation and Training","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Accreditation; Certification; Specialty; Training (meteorology); Curriculum; Core competency; Quality (philosophy)","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.002284158,0.0006006546,0.002100306,0.01318817,0.0003916716,0.001372984,0.00103531,0.0008376162,0.002583012],"category_scores_gemma":[0.007289498,0.0003208129,0.001514472,0.01760079,0.0007422567,0.001594749,0.0008470187,0.0005782011,0.0002375601],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001588191,"about_ca_system_score_gemma":0.004490335,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00572278,"about_ca_topic_score_gemma":0.01106198,"domain_scores_codex":[0.998565,0.0002137963,0.0005814341,0.0001723303,0.0004078747,0.0000596619],"domain_scores_gemma":[0.9900723,0.005782286,0.002259475,0.0001169899,0.001560535,0.0002084843],"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":[0.0002837954,0.00009218953,0.006189434,0.3677144,0.00157528,0.0003744024,0.0006216453,0.0003032426,0.0003921184,0.001627181,0.01750773,0.6033186],"study_design_scores_gemma":[0.0001210203,0.0006357675,0.07095121,0.418363,0.01141414,0.006953003,0.002671427,0.0002950465,0.0006210867,0.00141005,0.4864369,0.0001272602],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.0005839767,0.9987798,0.00002879592,0.0001389449,0.00008041715,0.000008481104,0.00007382724,0.00000189334,0.0003038651],"genre_scores_gemma":[0.00490478,0.9946518,0.00009658015,0.0001336416,0.00007174612,0.00001391085,0.00007842114,0.000001107319,0.00004813441],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.01318817,"threshold_uncertainty_score":0.01207989,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.5090297205337667,"score_gpt":0.6189034150931974,"score_spread":0.1098736945594306,"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."}}