{"id":"W2783432724","doi":"10.22454/fammed.2018.968199","title":"Procedural Knowledge and Skills of Residents Entering Canadian Family Medicine Programs in Alberta","year":2018,"lang":"en","type":"article","venue":"Family Medicine","topic":"Innovations in Medical Education","field":"Medicine","cited_by":14,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Alberta; University of Calgary","funders":"","keywords":"Competence (human resources); Medicine; Family medicine; Medical education; Psychological intervention; Graduate medical education; Nursing; Psychology; Accreditation","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0005444543,0.0001374545,0.00009030743,0.0004685768,0.0008108582,0.0003740746,0.000477445,0.0002236043,0.002557843],"category_scores_gemma":[0.003381931,0.0001274955,0.00009956193,0.0005732018,0.0003825848,0.0002147679,0.0003394618,0.0003310447,0.0001741078],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.004178734,"about_ca_system_score_gemma":0.00777533,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.7562954,"about_ca_topic_score_gemma":0.883487,"domain_scores_codex":[0.9995265,0.00003955486,0.00001574224,0.00003088131,0.0002444004,0.0001429496],"domain_scores_gemma":[0.9982577,0.0002336166,0.00033118,0.00002319751,0.0004459805,0.0007082834],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00006057603,0.0001754963,0.9662851,0.0000684302,0.00001178032,0.0002657911,0.004444893,0.0001773491,0.0004608821,0.00004542226,0.002154179,0.02585015],"study_design_scores_gemma":[0.000002742497,0.00007795377,0.9960148,0.00003195006,0.000003593045,0.0001190522,0.002601285,0.0001442621,0.00008281897,0.000006969379,0.0009103252,0.000004315018],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9976711,0.0001973859,0.00004317816,0.0002121015,0.000005402598,0.00001779962,0.0001470592,0.000005995274,0.001700029],"genre_scores_gemma":[0.9984668,0.0003283304,0.000160411,0.00009007877,0.000004311609,0.000009828907,0.0001402507,0.000001752562,0.0007981717],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.7562954,"threshold_uncertainty_score":0.4902797,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03842857918278218,"score_gpt":0.3481413893766357,"score_spread":0.3097128101938535,"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."}}