{"id":"W4366333077","doi":"10.46747/cfp.6904292","title":"Procedural skills training during residency","year":2023,"lang":"en","type":"article","venue":"Canadian Family Physician","topic":"Innovations in Medical Education","field":"Medicine","cited_by":4,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Toronto","funders":"","keywords":"Competence (human resources); Residency training; Curriculum; Medical education; Dimension (graph theory); Computer science; Medicine; Psychology; Pedagogy; Continuing education","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":true,"about_ca":true,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0001445488,0.0001203556,0.0001720204,0.000524471,0.0002283003,0.00002191413,0.0001077322,0.00008017462,0.00001156336],"category_scores_gemma":[0.0001965655,0.0001282458,0.00004938905,0.001643543,0.00007218877,0.0001079013,0.00001090013,0.0002574777,0.0006632205],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0004138953,"about_ca_system_score_gemma":0.001754852,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001373667,"about_ca_topic_score_gemma":0.001053432,"domain_scores_codex":[0.998755,0.00001268847,0.0002131876,0.000238823,0.0002465196,0.000533714],"domain_scores_gemma":[0.9992743,0.00001429105,0.00004228357,0.0002711436,0.000132321,0.0002657083],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"observational","study_design_scores_codex":[0.00002378478,0.0001106228,0.002481514,0.0004396577,0.0001327718,0.0004513871,0.007184338,0.00003555658,0.03120333,0.007649615,0.6456888,0.3045987],"study_design_scores_gemma":[0.0009924808,0.00008028328,0.8963327,0.0006001834,0.00005724275,0.0000128861,0.01200052,0.0004015212,0.001155522,0.002199201,0.08574549,0.000421976],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.90399,0.00003341338,0.000003254037,0.007082411,0.0005153468,0.0002726889,0.000008448219,0.0001729838,0.08792142],"genre_scores_gemma":[0.9170333,0.000007757363,0.0003481393,0.07801861,0.0009589675,0.00005900616,0.0001561827,0.00004326745,0.003374813],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.8938512,"threshold_uncertainty_score":0.8524579,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02312120768286484,"score_gpt":0.2892141132493413,"score_spread":0.2660929055664764,"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."}}