{"id":"W4225306899","doi":"10.1016/j.jsurg.2022.02.014","title":"Validity Evidence for Procedure-Specific Competency Assessment Tools in Cardiovascular and Thoracic Surgery: A Scoping Review","year":2022,"lang":"en","type":"review","venue":"Journal of surgical education","topic":"Surgical Simulation and Training","field":"Medicine","cited_by":8,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of Manitoba; Alberta Library; University of Alberta","funders":"","keywords":"Rigour; Medicine; Cardiothoracic surgery; Accreditation; Graduate medical education; Vascular surgery; Medical physics; Cardiac surgery; Physical therapy; Surgery; Medical education","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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.006381871,0.0002745744,0.003259507,0.0003788303,0.00008816794,0.00005955671,0.0001140002,0.0001362557,0.0004257436],"category_scores_gemma":[0.001590484,0.000205765,0.001625012,0.0006906046,0.00003700976,0.0002629419,0.00003430602,0.0007372227,0.000001444821],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0004659209,"about_ca_system_score_gemma":0.005221052,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000002023379,"about_ca_topic_score_gemma":3.513957e-7,"domain_scores_codex":[0.9961467,0.0007506816,0.00178632,0.0003451228,0.0007496218,0.0002214973],"domain_scores_gemma":[0.9926342,0.005557436,0.001047435,0.000253332,0.0002765871,0.0002310453],"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":[0.00004652219,0.0001846405,0.0001547785,0.1124842,0.0001020957,0.00005308837,0.00001677129,0.000002780121,1.057082e-8,0.00003552877,0.0001539452,0.8867656],"study_design_scores_gemma":[0.0002507959,0.00007058712,0.0001705423,0.3647646,0.0008452383,0.0008228943,0.00002435435,0.00000379741,4.436689e-8,0.00001580219,0.6329027,0.0001286034],"study_design_candidate":"design_other","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.0001426435,0.9962931,0.00005681179,0.000449428,0.0005279928,0.002296427,0.000002967989,0.00000954155,0.0002211425],"genre_scores_gemma":[0.0003101701,0.9980117,0.0006151103,0.0001247939,0.0005467252,0.0002742692,0.00006749366,0.00003092973,0.00001879265],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.886637,"threshold_uncertainty_score":0.9261921,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.3974260486374964,"score_gpt":0.5071529317140767,"score_spread":0.1097268830765803,"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."}}