{"id":"W4413821537","doi":"10.1016/j.xjon.2025.08.009","title":"Surgical skills assessment during resident selection process: Survey of American cardiothoracic and Canadian cardiac surgery program directors","year":2025,"lang":"en","type":"article","venue":"JTCVS Open","topic":"Surgical Simulation and Training","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Toronto; University Health Network; McGill University","funders":"","keywords":"Cardiothoracic surgery; Selection (genetic algorithm); Cardiac surgery; Medicine; Surgery; Computer science","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":["metaresearch"],"consensus_categories":[],"category_scores_codex":[0.002858459,0.0001964777,0.0001551854,0.0009006088,0.001155799,0.0005835757,0.0005293869,0.0003166657,0.001089449],"category_scores_gemma":[0.00851749,0.0002713732,0.0001754454,0.001409646,0.0006782596,0.0002880627,0.0007255476,0.0004820507,0.0002220206],"about_ca_system_candidate":true,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.004420434,"about_ca_system_score_gemma":0.006844718,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.4579677,"about_ca_topic_score_gemma":0.5339544,"domain_scores_codex":[0.997274,0.0005460549,0.0001200672,0.0001660649,0.001317293,0.0005765635],"domain_scores_gemma":[0.9907852,0.001061432,0.002349552,0.0001402765,0.003242875,0.00242061],"domain_codex":null,"domain_gemma":"evaluation","domain_candidate":"evaluation","domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00005855782,0.00007194277,0.9886862,0.00003135236,0.00001033974,0.00005593881,0.003292618,0.00003508017,0.0003080968,0.00001731552,0.001149347,0.006283039],"study_design_scores_gemma":[0.000004574096,0.00008110988,0.9942561,0.00001802136,0.000003408298,0.0000709348,0.003975939,0.000124321,0.000103096,0.000003499811,0.001353124,0.000005953537],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.998563,0.0001289607,0.00006328707,0.000246612,0.000006447276,0.00003468534,0.0002181399,0.000003921974,0.0007350557],"genre_scores_gemma":[0.9988795,0.0002306321,0.0001408629,0.0001441887,0.000006738511,0.00001788333,0.0002225221,0.000001654409,0.0003559463],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.9971415,"threshold_uncertainty_score":0.9106041,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02494791704134067,"score_gpt":0.3978603712481424,"score_spread":0.3729124542068017,"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."}}