{"id":"W4394611533","doi":"10.1016/j.cjca.2024.04.002","title":"Addressing the Increasing Cardiac Surgery Case Complexity for Residency Training: A Proposed Approach","year":2024,"lang":"en","type":"editorial","venue":"Canadian Journal of Cardiology","topic":"Cardiac, Anesthesia and Surgical Outcomes","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of Ottawa","funders":"","keywords":"Medicine; Specialty; Cardiac surgery; Psychological intervention; Residency training; Intensive care medicine; General surgery; Surgery; Cardiology; Medical education; Family medicine; Nursing","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":true,"about_ca":false,"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":[0.01719637,0.004610955,0.005369702,0.006247479,0.006310207,0.01489067,0.005369162,0.05035345,0.011234],"category_scores_gemma":[0.07084096,0.001597836,0.003783888,0.002996479,0.005712087,0.007762027,0.003173981,0.0481776,0.008054894],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.007951803,"about_ca_system_score_gemma":0.02083909,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.008076656,"about_ca_topic_score_gemma":0.02757832,"domain_scores_codex":[0.9860501,0.002095471,0.002364072,0.001477712,0.006975567,0.001037108],"domain_scores_gemma":[0.8848287,0.03655484,0.004973749,0.001809255,0.05521036,0.0166231],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00001810628,0.00002510083,0.00006758377,0.0003316567,0.00002344718,0.0001348072,0.00002579874,0.0000439591,0.00003683436,0.000522698,0.9915006,0.007269423],"study_design_scores_gemma":[0.0002017546,0.00008805958,0.000810529,0.001982653,0.0001883789,0.0006940652,0.0002852406,0.0004639834,0.0001040609,0.003195175,0.9918914,0.00009480464],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"editorial","genre_gemma":"editorial","genre_scores_codex":[0.00003467439,0.003926475,0.0002104389,0.1366029,0.8579425,0.00004346016,0.00003047486,0.00006351659,0.001145539],"genre_scores_gemma":[0.0003273269,0.003776983,0.0003444184,0.0464226,0.9471449,0.0000327341,0.00001612204,0.00001697492,0.001918047],"genre_candidate":"editorial","genre_consensus":"editorial","teacher_disagreement_score":0.05035345,"threshold_uncertainty_score":0.09094417,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1741356651219391,"score_gpt":0.3402556487835943,"score_spread":0.1661199836616552,"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."}}