{"id":"W4320489944","doi":"10.1016/j.jcin.2022.11.034","title":"Educational Experience of Interventional Cardiology Fellows in the United States and Canada","year":2023,"lang":"en","type":"article","venue":"JACC: Cardiovascular Interventions","topic":"Peripheral Artery Disease Management","field":"Medicine","cited_by":23,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of Manitoba","funders":"","keywords":"Medicine; Economic shortage; Coronavirus disease 2019 (COVID-19); Percutaneous coronary intervention; Interventional cardiology; Conventional PCI; General surgery; Family medicine; Surgery; Internal medicine","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":[0.001734845,0.0001809033,0.0003396699,0.001065771,0.007280602,0.003259254,0.001133395,0.001235008,0.009064892],"category_scores_gemma":[0.008259876,0.0002631452,0.0002919924,0.001488564,0.001571379,0.0008194181,0.002468967,0.001824968,0.000501478],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.03041673,"about_ca_system_score_gemma":0.0978584,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.9008408,"about_ca_topic_score_gemma":0.9734056,"domain_scores_codex":[0.9973614,0.0003476624,0.00008493524,0.0001698404,0.0006897176,0.001346473],"domain_scores_gemma":[0.9713485,0.0008935799,0.0009359422,0.0001124471,0.004429918,0.02227964],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0004743561,0.001331848,0.7642524,0.0002081488,0.0001015693,0.00503297,0.04115386,0.0006181839,0.001228178,0.00305209,0.0797483,0.1027982],"study_design_scores_gemma":[0.00008365685,0.0003658486,0.7741314,0.0005722936,0.00004669403,0.002913366,0.1385456,0.0008582055,0.0003102265,0.0005040513,0.08155368,0.0001150725],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9018898,0.003238626,0.0003557442,0.03672632,0.0008832507,0.00008593392,0.0006550905,0.00005193529,0.05611326],"genre_scores_gemma":[0.9787503,0.002966723,0.0003878141,0.005244373,0.0002116099,0.00002083677,0.0002799849,0.00002259223,0.01211569],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.09915918,"threshold_uncertainty_score":0.2206898,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03194046983237826,"score_gpt":0.3047697547956493,"score_spread":0.272829284963271,"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."}}