{"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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0004863463,0.0001077934,0.0003005413,0.0002481612,0.00006037729,0.000015565,0.0001524347,0.00002758663,0.0001606572],"category_scores_gemma":[0.0001094971,0.00008572129,0.0007516646,0.0005098532,0.0001097269,0.00005287599,0.0001054942,0.0001084659,0.000009530529],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000101675,"about_ca_system_score_gemma":0.0001040584,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.1370102,"about_ca_topic_score_gemma":0.06342965,"domain_scores_codex":[0.9986246,0.0002184625,0.0003683573,0.0002264213,0.0003781555,0.0001839914],"domain_scores_gemma":[0.9993255,0.00008145686,0.00004967998,0.0003864287,0.00009677806,0.0000601926],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0002258797,0.001412272,0.7732779,0.003690634,0.01216548,0.001084003,0.005916727,0.02399772,0.0002283126,0.006986564,0.1597113,0.0113032],"study_design_scores_gemma":[0.00078054,0.00007706404,0.9547044,0.0003056878,0.0002943126,0.00008701038,0.004614105,0.0007346928,0.00001306395,0.0003110424,0.03797044,0.0001076327],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.995054,0.0011665,0.0003081856,0.002266954,0.0002075337,0.0003706237,0.00005424641,0.00001886755,0.000553079],"genre_scores_gemma":[0.9981604,0.0001670958,0.00004807348,0.0002153144,0.00006309932,0.0002411578,0.0005323472,0.000009522451,0.0005630451],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1814265,"threshold_uncertainty_score":0.9536603,"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."}}