{"id":"W3206834739","doi":"10.1016/j.cjca.2021.07.079","title":"THE CURRENT LANDSCAPE OF CARDIAC CATHETERIZATION TRAINING IN CANADA: A NATIONWIDE SURVEY OF CORE CARDIOLOGY TRAINEES","year":2021,"lang":"en","type":"article","venue":"Canadian Journal of Cardiology","topic":"Aortic aneurysm repair treatments","field":"Medicine","cited_by":1,"is_retracted":false,"has_abstract":false,"ca_institutions":"","funders":"","keywords":"Medicine; Cardiac catheterization; Coronary angiography; Hemodynamics; Internal medicine; Interventional cardiology; Cardiology; Medical education","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":true,"about_ca":true,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":["metaresearch"],"consensus_categories":[],"category_scores_codex":[0.0007166178,0.0002428517,0.0003348224,0.001752372,0.002574385,0.001883423,0.001598741,0.001077,0.003546091],"category_scores_gemma":[0.003542827,0.000420489,0.0005138382,0.005641039,0.000914622,0.0008302072,0.001498003,0.001173814,0.0004281066],"about_ca_system_candidate":true,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.02795987,"about_ca_system_score_gemma":0.05895667,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.9890218,"about_ca_topic_score_gemma":0.9952099,"domain_scores_codex":[0.9977298,0.0001552671,0.00019339,0.0002640947,0.0007263218,0.0009310365],"domain_scores_gemma":[0.9916577,0.0002974687,0.001753161,0.00008773006,0.00267985,0.003524132],"domain_codex":null,"domain_gemma":"incentives","domain_candidate":"incentives","domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00003714843,0.00006191894,0.9905657,0.00005761954,0.00003979555,0.00008633573,0.001363274,0.00008987133,0.0001464568,0.0001654161,0.003116666,0.004269759],"study_design_scores_gemma":[0.000002534934,0.00001182173,0.995198,0.00004657739,0.00000746404,0.00005370824,0.003195072,0.0001278291,0.00001714197,0.00001871058,0.001309861,0.0000111939],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9760804,0.001868625,0.0001690533,0.005047859,0.00004439223,0.00007022816,0.01040095,0.00002726033,0.006291269],"genre_scores_gemma":[0.995011,0.001141162,0.0001780923,0.0009516447,0.00001752654,0.00002026421,0.001821095,0.000009553747,0.0008498106],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.9992834,"threshold_uncertainty_score":0,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03920239645869021,"score_gpt":0.2686269007186891,"score_spread":0.2294245042599988,"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."}}