{"id":"W4289941847","doi":"10.1016/j.cjca.2022.07.019","title":"Cardiac Surgery Training in the Transcatheter Era","year":2022,"lang":"en","type":"article","venue":"Canadian Journal of Cardiology","topic":"Cardiac Valve Diseases and Treatments","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"McGill University; University of Ottawa; University of Manitoba","funders":"","keywords":"Medicine; Training (meteorology); General surgery; Cardiology; Internal medicine; Meteorology","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":[0.001273917,0.0001677648,0.0002220617,0.0007147323,0.001196534,0.001091443,0.0005245593,0.0009751549,0.02435564],"category_scores_gemma":[0.004694164,0.00009612772,0.0002189484,0.0003760744,0.0006097491,0.0008182455,0.001419941,0.001980391,0.001648608],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001867302,"about_ca_system_score_gemma":0.01033541,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01162624,"about_ca_topic_score_gemma":0.02780987,"domain_scores_codex":[0.9989035,0.0001715147,0.00004178497,0.0001052357,0.0002086009,0.0005693602],"domain_scores_gemma":[0.9916117,0.0004965439,0.0003458977,0.0000691795,0.0005593894,0.006917417],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0005755835,0.004265556,0.194238,0.001315169,0.000079432,0.003264908,0.005181052,0.0009984311,0.005129193,0.01341636,0.1954516,0.5760847],"study_design_scores_gemma":[0.0002208847,0.001740997,0.679488,0.002923433,0.00004694383,0.005575287,0.006932988,0.00128626,0.000913525,0.006033902,0.2947636,0.00007426264],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"commentary","genre_scores_codex":[0.4804544,0.03442835,0.001566913,0.2340143,0.02285379,0.0002050553,0.0007869623,0.0001258354,0.2255645],"genre_scores_gemma":[0.8759311,0.02873727,0.001582183,0.0374539,0.01371579,0.0001280408,0.0005175833,0.00004430023,0.04188991],"genre_candidate":"commentary","genre_consensus":null,"teacher_disagreement_score":0.02435564,"threshold_uncertainty_score":0.08147776,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02919871169607556,"score_gpt":0.2861068909376925,"score_spread":0.256908179241617,"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."}}