{"id":"W4401412571","doi":"10.1093/eurheartj/ehae495","title":"Training of the adult congenital cardiac interventionalist: a call to action","year":2024,"lang":"en","type":"article","venue":"European Heart Journal","topic":"Congenital Heart Disease Studies","field":"Medicine","cited_by":4,"is_retracted":false,"has_abstract":true,"ca_institutions":"Toronto General Hospital","funders":"","keywords":"Medicine; Call to action; Action (physics); Training (meteorology); Medical emergency","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"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":[0.02986911,0.001184184,0.002066471,0.001899504,0.009058868,0.009239698,0.004905061,0.03164582,0.02273404],"category_scores_gemma":[0.05715447,0.0009488956,0.00171347,0.0007345305,0.007241284,0.01071602,0.01383274,0.03426555,0.004768626],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.005286768,"about_ca_system_score_gemma":0.0684247,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0139217,"about_ca_topic_score_gemma":0.02296635,"domain_scores_codex":[0.9813516,0.007623569,0.001345572,0.001192187,0.004803006,0.003684052],"domain_scores_gemma":[0.7875967,0.03066666,0.004945221,0.004093017,0.02081903,0.1518794],"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":[0.0003047026,0.002327859,0.008081851,0.002206303,0.00009361727,0.002223524,0.006297626,0.0005069331,0.002186782,0.009738473,0.7690635,0.1969688],"study_design_scores_gemma":[0.0006242208,0.00127956,0.0553472,0.01389904,0.0001038348,0.004650121,0.0332677,0.0007512455,0.0006197036,0.02388406,0.8649881,0.0005853011],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"commentary","genre_gemma":"commentary","genre_scores_codex":[0.002962516,0.006349933,0.001906295,0.9726937,0.008916652,0.0002127372,0.00004596813,0.0002708978,0.006641341],"genre_scores_gemma":[0.09749337,0.02664805,0.0505949,0.782066,0.02051335,0.002991305,0.0004443749,0.0002534251,0.01899515],"genre_candidate":"commentary","genre_consensus":"commentary","teacher_disagreement_score":0.03164582,"threshold_uncertainty_score":0.1579648,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.09090043186992339,"score_gpt":0.362067957190007,"score_spread":0.2711675253200836,"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."}}