{"id":"W2613980584","doi":"10.1002/ccd.27082","title":"Structural heart disease training in the USA, Canada, and Europe","year":2017,"lang":"en","type":"letter","venue":"Catheterization and Cardiovascular Interventions","topic":"Congenital Heart Disease Studies","field":"Medicine","cited_by":1,"is_retracted":false,"has_abstract":false,"ca_institutions":"","funders":"","keywords":"Medicine; General hospital; Chapel; University hospital; Library science; Medical emergency; General surgery; Art history; History","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0001779271,0.0002054438,0.0004291722,0.00008837701,0.0002727797,0.0001122948,0.00009912001,0.00007877375,0.00004934716],"category_scores_gemma":[0.0001633354,0.000156588,0.0005847262,0.00006983985,0.0001609038,0.00006423592,0.00008266137,0.000407291,0.000003423825],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00003195628,"about_ca_system_score_gemma":0.0002273347,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.01583641,"about_ca_topic_score_gemma":0.03457876,"domain_scores_codex":[0.9986929,0.0001917167,0.000236111,0.0003426713,0.0003359386,0.0002006666],"domain_scores_gemma":[0.9991523,0.00002917336,0.00004391402,0.0005967113,0.00008779793,0.00009010573],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"observational","study_design_scores_codex":[0.0001681229,0.0001263637,0.1905304,0.01152309,0.009316355,0.01271366,0.005960177,0.00001664657,0.00003651953,0.0001591188,0.6979979,0.07145167],"study_design_scores_gemma":[0.0005951338,0.00005102989,0.5945053,0.000768662,0.001738961,0.0003471734,0.0001781016,0.00005519206,5.146946e-7,0.000037266,0.4014553,0.000267439],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.6754825,0.04937091,0.0001766537,0.2673575,0.001418685,0.00272538,0.001072242,0.00006513905,0.002330988],"genre_scores_gemma":[0.944688,0.0001629276,0.00001176478,0.05201688,0.0006867881,0.0001058742,0.0003902205,0.00003712134,0.001900372],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.4039748,"threshold_uncertainty_score":0.9907172,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.05251909604003897,"score_gpt":0.2895358319446918,"score_spread":0.2370167359046528,"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."}}