{"id":"W2793824534","doi":"10.12688/f1000research.13021.1","title":"Recent advances in cardiac catheterization for congenital heart disease","year":2018,"lang":"en","type":"preprint","venue":"F1000Research","topic":"Congenital Heart Disease Studies","field":"Medicine","cited_by":35,"is_retracted":false,"has_abstract":true,"ca_institutions":"Hospital for Sick Children; University of Toronto","funders":"","keywords":"Medicine; Cardiac catheterization; Percutaneous; Fluoroscopy; Interventional cardiology; Radiology; Ventricular outflow tract; Stent; Heart disease; Cardiology","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":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.0005785954,0.0003156706,0.000660844,0.0004088698,0.0001293727,0.00006009472,0.0001910114,0.0001683711,0.000239649],"category_scores_gemma":[0.001169184,0.0003046752,0.0003025093,0.0002909988,0.0003438162,0.0001133233,0.0008254963,0.0004807238,0.0001433864],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003681094,"about_ca_system_score_gemma":0.001048911,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0000262224,"about_ca_topic_score_gemma":0.00003814538,"domain_scores_codex":[0.9971416,0.0001840861,0.0004165915,0.0008022122,0.0007837942,0.0006717115],"domain_scores_gemma":[0.9975588,0.000245355,0.00004448239,0.0007366988,0.0009022882,0.0005123907],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"not_applicable","study_design_scores_codex":[0.01368598,0.001806093,0.673307,0.00898168,0.0006809381,0.0002185097,0.001331413,0.00002779036,0.001349397,0.0001407039,0.047676,0.2507945],"study_design_scores_gemma":[0.002546501,0.0008681933,0.397807,0.001079772,0.0004227963,0.000002721123,0.0003076797,0.00258849,0.0005618624,0.004623944,0.5883533,0.0008377848],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8654427,0.1079897,0.0001331707,0.006496646,0.001935087,0.01080923,0.002980752,0.0002335648,0.003979207],"genre_scores_gemma":[0.9602138,0.02629553,0.0007399566,0.0003709849,0.002120491,0.004742681,0.001813844,0.0001910985,0.003511658],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.5406773,"threshold_uncertainty_score":0.9999405,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.05252117478448737,"score_gpt":0.3956483829373694,"score_spread":0.343127208152882,"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."}}