{"id":"W4200427037","doi":"10.33774/miir-2021-0lpf2","title":"Investigating Fontan Failure Using Mathematical Modeling","year":2021,"lang":"en","type":"preprint","venue":"","topic":"Congenital Heart Disease Studies","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Toronto; University Health Network","funders":"","keywords":"Fontan procedure; Medicine; Cardiology; Heart failure; Internal medicine; Ventricle; Hemodynamics","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":[0.0009726208,0.0011041,0.0009918786,0.0008643348,0.0005395529,0.001862598,0.001230535,0.002214056,0.00210977],"category_scores_gemma":[0.004077292,0.0005052504,0.001129409,0.0004933423,0.001157648,0.001261059,0.001638817,0.001201126,0.0003192155],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0009199077,"about_ca_system_score_gemma":0.001045236,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.008581225,"about_ca_topic_score_gemma":0.003084604,"domain_scores_codex":[0.9996827,0.0001532118,0.00001456616,0.00005184227,0.0000530939,0.00004456481],"domain_scores_gemma":[0.998405,0.001039457,0.000250496,0.00005290486,0.0001506165,0.0001015046],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.00002525211,0.00006341385,0.001565773,0.00008416326,0.00004273823,0.0002182919,0.0001203371,0.931433,0.001519115,0.06137534,0.000941365,0.002611137],"study_design_scores_gemma":[0.000005483915,0.000008291607,0.0001591166,0.00001304455,0.000005924636,0.00002015438,0.00002002269,0.9888297,0.00008605539,0.01022138,0.0006240411,0.000006871349],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"methods","genre_gemma":"methods","genre_scores_codex":[0.2516916,0.006230796,0.6656044,0.007670335,0.0004488878,0.0002098234,0.0009355392,0.0004444864,0.06676423],"genre_scores_gemma":[0.9289036,0.003857199,0.04816894,0.0007104867,0.0003483682,0.0004050529,0.0004300259,0.000186313,0.01699007],"genre_candidate":"methods","genre_consensus":"methods","teacher_disagreement_score":0.008581225,"threshold_uncertainty_score":0.01706254,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0898955545222187,"score_gpt":0.3416574645946613,"score_spread":0.2517619100724426,"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."}}