{"id":"W4224304131","doi":"10.1161/circimaging.121.013796","title":"Incremental Detection of Severe Congenital Heart Disease by Fetal Echocardiography Following a Normal Second Trimester Ultrasound Scan in Québec, Canada","year":2022,"lang":"en","type":"article","venue":"Circulation Cardiovascular Imaging","topic":"Congenital Heart Disease Studies","field":"Medicine","cited_by":22,"is_retracted":false,"has_abstract":true,"ca_institutions":"Centre Hospitalier Universitaire Sainte-Justine; Centre hospitalier de l'Université Laval; University of Alberta Hospital; University of Alberta; McGill University; Montreal General Hospital; Montreal Children's Hospital; McGill University Health Centre; Centre Hospitalier Universitaire de Sherbrooke","funders":"Canadian Institutes of Health Research","keywords":"Heart disease; Ultrasound; Singleton; Fetal echocardiography; Second trimester; Fetus; Pregnancy; Predictive value of tests; Cardiac Ultrasound","routes":{"ca_aff":true,"ca_fund":true,"ca_venue":false,"about_ca":true,"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":[0.0004358283,0.0002306516,0.0005481047,0.0003002893,0.0003666733,0.0000308622,0.00007327396,0.00002113146,0.0000976337],"category_scores_gemma":[0.00007753455,0.0002865244,0.001211047,0.000618579,0.00007973237,0.0002490535,0.0001049682,0.000250323,0.000001352514],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001011543,"about_ca_system_score_gemma":0.001096093,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.2122348,"about_ca_topic_score_gemma":0.05754559,"domain_scores_codex":[0.9975323,0.00023413,0.0004290245,0.000447428,0.001013185,0.0003439269],"domain_scores_gemma":[0.9991638,0.00006348806,0.00005666777,0.000418926,0.00008591189,0.0002111951],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0001825215,0.00007553885,0.978571,0.000108031,0.00163535,0.0002266247,0.0002101451,0.0008519518,0.01151218,2.388799e-7,0.0005508323,0.006075575],"study_design_scores_gemma":[0.003364764,0.00002567466,0.9820245,0.00003240736,0.001113708,0.0002867176,0.001398552,0.001149,0.0006801001,0.000004721671,0.009550699,0.0003691564],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9782905,0.01984866,0.0001193104,0.0001054223,0.0003236629,0.0007395744,0.000191056,0.00004386657,0.0003379505],"genre_scores_gemma":[0.9992797,0.000005049376,0.00001772142,0.0003185357,0.00006848352,0.0001227865,0.0001206514,0.00004206031,0.0000249554],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1546892,"threshold_uncertainty_score":0.9999587,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.005152826768380886,"score_gpt":0.2038158814300343,"score_spread":0.1986630546616534,"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."}}