{"id":"W2807583692","doi":"","title":"Abstract 15606: Comprehensive Prediction of Cardiac Outcomes in Pregnant Women With Heart Disease","year":2017,"lang":"en","type":"article","venue":"Circulation","topic":"Cardiovascular Issues in Pregnancy","field":"Medicine","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"University Health Network; Mount Sinai Hospital; St. Paul's Hospital","funders":"","keywords":"Medicine; Disease; Cardiology; Internal medicine; Pregnancy; Heart disease; Intensive care medicine; Obstetrics","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":[0.001355415,0.0005626195,0.0006629131,0.0008656865,0.0003146659,0.0008159081,0.0004192397,0.0006017573,0.003343407],"category_scores_gemma":[0.004472709,0.0001904493,0.0005955021,0.0008612063,0.0001578593,0.000469365,0.0007794827,0.0007687357,0.001062627],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003123209,"about_ca_system_score_gemma":0.0009006745,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00351796,"about_ca_topic_score_gemma":0.005063637,"domain_scores_codex":[0.9994556,0.0001841308,0.00009534288,0.00009587226,0.0001123781,0.00005670117],"domain_scores_gemma":[0.9983551,0.0004427343,0.0004003991,0.0001084652,0.000284008,0.0004093479],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.000663242,0.0001830472,0.9593253,0.0001421085,0.0003101734,0.0001118934,0.00005453209,0.0004597068,0.0002490446,0.0001221308,0.005522699,0.03285601],"study_design_scores_gemma":[0.0000702944,0.0003705155,0.9948645,0.0001621341,0.0002464761,0.0002386583,0.00005796432,0.001394019,0.0001831562,0.0002747865,0.002121739,0.00001583717],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9548252,0.006474406,0.001514771,0.002919746,0.0003172117,0.0002216971,0.02271708,0.0001748214,0.01083502],"genre_scores_gemma":[0.9777297,0.002688651,0.003559884,0.0004713778,0.0003106631,0.0002085121,0.0132787,0.00001748546,0.001735063],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.00351796,"threshold_uncertainty_score":0.01118481,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02387963896878198,"score_gpt":0.2799842811659857,"score_spread":0.2561046421972037,"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."}}