{"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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0001400833,0.0001238305,0.0004338957,0.00009875782,0.00007423767,0.0000212659,0.00007019198,0.00006188542,0.00002088484],"category_scores_gemma":[0.0001232923,0.0001058966,0.0001274057,0.00005400416,0.0001040491,0.0002166442,0.00003294607,0.0001093657,0.000008966872],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001605939,"about_ca_system_score_gemma":0.00007434988,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00004634437,"about_ca_topic_score_gemma":0.000002307293,"domain_scores_codex":[0.9989127,0.00003164293,0.0002474139,0.0002470364,0.0003844835,0.0001767061],"domain_scores_gemma":[0.9986464,0.00002989072,0.0001411443,0.0009307319,0.0001387432,0.0001131362],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0001624302,0.00009973894,0.992806,0.0002433723,0.000137071,0.00002659238,0.0003928773,0.0004567681,0.002401541,0.00002456811,0.00001359128,0.003235503],"study_design_scores_gemma":[0.001195406,0.00004614618,0.9968739,0.0008375074,0.0001145987,0.000008948621,0.00008630291,0.0001394327,0.0002163127,0.0001204175,0.0002744047,0.00008664935],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9969618,0.001045883,0.00005913763,0.0001467963,0.0002206785,0.0007366342,0.0000309694,0.00003660221,0.000761452],"genre_scores_gemma":[0.9995857,0.00004906035,0.0001134066,0.0000221407,0.0000702624,0.00006774512,0.00003877192,0.00002126036,0.00003161648],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.004067927,"threshold_uncertainty_score":0.4318337,"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."}}