{"id":"W3012759193","doi":"10.1016/j.jacc.2020.01.039","title":"Preventing Complications in Pregnant Women With Cardiac Disease","year":2020,"lang":"en","type":"article","venue":"Journal of the American College of Cardiology","topic":"Cardiovascular Issues in Pregnancy","field":"Medicine","cited_by":86,"is_retracted":false,"has_abstract":false,"ca_institutions":"St. Paul's Hospital; University of British Columbia; Toronto General Hospital; University of Toronto; Western University; Mount Sinai Hospital","funders":"","keywords":"Medicine; Pregnancy; Intensive care medicine; Disease; Obstetrics; Internal medicine","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":[0.000361338,0.000118186,0.001114348,0.00008956829,0.0000305745,0.00000231637,0.0002794976,0.0000225948,0.000003453546],"category_scores_gemma":[0.0003733827,0.00007478756,0.0004848631,0.0005859995,0.0003922177,0.0000423993,0.0001191678,0.0002841637,0.000001199314],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001280124,"about_ca_system_score_gemma":0.0003461759,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000001837194,"about_ca_topic_score_gemma":4.25153e-7,"domain_scores_codex":[0.998463,0.0003659922,0.0004686435,0.0001522143,0.0003355068,0.0002145887],"domain_scores_gemma":[0.9984901,0.0001121306,0.0005396332,0.0004454841,0.0002076628,0.0002049718],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.005035011,0.0001655673,0.9592059,0.0004007722,0.00461385,0.00285592,0.001092932,0.009206205,0.004943555,0.000443619,0.003203828,0.00883288],"study_design_scores_gemma":[0.0023423,0.001565491,0.9690075,0.001015224,0.0008861128,0.002256959,0.00170456,0.00007096998,0.0002854343,0.0001696783,0.02051493,0.0001808687],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9889621,0.003684842,0.0005960999,0.005076546,0.0001354321,0.0004581987,0.00005189162,0.000007920661,0.001026979],"genre_scores_gemma":[0.9980885,0.0002951091,0.001024897,0.0002579924,0.0002450991,0.00001852329,6.189693e-7,0.00001933112,0.00004986466],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.0173111,"threshold_uncertainty_score":0.3049748,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0132945939548795,"score_gpt":0.2634560456686703,"score_spread":0.2501614517137908,"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."}}