{"id":"W2976888430","doi":"10.1213/ane.0000000000004465","title":"Review of Consults in Obstetric Anesthesiology","year":2019,"lang":"en","type":"article","venue":"Anesthesia & Analgesia","topic":"Cardiovascular Issues in Pregnancy","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Medicine; Pregnancy; Anesthesiology; Obstetric anesthesia; Presentation (obstetrics); Disease; Reading (process); Intensive care medicine; Medical emergency; Family medicine; Surgery; Pathology","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.000565905,0.0002072446,0.001103704,0.0003109299,0.00001121302,0.000003323431,0.0001962366,0.0001580767,0.0003997291],"category_scores_gemma":[0.0002507046,0.0001819585,0.0003691648,0.0009858467,0.00009604259,0.00005896566,0.0000252261,0.0002143677,0.0003939164],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00006141205,"about_ca_system_score_gemma":0.0001288219,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00003857544,"about_ca_topic_score_gemma":0.000001820333,"domain_scores_codex":[0.9981995,0.0001912485,0.0005871587,0.0003908925,0.0003228846,0.0003083217],"domain_scores_gemma":[0.9984252,0.0001869642,0.0001550411,0.0009821309,0.0001578521,0.00009279916],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0002528685,0.000423312,0.9346541,0.02259266,0.0003049763,0.007765099,0.0002727199,0.00001029027,0.0006570944,0.002248296,0.003727636,0.02709098],"study_design_scores_gemma":[0.003363157,0.0006742339,0.8351595,0.03505455,0.0004814498,0.01607805,0.0000905117,0.00003704343,0.001286639,0.0001454364,0.1071642,0.0004652509],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.6880236,0.3061393,0.000002692535,0.0007868005,0.00004092597,0.0008213914,3.789412e-7,0.00003978677,0.004145154],"genre_scores_gemma":[0.9491153,0.04658333,0.0004292779,0.003171009,0.0000355182,0.00002620011,0.00002616146,0.00003784796,0.0005753384],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.2610917,"threshold_uncertainty_score":0.7420052,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01190972465354646,"score_gpt":0.2669175972794489,"score_spread":0.2550078726259025,"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."}}