{"id":"W3213257919","doi":"10.1016/j.anclin.2021.08.004","title":"Emergency Resources in Obstetrics","year":2021,"lang":"en","type":"review","venue":"Anesthesiology Clinics","topic":"Maternal and fetal healthcare","field":"Medicine","cited_by":2,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of British Columbia","funders":"","keywords":"Medicine; Modalities; Medical emergency; Obstetrics and gynaecology; Maternal morbidity; Health care; Obstetrics; Pregnancy; Intensive care medicine; Emergency 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":[0.0004733843,0.0003198639,0.002854528,0.0002760559,0.00003505022,0.000003998127,0.0002119584,0.001134621,0.0002760119],"category_scores_gemma":[0.001273221,0.0002444743,0.000591716,0.0005996126,0.00005777826,0.00001569245,0.00008296333,0.001011596,0.0003118853],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00006829882,"about_ca_system_score_gemma":0.0003751899,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00003057086,"about_ca_topic_score_gemma":0.00001399547,"domain_scores_codex":[0.9970586,0.0004611802,0.001420871,0.0005323821,0.0001521281,0.0003748876],"domain_scores_gemma":[0.9977531,0.001041383,0.0003915278,0.0005576842,0.00009249324,0.0001637888],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[0.000009281639,0.0001000606,0.009095746,0.01876327,0.00003671625,0.002342717,0.00004522053,2.870978e-8,4.386484e-9,0.00007597733,0.0002895347,0.9692414],"study_design_scores_gemma":[0.0001627876,0.0003053354,0.001455938,0.009063793,0.0002773406,0.0006262171,0.00003001153,0.000001066808,2.007863e-8,0.00007624827,0.9878023,0.0001989225],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.002854302,0.9951459,1.915229e-7,0.00007385146,0.0008173041,0.0004318411,0.000008375744,0.00003539664,0.0006328332],"genre_scores_gemma":[0.00002027155,0.9950706,0.00008924425,0.0003858756,0.0003094482,0.00004260975,0.0001793726,0.00005072643,0.003851853],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.9875128,"threshold_uncertainty_score":0.9969373,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1342828743922638,"score_gpt":0.4373411520328448,"score_spread":0.303058277640581,"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."}}