{"id":"W4310064343","doi":"10.1016/j.jogc.2022.11.004","title":"Delays to Surgery in Emergency Department Cases of Ectopic Pregnancy: A Quality Improvement Study","year":2022,"lang":"en","type":"article","venue":"Journal of Obstetrics and Gynaecology Canada","topic":"Ectopic Pregnancy Diagnosis and Management","field":"Medicine","cited_by":6,"is_retracted":false,"has_abstract":false,"ca_institutions":"Sunnybrook Health Science Centre; University of Toronto","funders":"","keywords":"Medicine; Ectopic pregnancy; Triage; Emergency department; Referral; Pregnancy; Retrospective cohort study; Emergency medicine; Obstetrics; General surgery; Surgery; Nursing","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":true,"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":[0.0004869276,0.00009666797,0.0004983135,0.0003231675,0.00005760286,0.000002918836,0.00009146966,0.00002061026,0.0003591074],"category_scores_gemma":[0.001565471,0.00008542059,0.00006856756,0.0004015083,0.000008159956,0.00002406038,0.0001482807,0.0001653227,5.711418e-8],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0009272525,"about_ca_system_score_gemma":0.00078529,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.02826215,"about_ca_topic_score_gemma":0.1036965,"domain_scores_codex":[0.9982741,0.0001086485,0.0008801231,0.0001463574,0.0003955684,0.0001951851],"domain_scores_gemma":[0.998297,0.0008939524,0.0003988559,0.000157824,0.0001227256,0.0001296508],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00001016743,0.0009626283,0.9256045,0.0001007833,0.0001342941,0.003513828,0.0001891939,0.00006859469,0.000009168675,0.00005263639,0.001494658,0.06785951],"study_design_scores_gemma":[0.001358828,0.002029252,0.9923186,0.00001904932,0.00008079714,0.00001738169,0.001267488,0.000003870511,0.00004039969,0.00004161364,0.002743644,0.00007913454],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9887155,0.005969496,0.00000678375,0.0004893622,0.00411023,0.0005348886,0.00001534738,0.000001435545,0.0001569032],"genre_scores_gemma":[0.9991634,0.000348404,0.00004463886,0.000262503,0.000008618518,0.00006219555,0.000001834447,0.000005854985,0.000102546],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.07543433,"threshold_uncertainty_score":0.9782087,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03150511091509787,"score_gpt":0.2881180074480685,"score_spread":0.2566128965329706,"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."}}