{"id":"W3215785432","doi":"10.1371/journal.pone.0260101","title":"Causes of early postpartum complications that result in visits to the emergency department","year":2021,"lang":"en","type":"article","venue":"PLoS ONE","topic":"Maternal and fetal healthcare","field":"Medicine","cited_by":4,"is_retracted":false,"has_abstract":true,"ca_institutions":"McMaster University; University of Toronto; William Osler Health System; University of Alberta","funders":"","keywords":"Medicine; Emergency department; Abdominal pain; Univariate analysis; Retrospective cohort study; Postpartum period; Vaginal delivery; Demographics; Multivariate analysis; Emergency medicine; Pediatrics; Obstetrics; Pregnancy; Internal medicine; Demography","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0004624698,0.0002525329,0.0002466821,0.001141806,0.0003177823,0.0005722144,0.0004258992,0.0003046595,0.002092113],"category_scores_gemma":[0.004242338,0.0002018413,0.0004167594,0.001248091,0.0002148548,0.0003011005,0.0005469715,0.00049997,0.0002294923],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0004202071,"about_ca_system_score_gemma":0.0008103842,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002990144,"about_ca_topic_score_gemma":0.002468023,"domain_scores_codex":[0.9991737,0.000172412,0.000155196,0.00008671761,0.0002316367,0.0001802125],"domain_scores_gemma":[0.9974105,0.0004996266,0.001694898,0.00005672519,0.0002267532,0.0001115404],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0001011504,0.00003513645,0.9819515,0.0001854007,0.00004871235,0.002519147,0.0001421373,0.00005546401,0.0001699605,0.00007383076,0.0007585768,0.01395912],"study_design_scores_gemma":[0.00001124648,0.00008725146,0.9801962,0.0003751887,0.00005531895,0.0163121,0.0008333517,0.0001800933,0.0002360674,0.00008856625,0.001615226,0.000009456539],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9789293,0.01636907,0.0006764255,0.0006525108,0.00007599662,0.00006190053,0.0009274438,0.00003902826,0.002268196],"genre_scores_gemma":[0.9941701,0.004410992,0.0003498864,0.0001203112,0.00008646349,0.0000192165,0.0005421093,0.00000566439,0.0002953924],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.002990144,"threshold_uncertainty_score":0.006998837,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1137665623194058,"score_gpt":0.3220606477382784,"score_spread":0.2082940854188726,"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."}}