{"id":"W1969588806","doi":"10.1097/01.aoa.0000308289.68413.52","title":"Investigation of an Increase in Postpartum Hemorrhage in Canada","year":2008,"lang":"en","type":"article","venue":"Obstetric Anesthesia Digest","topic":"Maternal and fetal healthcare","field":"Medicine","cited_by":32,"is_retracted":false,"has_abstract":true,"ca_institutions":"Dalhousie University","funders":"","keywords":"Medicine; Obstetrics; Family medicine","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00009067691,0.0001125471,0.0002939058,0.0002430922,0.00002190273,0.000002087156,0.00007815327,0.0000581092,0.0000253793],"category_scores_gemma":[0.00009343265,0.0001007717,0.00002129199,0.0007065589,0.00004222603,0.00009295367,0.000008373814,0.0001475062,0.000006238558],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003521795,"about_ca_system_score_gemma":0.001181902,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.888997,"about_ca_topic_score_gemma":0.4466,"domain_scores_codex":[0.99891,0.0000666596,0.0003552206,0.0001759531,0.0002736004,0.0002186442],"domain_scores_gemma":[0.9993494,0.00008954845,0.00008547556,0.0001983907,0.00005146105,0.0002257507],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00009562181,0.00004645595,0.9875051,0.0002156273,0.000001073838,0.01073628,0.0002315806,0.000005566086,0.0001471317,0.0000290723,0.00001114448,0.0009753089],"study_design_scores_gemma":[0.0006989564,0.0001424631,0.9949073,0.0001209638,0.00000444845,0.00197425,0.0002313658,0.0003261257,0.001402585,0.000016657,0.00008302605,0.00009189777],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9981557,0.0004374092,1.263722e-7,0.0005525489,0.00002779691,0.0002220346,0.000002771751,0.00001088914,0.000590732],"genre_scores_gemma":[0.9989526,0.0000527658,0.00009708956,0.0006043586,0.00002249204,0.00000876601,0.0000430063,0.000013253,0.0002056815],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.442397,"threshold_uncertainty_score":0.5634981,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02078839185606515,"score_gpt":0.2252729101376769,"score_spread":0.2044845182816118,"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."}}