{"id":"W4307640442","doi":"10.1097/ogx.0000000000001061","title":"Postpartum Hemorrhage: A Comprehensive Review of Guidelines","year":2022,"lang":"en","type":"review","venue":"Obstetrical & Gynecological Survey","topic":"Maternal and fetal healthcare","field":"Medicine","cited_by":63,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Medicine; Obstetrics; Intensive care medicine","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.005944703,0.0009708516,0.001828095,0.01362947,0.000622982,0.002214015,0.002096921,0.001723225,0.005188984],"category_scores_gemma":[0.02502277,0.0007151605,0.001959995,0.01146853,0.0006205725,0.002132932,0.001447328,0.002282381,0.001295739],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.003118572,"about_ca_system_score_gemma":0.01413902,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.007284727,"about_ca_topic_score_gemma":0.01607922,"domain_scores_codex":[0.9957427,0.001128339,0.001574586,0.0002804629,0.001114151,0.0001597234],"domain_scores_gemma":[0.984379,0.007813068,0.002686665,0.0002976359,0.004364911,0.0004586712],"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":[0.00007998778,0.00005778863,0.001295023,0.1240177,0.0004225639,0.0003088429,0.0004758936,0.0003539797,0.000264597,0.00249753,0.1337957,0.7364304],"study_design_scores_gemma":[0.00005540587,0.00009405461,0.004299704,0.3635547,0.001660532,0.001040268,0.0003422837,0.0001741629,0.0001465265,0.00158307,0.6270064,0.00004279981],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.0002790589,0.9920232,0.0002907232,0.004622655,0.0006990642,0.00008749965,0.0004170646,0.00002840286,0.001552223],"genre_scores_gemma":[0.002076478,0.9934554,0.001573112,0.001714594,0.0003852988,0.00009234163,0.000453491,0.00001046315,0.0002388709],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.01362947,"threshold_uncertainty_score":0.03143895,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.3754091193790357,"score_gpt":0.4633874422198306,"score_spread":0.08797832284079488,"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."}}