{"id":"W4221109094","doi":"10.1016/j.bjae.2022.01.002","title":"Major obstetric haemorrhage","year":2022,"lang":"en","type":"review","venue":"BJA Education","topic":"Maternal and fetal healthcare","field":"Medicine","cited_by":25,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of Toronto; Mount Sinai Hospital","funders":"","keywords":"Medicine; Postpartum haemorrhage; Obstetrics; Pregnancy","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":[0.0007341005,0.001102886,0.002363046,0.003115085,0.0004539384,0.001405595,0.0007179425,0.001550537,0.01814819],"category_scores_gemma":[0.003560656,0.0003887956,0.001244607,0.003156277,0.0004528221,0.0009172912,0.001035057,0.00215872,0.003055564],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0009904504,"about_ca_system_score_gemma":0.003439163,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.008359829,"about_ca_topic_score_gemma":0.01463018,"domain_scores_codex":[0.9994942,0.0001221396,0.0001222899,0.00007355995,0.0001205956,0.00006729813],"domain_scores_gemma":[0.9991578,0.0003797358,0.0002391699,0.00002104386,0.0001291508,0.00007311848],"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":[0.0002844512,0.00007918979,0.0007092038,0.09698701,0.0006333912,0.0003636504,0.00007005377,0.0001489013,0.0002430308,0.001433479,0.07542244,0.8236252],"study_design_scores_gemma":[0.001013191,0.0003622357,0.008877384,0.2405972,0.004969653,0.004023613,0.0003197998,0.0001642028,0.0002469684,0.002592614,0.7367631,0.0000700946],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.00007809095,0.99778,0.00002675998,0.0003077065,0.0003544937,0.000009069076,0.00003995958,0.000005024724,0.001398924],"genre_scores_gemma":[0.001017221,0.9974051,0.0000847999,0.0006154006,0.0002974519,0.0000141196,0.00007754821,0.000001450481,0.0004868193],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.01814819,"threshold_uncertainty_score":0.06071174,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1102164829902628,"score_gpt":0.4200471677213627,"score_spread":0.3098306847310999,"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."}}