{"id":"W2329251408","doi":"10.1111/anae.13448","title":"Platelet count and transfusion requirements during moderate or severe postpartum haemorrhage","year":2016,"lang":"en","type":"article","venue":"Anaesthesia","topic":"Trauma, Hemostasis, Coagulopathy, Resuscitation","field":"Medicine","cited_by":38,"is_retracted":false,"has_abstract":true,"ca_institutions":"Institute of Infection and Immunity","funders":"","keywords":"Medicine; Postpartum haemorrhage; Platelet; Platelet transfusion; Intensive care medicine; Blood transfusion; Obstetrics; Pregnancy; Emergency medicine; Surgery; Internal medicine","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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0001826672,0.0002071675,0.0002851063,0.0001120671,0.0001469182,0.000030583,0.0000682721,0.0001080889,0.00009804025],"category_scores_gemma":[0.00005091195,0.0001331404,0.00004901392,0.0001320267,0.00006735614,0.0002971583,0.00001928021,0.00009444348,0.00005316665],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001146276,"about_ca_system_score_gemma":0.00008052848,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00004194338,"about_ca_topic_score_gemma":0.00008008774,"domain_scores_codex":[0.9986111,0.00004889376,0.0002859347,0.000383217,0.0003361859,0.0003346675],"domain_scores_gemma":[0.9993334,0.00003324881,0.00007255923,0.0002951482,0.00008543333,0.0001802036],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"observational","study_design_scores_codex":[0.01625611,0.0004648648,0.1309335,0.0009434572,0.0001978001,0.004644189,0.003317645,0.00001063872,0.1431191,0.0004561573,0.001215422,0.6984412],"study_design_scores_gemma":[0.01384418,0.001667795,0.8679804,0.001530104,0.0002034872,0.001391603,0.0004368521,0.0004525238,0.1080719,0.0004307797,0.0032143,0.0007760341],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9946944,0.0001814169,0.0002545127,0.003692362,0.00007171422,0.0005094364,0.00001153219,0.0001189864,0.0004656905],"genre_scores_gemma":[0.9965544,0.001177956,0.0006470407,0.0004339541,0.00006697914,0.00002325779,0.00001111604,0.00004389661,0.001041445],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.7370469,"threshold_uncertainty_score":0.5429309,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0283786898256314,"score_gpt":0.2725306073785043,"score_spread":0.2441519175528729,"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."}}