{"id":"W4399422505","doi":"10.1182/blood.2023022901","title":"How I manage major hemorrhage","year":2024,"lang":"en","type":"article","venue":"Blood","topic":"Trauma, Hemostasis, Coagulopathy, Resuscitation","field":"Medicine","cited_by":2,"is_retracted":false,"has_abstract":true,"ca_institutions":"Kingston Health Sciences Centre; Women's College Hospital; Queen's University; Sunnybrook Hospital; University Health Network; University of Toronto; Sunnybrook Health Science Centre","funders":"","keywords":"Medicine; Tranexamic acid; Intensive care medicine; Resuscitation; Hematologist; Blood management; Coagulation testing; Coagulation; Surgery; Internal medicine; Blood transfusion; Blood loss","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":[0.002016065,0.0008468743,0.0005407909,0.000978875,0.002152355,0.004040735,0.001337593,0.004100077,0.02037824],"category_scores_gemma":[0.01399241,0.0002739449,0.0007342919,0.0004013127,0.002080693,0.00449203,0.002782279,0.008852072,0.01850349],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001152089,"about_ca_system_score_gemma":0.004504643,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001864965,"about_ca_topic_score_gemma":0.002618798,"domain_scores_codex":[0.9983208,0.0005906123,0.0001291612,0.0001439836,0.0005704845,0.0002450206],"domain_scores_gemma":[0.9959125,0.0007023771,0.0004113704,0.0001958699,0.001059634,0.001718218],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00003009506,0.0002438073,0.002446268,0.0005531717,0.00004268756,0.001467421,0.000857872,0.0002026656,0.0004048712,0.006175724,0.7854943,0.2020811],"study_design_scores_gemma":[0.00007999114,0.0002395782,0.002751991,0.005319288,0.00007269321,0.01043897,0.00399882,0.0003671157,0.0005155609,0.0375822,0.9385464,0.00008743392],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"commentary","genre_gemma":"commentary","genre_scores_codex":[0.003327182,0.02599456,0.01840747,0.8052309,0.03540234,0.000271981,0.0001852579,0.001318793,0.1098616],"genre_scores_gemma":[0.08524568,0.09643084,0.06019804,0.592318,0.07104713,0.0008255686,0.0005021793,0.0007793891,0.09265311],"genre_candidate":"commentary","genre_consensus":"commentary","teacher_disagreement_score":0.02037824,"threshold_uncertainty_score":0.06817198,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01512767231968177,"score_gpt":0.2550983990903876,"score_spread":0.2399707267707059,"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."}}