{"id":"W2410255105","doi":"10.1503/cjs.012614","title":"Fresh whole blood transfusion capability for Special Operations Forces","year":2015,"lang":"en","type":"review","venue":"Canadian Journal of Surgery","topic":"Trauma, Hemostasis, Coagulopathy, Resuscitation","field":"Medicine","cited_by":46,"is_retracted":false,"has_abstract":true,"ca_institutions":"Sunnybrook Hospital; Royal College of Physicians and Surgeons of Canada; McGill University Health Centre; Canadian Armed Forces; Sunnybrook Health Science Centre","funders":"","keywords":"Medicine; Blood transfusion; Retrospective cohort study; Blood bank; Tertiary care; Intensive care medicine; Emergency medicine; Surgery","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":true,"about_ca":false,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.001846322,0.0003510512,0.002173346,0.001040009,0.0002020867,0.00009297436,0.0001838783,0.0003848801,0.0002434724],"category_scores_gemma":[0.001516488,0.0002965323,0.001206093,0.0004340512,0.000135016,0.0002354794,0.000005192853,0.00055902,0.00001318456],"about_ca_system_candidate":true,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0006604911,"about_ca_system_score_gemma":0.0187476,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001032786,"about_ca_topic_score_gemma":0.05181044,"domain_scores_codex":[0.9971859,0.0001806377,0.001484089,0.0002849182,0.0004002567,0.0004642],"domain_scores_gemma":[0.9961931,0.0005226413,0.0004271048,0.00032899,0.001101881,0.001426274],"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":[0.00004028551,0.00006852201,0.0004527894,0.006233721,0.0002975598,0.000327691,0.0004090164,0.000005638519,0.000003062617,0.00003466257,0.04636403,0.9457631],"study_design_scores_gemma":[0.0005339462,0.0001361954,0.0002533069,0.007315343,0.002056089,0.0007381046,0.000174061,0.000002022862,0.000006238018,0.00006720799,0.988461,0.0002565324],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.003623821,0.9899886,0.000107107,0.0005757961,0.00314742,0.00119355,0.0008562312,0.00001055878,0.0004969664],"genre_scores_gemma":[0.0006657006,0.9904616,0.000738214,0.0001165178,0.007012872,0.00005368365,0.0005040812,0.0001054051,0.0003418606],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.9455065,"threshold_uncertainty_score":0.9999487,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1246675527415844,"score_gpt":0.3386093226879556,"score_spread":0.2139417699463713,"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."}}