{"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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00115506,0.0006582682,0.0009946437,0.00339796,0.000415871,0.001462732,0.0008530258,0.001142342,0.004722993],"category_scores_gemma":[0.004293843,0.000198062,0.001119982,0.002527286,0.0005040613,0.001251715,0.0006930785,0.00102956,0.0009501138],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0008328215,"about_ca_system_score_gemma":0.002640598,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.004463597,"about_ca_topic_score_gemma":0.00565237,"domain_scores_codex":[0.9992816,0.0001447432,0.0002016307,0.00007906128,0.0002540384,0.0000389195],"domain_scores_gemma":[0.9985381,0.0007464442,0.0003547032,0.00003850801,0.0002706984,0.00005153777],"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":[0.0001076506,0.00006328006,0.00182265,0.05154948,0.0002914508,0.0002950827,0.0001507828,0.0001496486,0.0004300529,0.002050851,0.02497884,0.9181103],"study_design_scores_gemma":[0.00006830243,0.0002719715,0.01439878,0.08508505,0.001402327,0.007071993,0.0005818272,0.0002252857,0.0009853553,0.002250673,0.8875967,0.00006176098],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.0003917837,0.9979259,0.00008528948,0.0003345542,0.0001348422,0.00001083666,0.00004410659,0.000005308383,0.001067364],"genre_scores_gemma":[0.003916046,0.9950719,0.0002944934,0.0002325415,0.0001260545,0.00001345959,0.00007233111,0.000001819511,0.0002712648],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.004722993,"threshold_uncertainty_score":0.01579994,"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."}}