{"id":"W2602456488","doi":"10.1186/s13049-017-0374-0","title":"Blood transfusion and coagulopathy in geriatric trauma patients","year":2017,"lang":"en","type":"article","venue":"Scandinavian Journal of Trauma Resuscitation and Emergency Medicine","topic":"Trauma, Hemostasis, Coagulopathy, Resuscitation","field":"Medicine","cited_by":25,"is_retracted":false,"has_abstract":true,"ca_institutions":"Institute for Clinical Evaluative Sciences; Sunnybrook Health Science Centre; Health Sciences Centre; St. Michael's Hospital; University of Alberta","funders":"","keywords":"Medicine; Coagulopathy; Injury Severity Score; Blood product; Geriatric trauma; Trauma center; Resuscitation; Blood transfusion; Packed red blood cells; Blunt trauma; Fresh frozen plasma; Demographics; Population; Emergency medicine; Internal medicine; Retrospective cohort study; Surgery; Poison control; Injury prevention; Platelet","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":[0.001154093,0.0003039307,0.0007206358,0.0008422833,0.0003715336,0.00003215062,0.0001943717,0.0001584365,0.0001904729],"category_scores_gemma":[0.000920111,0.0002427533,0.000117323,0.0003410573,0.0003020849,0.0005659503,0.00002479434,0.0004301051,0.000002113951],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00007357187,"about_ca_system_score_gemma":0.00005343727,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001372436,"about_ca_topic_score_gemma":0.0002047988,"domain_scores_codex":[0.9969966,0.0001350683,0.001392386,0.0003667803,0.0007497817,0.0003593195],"domain_scores_gemma":[0.9976907,0.00007953527,0.0008980255,0.0003249849,0.0005284546,0.000478275],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.001676336,0.0004360925,0.8137729,0.0004571339,0.00009032345,0.000122068,0.006250613,0.000002601322,0.002705788,0.0001216147,0.0006466873,0.1737179],"study_design_scores_gemma":[0.01531292,0.002612841,0.9771852,0.001081143,0.0003777286,0.000127757,0.001618661,0.00005865732,0.0003472707,0.0008032253,0.0002585504,0.0002160282],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9895325,0.002546648,0.0001228632,0.003161267,0.001764084,0.0005227901,0.0000120492,0.00001529244,0.002322532],"genre_scores_gemma":[0.9930747,0.005693561,0.0005322316,0.00004775637,0.0004181173,0.0000078744,0.00002185594,0.00003356273,0.0001703588],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1735018,"threshold_uncertainty_score":0.9899192,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0296718016768994,"score_gpt":0.3147576860333677,"score_spread":0.2850858843564683,"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."}}