{"id":"W3123574426","doi":"10.1097/shk.0000000000001719","title":"Limitations of Available Blood Products for Massive Transfusion During Mass Casualty Events at US Level 1 Trauma Centers","year":2021,"lang":"en","type":"article","venue":"Shock","topic":"Trauma, Hemostasis, Coagulopathy, Resuscitation","field":"Medicine","cited_by":17,"is_retracted":false,"has_abstract":true,"ca_institutions":"Canadian Armed Forces; University of Calgary; Ottawa Hospital; Foothills Medical Centre; University of Ottawa","funders":"","keywords":"Blood product; Blood transfusion; Whole blood; Mass Casualty; 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":[0.002783943,0.0005053279,0.0003484635,0.0005208378,0.0004514442,0.001602232,0.001215552,0.0006358724,0.002872428],"category_scores_gemma":[0.009834525,0.0003906385,0.0006480124,0.0007320658,0.0002805676,0.0008552545,0.0008497062,0.0004719367,0.0002275956],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002150687,"about_ca_system_score_gemma":0.00256574,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.02461519,"about_ca_topic_score_gemma":0.01430488,"domain_scores_codex":[0.9985287,0.0005910976,0.0001365626,0.0002055784,0.0002945052,0.0002435523],"domain_scores_gemma":[0.9942811,0.003024334,0.001498426,0.0003096203,0.0005726943,0.0003138106],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"simulation_or_modeling","study_design_gemma":"observational","study_design_scores_codex":[0.0005418807,0.0003081044,0.4382206,0.000192706,0.0002525852,0.0004204424,0.0003699145,0.5418919,0.001661856,0.001534731,0.001471688,0.01313354],"study_design_scores_gemma":[0.0001207791,0.00103057,0.1805504,0.0001940518,0.0001759436,0.0006675765,0.001607717,0.8079985,0.002524258,0.002300218,0.002768466,0.00006143294],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9931397,0.0001631593,0.003984882,0.0002742698,0.00001158005,0.00006365458,0.0008269421,0.00004487638,0.001491064],"genre_scores_gemma":[0.9980926,0.00008029586,0.001105704,0.00003683765,0.000002837235,0.00002822615,0.0004993528,0.00000354085,0.0001506291],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.02461519,"threshold_uncertainty_score":0.04894382,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1260936737267297,"score_gpt":0.2836848827215666,"score_spread":0.1575912089948369,"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."}}