{"id":"W2921022876","doi":"10.1016/j.surg.2018.12.023","title":"Sex-based differences in transfusion need after severe injury: Findings of the PROPPR study","year":2019,"lang":"en","type":"article","venue":"Surgery","topic":"Trauma, Hemostasis, Coagulopathy, Resuscitation","field":"Medicine","cited_by":25,"is_retracted":false,"has_abstract":false,"ca_institutions":"","funders":"National Heart, Lung, and Blood Institute; Institute of Circulatory and Respiratory Health; Canadian Institutes of Health Research","keywords":"Medicine; Blood transfusion; Medical emergency; Intensive care medicine; Emergency medicine; Surgery","routes":{"ca_aff":false,"ca_fund":true,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0006861803,0.0002374138,0.0003358161,0.0004519683,0.000288255,0.000699985,0.0003976399,0.0005743073,0.001943895],"category_scores_gemma":[0.002991584,0.0002448586,0.0005998634,0.0009425154,0.0003072532,0.0006262165,0.0004487006,0.0007683881,0.000199699],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001321031,"about_ca_system_score_gemma":0.0002562071,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001901125,"about_ca_topic_score_gemma":0.001808388,"domain_scores_codex":[0.9995584,0.0001425388,0.0000471778,0.00009348949,0.0000729014,0.00008542347],"domain_scores_gemma":[0.9983321,0.0004099573,0.0007305143,0.0001527461,0.0001039763,0.0002707432],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.001016579,0.00009756089,0.9958233,0.0000163156,0.0001897343,0.0002147614,0.0002289745,0.00001848588,0.000379039,0.00006679866,0.0001418085,0.001806527],"study_design_scores_gemma":[0.00003572928,0.0002202241,0.9989089,0.00000461128,0.00005707699,0.0002274506,0.0002811165,0.00003672422,0.00003920825,0.00004392652,0.0001416199,0.00000345442],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9987869,0.0002409599,0.00005040419,0.00008752377,0.00001003315,0.00000410395,0.0002310933,0.000001359029,0.0005876695],"genre_scores_gemma":[0.9994298,0.000116227,0.00002660339,0.00004713822,0.00001676726,0.000004181378,0.0001591102,0.000003245312,0.0001967766],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.001943895,"threshold_uncertainty_score":0.006502926,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01913642364947933,"score_gpt":0.249376781954445,"score_spread":0.2302403583049657,"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."}}