{"id":"W2062839798","doi":"10.1016/j.ajem.2009.04.027","title":"Assessing response to changing plasma/red cell ratios in a bleeding trauma patient","year":2009,"lang":"en","type":"article","venue":"The American Journal of Emergency Medicine","topic":"Trauma, Hemostasis, Coagulopathy, Resuscitation","field":"Medicine","cited_by":1,"is_retracted":false,"has_abstract":false,"ca_institutions":"Sunnybrook Health Science Centre; Canadian Armed Forces; Health Sciences Centre","funders":"","keywords":"Medicine; Fresh frozen plasma; Bleed; Coagulopathy; Clotting factor; Hemostatics; Packed red blood cells; Coagulation; Surgery; Internal medicine; Hemostasis; Platelet; Blood transfusion","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":[0.0006823182,0.0005494755,0.0009078922,0.0009580334,0.0005168976,0.0009227554,0.0005087199,0.001300721,0.001568806],"category_scores_gemma":[0.004335652,0.0002417161,0.000502898,0.0006872651,0.0004499961,0.0005648774,0.000353283,0.001929965,0.000442969],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0005172547,"about_ca_system_score_gemma":0.0004002278,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001386654,"about_ca_topic_score_gemma":0.001120346,"domain_scores_codex":[0.9993956,0.0001875479,0.00008972579,0.000106695,0.0001275314,0.00009301212],"domain_scores_gemma":[0.9983565,0.0006853013,0.0002718883,0.00005849923,0.0001751861,0.0004524764],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.01400818,0.001500709,0.9227469,0.0001454412,0.0002183438,0.01334482,0.000817867,0.001397639,0.01676651,0.0001261346,0.001331649,0.02759583],"study_design_scores_gemma":[0.00032663,0.03242819,0.8995298,0.00009150903,0.0005498743,0.02631006,0.003145751,0.01313957,0.02209822,0.0005409101,0.001711052,0.0001284732],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9974939,0.000304772,0.0004627137,0.0003350571,0.00005217815,0.00005328212,0.0001278968,0.00003747729,0.001132758],"genre_scores_gemma":[0.9983826,0.0002547944,0.0006405033,0.000286927,0.00005812737,0.00002349367,0.00009748094,0.000008009862,0.0002481136],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.001568806,"threshold_uncertainty_score":0.005248129,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04724010414592472,"score_gpt":0.3548395995285398,"score_spread":0.3075994953826151,"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."}}