{"id":"W4391882696","doi":"10.1080/00325481.2024.2320080","title":"Plasma: indications, controversies, and opportunities","year":2024,"lang":"en","type":"article","venue":"Postgraduate Medicine","topic":"Trauma, Hemostasis, Coagulopathy, Resuscitation","field":"Medicine","cited_by":3,"is_retracted":false,"has_abstract":true,"ca_institutions":"Queen's University","funders":"","keywords":"Medicine; Fresh frozen plasma; Coagulopathy; Dosing; Intensive care medicine; Warfarin; Coagulation; Transfusion medicine; Coagulation testing; Blood product; Blood transfusion; Surgery; Pharmacology; Internal medicine","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":[0.0004128966,0.0002140365,0.0003738196,0.0004412453,0.0001025714,0.00003633641,0.0000690415,0.00008325075,0.0001379629],"category_scores_gemma":[0.0005762592,0.0001658046,0.00004658796,0.0002733852,0.0004051405,0.0001660387,0.00003488105,0.0002673045,0.00006987657],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00009929339,"about_ca_system_score_gemma":0.0001864946,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00009388012,"about_ca_topic_score_gemma":0.00001893081,"domain_scores_codex":[0.9984918,0.00005102506,0.0003737795,0.0003534998,0.0004550305,0.0002748536],"domain_scores_gemma":[0.99876,0.0004963478,0.00006526781,0.0002594562,0.0001347477,0.0002842207],"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":[0.0004785397,0.0001494413,0.005837465,0.00165458,0.0005303124,0.001343213,0.007731095,7.79607e-7,0.006625922,0.05413166,0.1372794,0.7842376],"study_design_scores_gemma":[0.009867097,0.002621664,0.1093585,0.003794298,0.001900166,0.002154835,0.008544973,0.004134604,0.002276997,0.00541988,0.8491604,0.0007665642],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.5668299,0.03702608,0.0007596975,0.3659945,0.001628979,0.001207698,0.0001399021,0.0008371075,0.02557603],"genre_scores_gemma":[0.9885231,0.004394182,0.0003362355,0.002628123,0.0004337112,0.00003387506,0.0003644659,0.00004204853,0.003244212],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.783471,"threshold_uncertainty_score":0.6761316,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.06794456288292097,"score_gpt":0.3128601681099883,"score_spread":0.2449156052270674,"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."}}