{"id":"W4396890469","doi":"10.3390/life14050619","title":"Dried Plasma for Major Trauma: Past, Present, and Future","year":2024,"lang":"en","type":"article","venue":"Life","topic":"Trauma, Hemostasis, Coagulopathy, Resuscitation","field":"Medicine","cited_by":16,"is_retracted":false,"has_abstract":true,"ca_institutions":"St. Michael's Hospital; Health Sciences Centre; University of Toronto; Sunnybrook Health Science Centre; Defence Research and Development Canada","funders":"","keywords":"Context (archaeology); Medicine; Intensive care medicine; Fresh frozen plasma; Blood transfusion; Surgery; Internal medicine; Biology","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":[0.0001273792,0.0001377325,0.0002054726,0.0001040668,0.00006353722,0.00006262618,0.00004862406,0.0001143776,0.00005400764],"category_scores_gemma":[0.00004613554,0.0001173774,0.00007599828,0.0001680255,0.00004248112,0.0001041699,0.00001895261,0.0001478333,0.00003767872],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00002969696,"about_ca_system_score_gemma":0.00006984656,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000006226308,"about_ca_topic_score_gemma":0.000009310896,"domain_scores_codex":[0.9990359,0.00001941544,0.0002045764,0.0003129097,0.0002008139,0.0002263638],"domain_scores_gemma":[0.9993773,0.0001571743,0.00002815301,0.0001840843,0.00005408715,0.0001992333],"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":[0.001196654,0.0001896367,0.004009849,0.002763314,0.0003793202,0.0001306657,0.004295061,0.000003571027,0.003795358,0.006308084,0.3591874,0.6177411],"study_design_scores_gemma":[0.002944759,0.0003505641,0.05099988,0.000154218,0.0002481967,0.00005719837,0.001071364,0.001938612,0.003265189,0.0005792609,0.9381875,0.0002032928],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9234738,0.004630378,0.0009309585,0.06104376,0.001917633,0.001524309,0.00013915,0.0004301461,0.005909917],"genre_scores_gemma":[0.9836035,0.00008120925,0.003861056,0.0007083749,0.008536257,0.0001580765,0.000119954,0.00006364584,0.002867885],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.6175378,"threshold_uncertainty_score":0.4786513,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02179373777050636,"score_gpt":0.2941664722972322,"score_spread":0.2723727345267258,"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."}}