{"id":"W4409181836","doi":"10.1111/trf.18213","title":"Potential military applications for a new freeze‐dried plasma","year":2025,"lang":"en","type":"review","venue":"Transfusion","topic":"Trauma, Hemostasis, Coagulopathy, Resuscitation","field":"Medicine","cited_by":4,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Medical emergency; Medicine; Military personnel; Blood transfusion; Intensive care medicine; Military medicine; Business; Computer security; Political science; Computer science; Law; Surgery","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true,"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":[0.0004599986,0.0003139276,0.0003053606,0.0008934133,0.0002317348,0.0006564488,0.0003536778,0.0008088925,0.003147666],"category_scores_gemma":[0.0004757459,0.0001472807,0.0004579559,0.0005928258,0.0002820526,0.001013103,0.000379859,0.0009060916,0.001068848],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003144086,"about_ca_system_score_gemma":0.0003637421,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0003989933,"about_ca_topic_score_gemma":0.0004620086,"domain_scores_codex":[0.9997447,0.00004288986,0.00002787141,0.0000427152,0.0001215972,0.00002021018],"domain_scores_gemma":[0.9998806,0.00005571354,0.00002109471,0.00000364173,0.00002951745,0.000009454275],"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":[0.0001813507,0.0001081297,0.00066035,0.01465055,0.00008570615,0.001900444,0.0004157184,0.0006753231,0.04945472,0.01639523,0.04365618,0.8718163],"study_design_scores_gemma":[0.00001296474,0.0002054968,0.0005070842,0.0009023012,0.00004284014,0.003552661,0.0000727244,0.0001903183,0.008567872,0.001712511,0.9842184,0.00001482239],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.003348384,0.9821093,0.002640305,0.002016496,0.0009394643,0.00002724905,0.00006498084,0.00004660929,0.008807184],"genre_scores_gemma":[0.01835296,0.9700753,0.003470405,0.001641264,0.0009259113,0.00004615951,0.0001897059,0.00001497546,0.005283289],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.003147666,"threshold_uncertainty_score":0.01052999,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03423812765770947,"score_gpt":0.3386677802720289,"score_spread":0.3044296526143195,"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."}}