{"id":"W7115175267","doi":"10.1016/j.tmrv.2025.150956","title":"Transfusion Medicine Reviews in 2026","year":2025,"lang":"en","type":"article","venue":"Transfusion Medicine Reviews","topic":"Trauma, Hemostasis, Coagulopathy, Resuscitation","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"Kingston Health Sciences Centre; Queen's University","funders":"","keywords":"","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":["metaepi_narrow","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.005622077,0.0008022629,0.003422645,0.001276719,0.0001893063,0.00001028174,0.0004128976,0.0003688757,0.003088781],"category_scores_gemma":[0.002002525,0.0005322393,0.000441734,0.003553266,0.0004441353,0.0002031605,0.00003498574,0.001115751,0.0002869352],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003256685,"about_ca_system_score_gemma":0.0002100134,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001673807,"about_ca_topic_score_gemma":0.003365159,"domain_scores_codex":[0.9926895,0.0009604961,0.003461741,0.00118652,0.0009527026,0.0007489703],"domain_scores_gemma":[0.9972361,0.0004094733,0.0003649742,0.001312489,0.0002295007,0.0004474731],"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":[0.0005792146,0.0003550345,0.01214973,0.005980253,0.00003790941,0.00009518155,0.002993025,0.000001605674,0.04265897,0.0006204317,0.05873602,0.8757926],"study_design_scores_gemma":[0.01184009,0.001137111,0.03897559,0.0422914,0.0009674493,0.00009105989,0.0007011118,0.0001136443,0.0008145956,0.0004992951,0.902056,0.0005126738],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.1042689,0.6879039,0.01580918,0.09214207,0.003398088,0.01637916,0.00001225692,0.0004029693,0.07968339],"genre_scores_gemma":[0.00562171,0.9802759,0.001365952,0.007446742,0.0007009116,0.0004827231,0.0001740141,0.00007103701,0.003860977],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.87528,"threshold_uncertainty_score":0.9997129,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.05812594914359098,"score_gpt":0.3726557696369986,"score_spread":0.3145298204934076,"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."}}