{"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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.001538062,0.001423188,0.00119252,0.004324635,0.0008425355,0.003652907,0.000636317,0.002213422,0.1397902],"category_scores_gemma":[0.007352666,0.0005444895,0.0008346627,0.003453224,0.0006009652,0.001633377,0.001616605,0.002176867,0.06166711],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001055227,"about_ca_system_score_gemma":0.002825045,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002230456,"about_ca_topic_score_gemma":0.00740134,"domain_scores_codex":[0.9986111,0.0003285078,0.0001957715,0.0001202696,0.0006110231,0.0001332751],"domain_scores_gemma":[0.9966339,0.0009497506,0.0004505801,0.0001601719,0.001279583,0.0005259642],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00005515408,0.00004214485,0.0001659673,0.001935288,0.00002669858,0.00006446905,0.00002691366,0.00005174294,0.0003131861,0.001377325,0.8656674,0.1302737],"study_design_scores_gemma":[0.00001192277,0.0000170119,0.0003466514,0.00113114,0.00001159422,0.0000723019,0.00001685514,0.00000783224,0.00002906461,0.0002235213,0.9981281,0.000004028067],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.0004490459,0.6579171,0.0003765526,0.0186499,0.1432653,0.0001083138,0.00078774,0.0002461042,0.1781999],"genre_scores_gemma":[0.002973195,0.5301234,0.001080168,0.02010848,0.09792803,0.0001197871,0.001715916,0.0001162246,0.3458349],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.1397902,"threshold_uncertainty_score":0.4676447,"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."}}