{"id":"W4416690686","doi":"10.1016/j.tmrv.2025.150934","title":"New Horizons in Transfusion Medicine","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":[0.002298727,0.000604202,0.002119576,0.001213949,0.0001468192,0.000008607853,0.0003182542,0.0003139225,0.002629149],"category_scores_gemma":[0.0009749252,0.0004185639,0.0002808692,0.003045428,0.0002699004,0.0001636246,0.00002510034,0.0008809834,0.0001255316],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002613027,"about_ca_system_score_gemma":0.0003831401,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.003734049,"about_ca_topic_score_gemma":0.004479905,"domain_scores_codex":[0.9950543,0.0004060436,0.002117005,0.0009254178,0.0008767527,0.0006204987],"domain_scores_gemma":[0.9978148,0.0003570568,0.0001940552,0.0009485967,0.0001701039,0.0005154325],"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":[0.0006083256,0.0001983487,0.0119456,0.001820304,0.00003968424,0.00008508122,0.002875102,0.000002115184,0.04713344,0.001398767,0.0485371,0.8853561],"study_design_scores_gemma":[0.02689118,0.002743566,0.1306767,0.03406161,0.001501384,0.0001464323,0.001716717,0.0001510299,0.002491096,0.001878693,0.7969958,0.0007457481],"study_design_candidate":"design_other","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.2406277,0.2750472,0.113844,0.2193128,0.005261783,0.01465438,0.00001392606,0.0007609243,0.1304773],"genre_scores_gemma":[0.03232887,0.9464682,0.004667855,0.00637116,0.001402114,0.0002451284,0.0001994876,0.0001059475,0.008211229],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.8846104,"threshold_uncertainty_score":0.9998266,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04330779141783209,"score_gpt":0.3574536374073489,"score_spread":0.3141458459895168,"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."}}