{"id":"W4408613134","doi":"10.1089/neur.2025.0008","title":"Liberal Versus Restrictive Transfusion Trigger after Acute Brain Injury: More than Just Higher Blood Oxygen Content","year":2025,"lang":"en","type":"article","venue":"Neurotrauma Reports","topic":"Blood transfusion and management","field":"Medicine","cited_by":2,"is_retracted":false,"has_abstract":true,"ca_institutions":"Queen's University","funders":"","keywords":"Blood transfusion; Content (measure theory); Medicine; Intensive care medicine; Oxygen; Anesthesia; Internal medicine; Chemistry","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"],"consensus_categories":[],"category_scores_codex":[0.0001883425,0.0003851904,0.0005452291,0.0003461195,0.0001256054,0.00005056929,0.0001098671,0.0002092029,0.0004292279],"category_scores_gemma":[0.00004575851,0.0003262866,0.000365412,0.0005827368,0.00009601722,0.0001330245,0.00007775403,0.0004820812,0.00001426996],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00005944149,"about_ca_system_score_gemma":0.0001254707,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001656286,"about_ca_topic_score_gemma":0.00005930791,"domain_scores_codex":[0.9972974,0.00008178796,0.000701669,0.0008640366,0.0005867209,0.0004683859],"domain_scores_gemma":[0.9985878,0.00006029716,0.0001334817,0.0008251882,0.0001422835,0.0002508839],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"observational","study_design_scores_codex":[0.08559391,0.01278429,0.08492982,0.001727041,0.01137193,0.1368055,0.004859377,0.00001518028,0.2844975,0.003566192,0.2962173,0.0776319],"study_design_scores_gemma":[0.01164947,0.001687229,0.8587822,0.0003097341,0.003278031,0.0003433268,0.0001857301,0.000008121621,0.0191329,0.00008905654,0.1040764,0.0004578488],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9426262,0.0001926114,0.00003652109,0.025026,0.002322922,0.002041418,0.00001575811,0.0002868386,0.02745168],"genre_scores_gemma":[0.9567957,0.0003362955,0.0001067234,0.007157314,0.0001705196,0.0003319582,0.00003696174,0.00005783682,0.03500671],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.7738523,"threshold_uncertainty_score":0.9999189,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04299459220628118,"score_gpt":0.3132228498363647,"score_spread":0.2702282576300835,"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."}}