{"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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.005534516,0.0002545024,0.001072616,0.0002401714,0.0002722756,0.001444969,0.000475063,0.0006861289,0.002963268],"category_scores_gemma":[0.01376021,0.0001005153,0.0009958878,0.0004748269,0.0007043285,0.001165944,0.0004754193,0.001580267,0.0002840298],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0004308484,"about_ca_system_score_gemma":0.0007568016,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0003336784,"about_ca_topic_score_gemma":0.000844448,"domain_scores_codex":[0.996964,0.001486588,0.0006626176,0.0002821829,0.0004346075,0.0001699931],"domain_scores_gemma":[0.9913105,0.005799526,0.001450193,0.0005022818,0.0005037569,0.000433761],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"observational","study_design_scores_codex":[0.3122221,0.003670913,0.09340116,0.009951361,0.008148292,0.0006067866,0.0009834092,0.0008532535,0.008739539,0.01130114,0.01382692,0.5362952],"study_design_scores_gemma":[0.07206746,0.1863052,0.4400072,0.01956823,0.03941049,0.003554582,0.003526793,0.00434053,0.02910855,0.04635293,0.1552696,0.0004884266],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8729046,0.07682766,0.005497082,0.01790209,0.005206235,0.0006657123,0.0008233364,0.00005994014,0.02011338],"genre_scores_gemma":[0.9722591,0.01179973,0.003152453,0.008099613,0.003104885,0.0003121387,0.0003638638,0.00002279616,0.0008854076],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.005534516,"threshold_uncertainty_score":0.02926964,"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."}}