{"id":"W2027223721","doi":"10.1007/s11940-012-0167-8","title":"Red Blood Cell Transfusion and Transfusion Alternatives in Traumatic Brain Injury","year":2012,"lang":"en","type":"article","venue":"Current Treatment Options in Neurology","topic":"Blood transfusion and management","field":"Medicine","cited_by":23,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of Calgary","funders":"","keywords":"Medicine; Traumatic brain injury; Neurology; Intensive care medicine; Blood transfusion; Neurosurgery; Emergency medicine; Surgery; Psychiatry","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":[],"consensus_categories":[],"category_scores_codex":[0.0001931355,0.0002555334,0.000384714,0.0005579627,0.00006341744,0.000008272173,0.00006055859,0.000107718,0.000134806],"category_scores_gemma":[0.00001127748,0.0002169868,0.00009163062,0.0003079411,0.00008206716,0.0001243432,0.00001963157,0.000280221,0.00001096823],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00004295505,"about_ca_system_score_gemma":0.00002228013,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0000825629,"about_ca_topic_score_gemma":0.0002386176,"domain_scores_codex":[0.9984258,0.0002217312,0.0004038352,0.0003962848,0.0001434939,0.0004088157],"domain_scores_gemma":[0.9994454,0.00009661194,0.00004186754,0.0002436234,0.00001302378,0.0001595013],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.002424187,0.04768137,0.5635461,0.0008127511,0.0001943659,0.0002304063,0.01738348,0.00009712067,0.04265182,0.003576593,0.0003252253,0.3210766],"study_design_scores_gemma":[0.03179828,0.006157795,0.9323047,0.000263057,0.0007183272,0.0001829484,0.0004001992,0.00078952,0.005606516,0.0002863935,0.02096603,0.000526191],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9897541,0.002182375,0.0001313417,0.00498016,0.0004876919,0.001472782,0.00001113603,0.00005651937,0.0009238651],"genre_scores_gemma":[0.9751261,0.02386935,0.0002352244,0.0002701446,0.00006169296,0.0002683592,0.00003693196,0.00002343007,0.0001087613],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.3687586,"threshold_uncertainty_score":0.8848464,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04226204365775625,"score_gpt":0.3253839370413659,"score_spread":0.2831218933836096,"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."}}