{"id":"W2101232260","doi":"10.1186/cc11431","title":"Association of hemoglobin concentration and mortality in critically ill patients with severe traumatic brain injury","year":2012,"lang":"en","type":"article","venue":"Critical Care","topic":"Hemoglobin structure and function","field":"Biochemistry, Genetics and Molecular Biology","cited_by":131,"is_retracted":false,"has_abstract":true,"ca_institutions":"Vancouver Coastal Health; Vancouver General Hospital; University of British Columbia","funders":"","keywords":"Medicine; Critically ill; Traumatic brain injury; Intensive care medicine; Critical illness; Emergency medicine; Hemoglobin; Internal medicine; 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":[0.0001096782,0.00008566658,0.000118759,0.00001017959,0.00002598335,0.00001029346,0.00003105381,0.0001468452,0.00001688698],"category_scores_gemma":[0.001124553,0.00007638831,0.00002259549,0.00005339941,0.00006294617,0.0000153433,0.00001853619,0.00006872667,7.710545e-7],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00004190887,"about_ca_system_score_gemma":0.00002531705,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000009714142,"about_ca_topic_score_gemma":0.00002699814,"domain_scores_codex":[0.9992719,0.00007202916,0.0001669662,0.0001412288,0.0001483871,0.0001995294],"domain_scores_gemma":[0.9992203,0.00003946296,0.00002748749,0.0001041658,0.0005285649,0.00008002167],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00005746198,0.00005834147,0.9903616,0.0001446861,0.00001240808,2.578763e-7,0.0002363174,6.954622e-7,0.006796451,0.0003926819,0.0003031168,0.001635944],"study_design_scores_gemma":[0.0006702058,0.0002862481,0.9862257,0.0000269712,0.00004298264,0.000001605636,0.0006345078,0.00000692909,0.01137362,0.0001040587,0.0004839741,0.0001432484],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9982228,0.0001532276,0.0002837574,0.0002230053,0.00009458468,0.0001386513,0.00006942758,0.000004598289,0.0008099668],"genre_scores_gemma":[0.9986203,0.000002972984,0.0002690943,0.0008399893,0.00007337405,0.000007340645,0.0001678363,0.000007389725,0.00001171713],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.004577165,"threshold_uncertainty_score":0.3115025,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.008627015325565538,"score_gpt":0.2720611303664374,"score_spread":0.2634341150408719,"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."}}