{"id":"W4229453280","doi":"10.1038/s41467-022-30227-5","title":"Serum metabolome associated with severity of acute traumatic brain injury","year":2022,"lang":"en","type":"article","venue":"Nature Communications","topic":"Traumatic Brain Injury and Neurovascular Disturbances","field":"Medicine","cited_by":112,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Manitoba","funders":"Vetenskapsrådet; Örebro Universitet; European Commission; Academy of Medical Sciences; Academy of Finland; National Institute for Health and Care Research","keywords":"Traumatic brain injury; Metabolome; Medicine; Neurology; Cohort; Pathophysiology; Lipidome; Internal medicine; Cohort study; Bioinformatics; Lipid metabolism; Psychiatry; Biology; Metabolite","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":[0.000243145,0.000319105,0.0004114406,0.0008470967,0.0002326358,0.0005016015,0.0001409348,0.0002408908,0.0009727103],"category_scores_gemma":[0.0009912924,0.00009861864,0.0003063984,0.001132083,0.0001518444,0.0002107369,0.0005958232,0.0003058451,0.0001579475],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002146909,"about_ca_system_score_gemma":0.0002352612,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002096245,"about_ca_topic_score_gemma":0.002928778,"domain_scores_codex":[0.9997955,0.00003887632,0.00003664338,0.00005364001,0.00003693275,0.00003843938],"domain_scores_gemma":[0.9995709,0.00004147246,0.0002345429,0.00003752969,0.0000628558,0.00005275189],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.001395094,0.00004984002,0.9794714,0.00008448137,0.0004025567,0.0001850835,0.00006649408,0.0002337658,0.01057458,0.00004281989,0.000327633,0.00716629],"study_design_scores_gemma":[0.000006816076,0.0001181998,0.998171,0.000007498556,0.00006516204,0.0003185759,0.00005282214,0.0001767577,0.0007761058,0.00005136766,0.000250323,0.000005407424],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.995854,0.0008884202,0.0003041422,0.00006902948,0.00001030039,0.00001594838,0.002467874,0.00001397816,0.0003762841],"genre_scores_gemma":[0.996744,0.0004284773,0.0003180334,0.00004922612,0.00001688216,0.00001529644,0.002229183,0.000003748154,0.0001950834],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.002096245,"threshold_uncertainty_score":0.004168093,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02826062369442871,"score_gpt":0.3131366674370651,"score_spread":0.2848760437426364,"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."}}