{"id":"W4225870702","doi":"10.3389/fneur.2022.831792","title":"A Distinct Metabolite Signature in Military Personnel Exposed to Repetitive Low-Level Blasts","year":2022,"lang":"en","type":"article","venue":"Frontiers in Neurology","topic":"Traumatic Brain Injury Research","field":"Medicine","cited_by":10,"is_retracted":false,"has_abstract":true,"ca_institutions":"Canadian Armed Forces; Children's Hospital of Eastern Ontario; Lawson Health Research Institute; Dalhousie University; University of Toronto; Defence Research and Development Canada; University of Ottawa; Vector Institute; Western University","funders":"Ministère de la Défense Nationale; Canadian Armed Forces","keywords":"Metabolite; Medicine; Receiver operating characteristic; Acetic acid; Metabolomics; Cohort; Creatine; Internal medicine; Chemistry; Chromatography; Biochemistry","routes":{"ca_aff":true,"ca_fund":true,"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":[0.0001898709,0.0003436659,0.0003161673,0.0006292828,0.0002210618,0.0003479084,0.0001149306,0.0003625315,0.0009290866],"category_scores_gemma":[0.0006473825,0.0001357919,0.0002293516,0.0003893297,0.000169033,0.0001263848,0.0002852578,0.0002180935,0.0002230294],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001089343,"about_ca_system_score_gemma":0.000116446,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001645493,"about_ca_topic_score_gemma":0.00179107,"domain_scores_codex":[0.9998872,0.00002061366,0.000009788185,0.00003455168,0.00002286078,0.00002489784],"domain_scores_gemma":[0.9997948,0.00003229062,0.00008694894,0.0000133462,0.00003625515,0.00003635219],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.004196699,0.0002604817,0.8286627,0.0001303132,0.0002080422,0.001061805,0.0006044143,0.0002705934,0.1408721,0.00005994867,0.0003011563,0.02337169],"study_design_scores_gemma":[0.00001044038,0.0008355625,0.9951504,0.000009841178,0.00003786967,0.0008254921,0.0002869918,0.0003227166,0.0022739,0.00004051795,0.0001996209,0.000006648994],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9992875,0.0002081181,0.0001779454,0.00002305102,0.000003791968,0.000007258362,0.0001281107,0.000006534461,0.0001577287],"genre_scores_gemma":[0.9992411,0.0001293787,0.0002038082,0.0000284453,0.000007089758,0.000007533877,0.0001961695,0.00000243716,0.0001839595],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.001645493,"threshold_uncertainty_score":0.003271878,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03234776435747862,"score_gpt":0.2794704240914208,"score_spread":0.2471226597339422,"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."}}