{"id":"W3164670331","doi":"10.1038/s41398-021-01467-8","title":"Teasing apart trauma: neural oscillations differentiate individual cases of mild traumatic brain injury from post-traumatic stress disorder even when symptoms overlap","year":2021,"lang":"en","type":"article","venue":"Translational Psychiatry","topic":"Traumatic Brain Injury Research","field":"Medicine","cited_by":22,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Ottawa; Canadian Armed Forces; Health Sciences Centre; Sunnybrook Health Science Centre; Dalhousie University; University of Toronto; Defence Research and Development Canada; SickKids Foundation; Mental Health Research Canada; Hospital for Sick Children","funders":"Canadian Institute for Military and Veteran Health Research","keywords":"Concussion; Traumatic brain injury; Magnetoencephalography; Psychology; Context (archaeology); Neural correlates of consciousness; Neuroscience; Traumatic stress; Amygdala; Poison control; Neuroimaging; Clinical psychology; Psychiatry; Audiology; Injury prevention; Medicine; Electroencephalography; Cognition","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":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0003141168,0.0004775174,0.0008555479,0.0003879801,0.0002739849,0.0000972346,0.000322457,0.0002721765,0.002517502],"category_scores_gemma":[0.000224283,0.0004625949,0.000494651,0.0005841741,0.0002779775,0.0003710306,0.00004651023,0.000652533,0.00003804113],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00005153148,"about_ca_system_score_gemma":0.0006504555,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0004258811,"about_ca_topic_score_gemma":0.001690893,"domain_scores_codex":[0.9953207,0.0003974763,0.001348612,0.0006901018,0.001645263,0.0005978729],"domain_scores_gemma":[0.997063,0.001253483,0.0002846758,0.0007312393,0.0003383834,0.000329196],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.001427458,0.005385648,0.9185687,0.002565732,0.00294248,0.00004631389,0.0240086,0.0007811134,0.003034887,0.004020935,0.002871856,0.03434623],"study_design_scores_gemma":[0.004244734,0.0004443655,0.9796754,0.001065748,0.0006518608,0.0001005488,0.004667093,0.003954763,0.0002393645,0.004390332,0.0000906163,0.0004752399],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9793559,0.001650969,0.0008718407,0.01223902,0.0006113371,0.0009199504,0.003544802,0.0001255478,0.0006805975],"genre_scores_gemma":[0.9875075,0.00001034185,0.008335604,0.0007118299,0.0003439411,0.00005345429,0.002742748,0.00009670942,0.0001978792],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.0611066,"threshold_uncertainty_score":0.9997826,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0703215458641254,"score_gpt":0.3464823549206839,"score_spread":0.2761608090565585,"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."}}