{"id":"W2056598596","doi":"10.5298/1081-5937-41.4.07","title":"Managing Traumatic Brain Injury: Appropriate Assessment and a Rationale for Using Neurofeedback and Biofeedback to Enhance Recovery in Postconcussion Syndrome","year":2013,"lang":"en","type":"article","venue":"Biofeedback","topic":"Traumatic Brain Injury Research","field":"Medicine","cited_by":10,"is_retracted":false,"has_abstract":true,"ca_institutions":"ADD Centre","funders":"","keywords":"Neurofeedback; Traumatic brain injury; Concussion; Biofeedback; Physical medicine and rehabilitation; Medicine; Electroencephalography; Neuropsychology; Rehabilitation; Brain activity and meditation; Psychology; Physical therapy; Poison control; Injury prevention; Psychiatry; Cognition; Medical emergency","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":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.0008642782,0.0003563849,0.0006505615,0.0005427861,0.00015645,0.0001958426,0.0001604911,0.0001873184,0.0001781684],"category_scores_gemma":[0.0003179809,0.0003141978,0.00008092688,0.0005797186,0.0001506182,0.0004601227,0.0001955126,0.0003280082,0.00006524379],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002417285,"about_ca_system_score_gemma":0.0001953315,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0002079989,"about_ca_topic_score_gemma":0.00002541794,"domain_scores_codex":[0.9972069,0.0001664058,0.0007197344,0.0007829663,0.0004447971,0.0006791634],"domain_scores_gemma":[0.9983037,0.0005230619,0.0001529632,0.0004484299,0.0001571689,0.0004147388],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"observational","study_design_scores_codex":[0.002060257,0.001084672,0.02762506,0.006295549,0.0004088168,0.00009621489,0.004486559,0.00005470205,0.5573851,0.001199244,0.008764784,0.390539],"study_design_scores_gemma":[0.007591783,0.004059205,0.9133312,0.003766062,0.0001678661,0.0006762333,0.004716105,0.04550692,0.005415875,0.01226954,0.0009250793,0.001574188],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9712478,0.0001302466,0.00191015,0.02121636,0.0001695045,0.004916362,0.00003648596,0.00006089299,0.0003121935],"genre_scores_gemma":[0.9481274,0.0000463321,0.04829016,0.001928374,0.00008589082,0.0004332076,0.00003355791,0.00008452025,0.0009705458],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.8857061,"threshold_uncertainty_score":0.999931,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.06530562485718797,"score_gpt":0.3824484182410791,"score_spread":0.3171427933838912,"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."}}