{"id":"W3164260186","doi":"10.1007/s00415-021-10566-x","title":"Saliva RNA biomarkers predict concussion duration and detect symptom recovery: a comparison with balance and cognitive testing","year":2021,"lang":"en","type":"article","venue":"Journal of Neurology","topic":"Traumatic Brain Injury Research","field":"Medicine","cited_by":32,"is_retracted":false,"has_abstract":true,"ca_institutions":"Alberta Children's Hospital; University of Calgary","funders":"Pennsylvania State University; National Institute of Neurological Disorders and Stroke; Quadrant Biosciences; State University of New York; University of Pennsylvania","keywords":"Concussion; Balance (ability); Cognition; Traumatic brain injury; Medicine; Effects of sleep deprivation on cognitive performance; Balance problems; Cognitive test; Physical medicine and rehabilitation; Poison control; Physical therapy; Internal medicine; Injury prevention; Psychiatry; Emergency medicine","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":[0.001928246,0.001072224,0.0007413674,0.001263087,0.000198533,0.0009325054,0.0003792054,0.0008410545,0.001036207],"category_scores_gemma":[0.006439619,0.0002597906,0.0007204895,0.0004889714,0.0002582503,0.0005457774,0.0005145562,0.0004605409,0.000544773],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000313291,"about_ca_system_score_gemma":0.000364306,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001891413,"about_ca_topic_score_gemma":0.002322263,"domain_scores_codex":[0.9992962,0.0002139206,0.00007356494,0.0001920302,0.0001706467,0.00005369381],"domain_scores_gemma":[0.9978934,0.0007976567,0.0006852513,0.0001118332,0.0003842005,0.0001277145],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.001361138,0.0001786408,0.9764588,0.00006653302,0.0004842618,0.00004608366,0.00006130653,0.001668348,0.002798966,0.00001772753,0.0001317811,0.01672643],"study_design_scores_gemma":[0.00004568104,0.001521243,0.9764035,0.00004449077,0.0002502469,0.0003240363,0.0001548276,0.01896986,0.001828396,0.0001134915,0.0003246939,0.00001937493],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9954475,0.001207893,0.002070507,0.00009682052,0.00001873042,0.00004119918,0.0004926499,0.0000515169,0.0005731622],"genre_scores_gemma":[0.997466,0.0002752726,0.001257197,0.00004335768,0.00001893604,0.00002598092,0.0005878026,0.000006288847,0.0003192682],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.001928246,"threshold_uncertainty_score":0.01019764,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04480032296133885,"score_gpt":0.3205557924324182,"score_spread":0.2757554694710793,"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."}}