{"id":"W2902936717","doi":"10.1097/htr.0000000000000451","title":"Performance Validity in Collegiate Football Athletes at Baseline Neurocognitive Testing","year":2018,"lang":"en","type":"article","venue":"Journal of Head Trauma Rehabilitation","topic":"Traumatic Brain Injury Research","field":"Medicine","cited_by":46,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Windsor","funders":"","keywords":"Neurocognitive; Concussion; Athletes; Neuropsychology; Psychology; Cognitive test; Incentive; Neuropsychological testing; Neuropsychological assessment; Test (biology); Cognition; Physical therapy; Physical medicine and rehabilitation; Medicine; Poison control; Injury prevention; Psychiatry; 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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.003074107,0.0004573077,0.0004820693,0.001416865,0.0004623133,0.0007956662,0.0006826206,0.0009808658,0.001304201],"category_scores_gemma":[0.01889897,0.0002489865,0.0003539484,0.0008381467,0.0006899596,0.0005831457,0.001101017,0.0005297574,0.0003884879],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0004404949,"about_ca_system_score_gemma":0.0004881656,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.004558324,"about_ca_topic_score_gemma":0.004581715,"domain_scores_codex":[0.9972759,0.0004819623,0.0003262484,0.0004437786,0.00110492,0.0003672838],"domain_scores_gemma":[0.9921709,0.001617469,0.00394161,0.0003245728,0.001328359,0.0006170321],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00006100577,0.00005670561,0.9983574,0.000007253716,0.00001674486,0.000040206,0.00008028148,0.00002264735,0.000120146,0.000007240031,0.00002834511,0.001202019],"study_design_scores_gemma":[0.000002449168,0.0001522692,0.999456,0.000006106204,0.000005670489,0.0001409952,0.00006661031,0.00005909676,0.00006295366,0.000008603872,0.00003748102,0.000001722354],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9994319,0.00008831022,0.0000560633,0.00001618338,0.000003423509,0.00001063327,0.00004998266,0.000002642749,0.0003408429],"genre_scores_gemma":[0.9996594,0.00002457192,0.00005335554,0.00001366149,0.000004939993,0.000008986831,0.0001456736,0.000001358077,0.00008806856],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.004558324,"threshold_uncertainty_score":0.01625764,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1312636886767015,"score_gpt":0.3722259060801426,"score_spread":0.2409622174034411,"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."}}