{"id":"W2115433360","doi":"10.1080/13854040903074652","title":"An Integrated Review of Recovery after Mild Traumatic Brain Injury (MTBI): Implications for Clinical Management","year":2009,"lang":"en","type":"review","venue":"The Clinical Neuropsychologist","topic":"Traumatic Brain Injury Research","field":"Medicine","cited_by":415,"is_retracted":false,"has_abstract":true,"ca_institutions":"BC Mental Health & Substance Use Services; University of British Columbia","funders":"","keywords":"Traumatic brain injury; Neuropsychology; Neuroimaging; Concussion; Psychology; Neuropsychological assessment; Medicine; Physical medicine and rehabilitation; Cognition; Psychiatry; Poison control; Injury prevention; 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","research_integrity"],"consensus_categories":[],"category_scores_codex":[0.01244822,0.0007576199,0.005084078,0.0002551272,0.0001094449,0.00004886689,0.001975502,0.0007614151,0.0002707443],"category_scores_gemma":[0.007003064,0.0004435391,0.003239443,0.001118091,0.001460748,0.00007809644,0.000177262,0.002585336,0.0002159676],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00007911596,"about_ca_system_score_gemma":0.0003639381,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000002543904,"about_ca_topic_score_gemma":0.000002060799,"domain_scores_codex":[0.9863648,0.004215918,0.006713351,0.001527298,0.0004944195,0.0006841956],"domain_scores_gemma":[0.9830403,0.009457028,0.001710481,0.004943941,0.000367453,0.0004807602],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[0.000613659,0.001656813,0.00003023367,0.04634387,0.0004670097,0.00001350431,0.00000364404,1.412235e-8,6.15595e-8,0.0001164913,0.1338774,0.8168773],"study_design_scores_gemma":[0.0009811296,0.005637642,0.0128822,0.07936308,0.003167385,0.00007683294,0.000007965022,0.000001642719,2.390415e-8,0.0004962374,0.8970249,0.0003609539],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.00007641609,0.9704798,0.0005371486,0.01415486,0.0008104562,0.01142461,0.0005819201,0.0001652827,0.001769549],"genre_scores_gemma":[0.00001775858,0.9709066,0.00393288,0.02138094,0.0005422294,0.001494687,0.0005131457,0.0001524507,0.001059289],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.8165164,"threshold_uncertainty_score":0.9998016,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.5315652246266586,"score_gpt":0.6125065104989028,"score_spread":0.08094128587224425,"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."}}