{"id":"W2073893583","doi":"10.3389/fnhum.2014.00067","title":"Scale and pattern of atrophy in the chronic stages of moderate-severe TBI","year":2014,"lang":"en","type":"article","venue":"Frontiers in Human Neuroscience","topic":"Traumatic Brain Injury Research","field":"Medicine","cited_by":97,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Toronto; Toronto Rehabilitation Institute","funders":"Canada Research Chairs; Ontario Neurotrauma Foundation","keywords":"Atrophy; Traumatic brain injury; Corpus callosum; Glasgow Coma Scale; Brain size; White matter; Ventricle; Cardiology; Medicine; Glasgow Outcome Scale; Internal medicine; Diffuse axonal injury; Psychology; Magnetic resonance imaging; Surgery; Pathology; Radiology; Psychiatry","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":[],"consensus_categories":[],"category_scores_codex":[0.000626212,0.00008046054,0.0002461052,0.0001911294,0.00004615479,0.00001501795,0.0003010911,0.0000342223,0.000007313111],"category_scores_gemma":[0.0001333495,0.00005271383,0.00002569005,0.0003078497,0.0006741741,0.00007898255,0.00006552867,0.0002140374,1.504256e-7],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00003236937,"about_ca_system_score_gemma":0.00004732641,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00008250614,"about_ca_topic_score_gemma":0.00005405191,"domain_scores_codex":[0.9987198,0.0001557975,0.000261746,0.0002419066,0.0003960308,0.0002247216],"domain_scores_gemma":[0.9994457,0.00007146746,0.00007288512,0.0003430736,0.00002609783,0.00004074411],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00006464623,0.000186103,0.9319986,0.0004996904,0.000002294927,0.00001196472,0.002557019,0.0003535387,0.03725335,0.0001036304,0.001220828,0.0257483],"study_design_scores_gemma":[0.001639628,0.001148116,0.9578321,0.0002237299,0.000008433193,0.00001681347,0.0004919329,0.03174733,0.005646929,0.0009359992,0.0001962718,0.0001127372],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9950544,0.00008869678,0.003731346,0.0002927262,0.0001097327,0.0002908208,0.000004948909,0.000005360071,0.0004219474],"genre_scores_gemma":[0.9992005,0.00002749775,0.0004374575,0.0001572036,0.00001951112,0.0000100495,6.737517e-7,0.000007519806,0.0001395682],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.03160642,"threshold_uncertainty_score":0.2484022,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03618209175077372,"score_gpt":0.3072095897598717,"score_spread":0.271027498009098,"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."}}