{"id":"W1577321742","doi":"10.1159/000358766","title":"Neurometabolic, Electrophysiological, and Imaging Abnormalities","year":2014,"lang":"en","type":"review","venue":"Progress in neurological surgery","topic":"Traumatic Brain Injury Research","field":"Medicine","cited_by":7,"is_retracted":false,"has_abstract":true,"ca_institutions":"Centre Hospitalier Universitaire Sainte-Justine; Université de Montréal","funders":"","keywords":"Concussion; Medicine; Neuroimaging; Chronic traumatic encephalopathy; Traumatic brain injury; Multimodality; Neuroscience; Physical medicine and rehabilitation; Poison control; Psychiatry; Injury prevention; Psychology; 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":[0.001206725,0.0006396007,0.004091189,0.0006290619,0.00008340757,0.0001110153,0.0002734819,0.0004234537,0.0001813624],"category_scores_gemma":[0.001115227,0.0004061034,0.0006172736,0.0006820739,0.0009039356,0.00007130175,0.0003561232,0.001761763,0.00005268137],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00002070721,"about_ca_system_score_gemma":0.0001213381,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000004538203,"about_ca_topic_score_gemma":3.066951e-7,"domain_scores_codex":[0.9948043,0.001357697,0.001238362,0.001027742,0.0004984907,0.00107345],"domain_scores_gemma":[0.9943779,0.004427552,0.0003266602,0.000556983,0.00005678428,0.0002540935],"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":[0.0001187148,0.000198283,0.01729482,0.01131221,0.00003114009,0.001341934,0.000002342731,2.299998e-8,1.724724e-7,0.0003675323,0.0003267412,0.9690061],"study_design_scores_gemma":[0.0002311927,0.0003638343,0.04195555,0.002785044,0.0002415863,0.002192129,0.000001210751,0.00004832039,3.800189e-7,0.0005477216,0.9511383,0.0004947646],"study_design_candidate":"design_other","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.01024525,0.987737,0.000001647925,0.0003955462,0.000167289,0.001021658,0.000008933031,0.0002058009,0.0002169056],"genre_scores_gemma":[0.005739834,0.9923872,0.0001243486,0.0005461397,0.0004055803,0.0006237244,0.00005786436,0.00007666311,0.00003863888],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.9685113,"threshold_uncertainty_score":0.9998391,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1134482595624119,"score_gpt":0.385115288194748,"score_spread":0.2716670286323362,"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."}}