{"id":"W1992932563","doi":"10.4021/jnr.v2i4.133","title":"Predicting Functional Outcome One Year After Traumatic Brain Injury With CT and MRI Findings","year":2012,"lang":"en","type":"article","venue":"Journal of Neurology Research","topic":"Traumatic Brain Injury and Neurovascular Disturbances","field":"Medicine","cited_by":5,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Medicine; Glasgow Coma Scale; Glasgow Outcome Scale; Traumatic brain injury; Magnetic resonance imaging; Diffuse axonal injury; Population; Radiology; Neuroimaging; Surgery; Psychiatry","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":true,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.001301815,0.0005941868,0.0004054391,0.001202803,0.0002741032,0.000715027,0.00038006,0.0006124933,0.001698076],"category_scores_gemma":[0.00523167,0.0001963627,0.0005043718,0.0005855324,0.0005252571,0.0007131409,0.0006848178,0.000708069,0.0004311013],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002821884,"about_ca_system_score_gemma":0.0003914541,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00213754,"about_ca_topic_score_gemma":0.002508868,"domain_scores_codex":[0.9994337,0.0001889408,0.00006300211,0.00007288348,0.0001326219,0.0001088367],"domain_scores_gemma":[0.9961273,0.0009288854,0.001748947,0.0001323523,0.0004312622,0.0006312515],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00009696947,0.00002802534,0.999111,0.000004604425,0.00002140665,0.00003839123,0.00001302114,0.00004987906,0.00005326635,0.000002203586,0.00001981155,0.0005615458],"study_design_scores_gemma":[0.000004242063,0.0002930654,0.998758,0.000007885043,0.0000329317,0.0003707369,0.0001011595,0.000292626,0.00006612664,0.000013193,0.00005483696,0.000005104189],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9993629,0.0001775078,0.00006620665,0.00003401902,0.00000764383,0.000005149616,0.0001204347,0.000002455577,0.0002237759],"genre_scores_gemma":[0.9995479,0.0000679015,0.00007436229,0.000009706856,0.00001467686,0.000003794063,0.000216713,0.000001056746,0.0000639166],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.00213754,"threshold_uncertainty_score":0.006884694,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1075147667956057,"score_gpt":0.3661930228601289,"score_spread":0.2586782560645233,"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."}}