{"id":"W3147952572","doi":"10.4021/jnr133w","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":7,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Medicine; Glasgow Outcome Scale; Glasgow Coma Scale; Magnetic resonance imaging; Traumatic brain injury; Diffuse axonal injury; Population; Radiology; 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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.002615146,0.0001153873,0.0003655339,0.0003538731,0.0001145527,0.00002430931,0.00009625919,0.00005725802,0.0002177351],"category_scores_gemma":[0.0006157813,0.00008043396,0.00009062346,0.0002428603,0.0003313051,0.0002490103,0.00005181361,0.00133974,0.00001846334],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00001857247,"about_ca_system_score_gemma":0.00007448553,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000003208282,"about_ca_topic_score_gemma":0.000002792034,"domain_scores_codex":[0.9978088,0.0003763815,0.0004266215,0.0001655431,0.0007878817,0.0004348194],"domain_scores_gemma":[0.998463,0.0008044987,0.0001129233,0.0001787075,0.0001704249,0.0002704834],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.003065458,0.0002664654,0.9927666,0.0001347286,0.0001849477,0.0001687434,0.0003732107,8.267724e-7,0.0008847409,0.00006483518,0.001482987,0.0006064787],"study_design_scores_gemma":[0.001486032,0.002846814,0.9895343,0.00008256736,0.00009648412,0.003621989,0.0001329245,0.00001345409,0.0002500062,0.0000759625,0.001795415,0.00006404736],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.98891,0.000424135,0.00004325261,0.009897116,0.0001769547,0.0001956253,0.00000268865,0.00001079476,0.0003394215],"genre_scores_gemma":[0.9979718,0.000046396,0.0003016696,0.001035738,0.0003857239,0.00001079545,8.141645e-7,0.00002173734,0.0002253803],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.009061733,"threshold_uncertainty_score":0.5820578,"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."}}