{"id":"W3004592635","doi":"10.21608/mjcu.2019.69910","title":"Prediction of Return to Work after Mild Traumatic Brain Injury by Different Assessment Scales","year":2019,"lang":"en","type":"article","venue":"The Medical Journal of Cairo University/The Medical Journal of Cairo University","topic":"Traumatic Brain Injury and Neurovascular Disturbances","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Traumatic brain injury; Psychology; Psychiatry","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.003206918,0.0003425688,0.001176855,0.0004521832,0.0002126756,0.00002358016,0.001626518,0.0003624813,0.001151913],"category_scores_gemma":[0.0006006319,0.0002054973,0.0009508448,0.0007501321,0.001004512,0.0003405007,0.0002824687,0.002262706,0.000008822981],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0004934724,"about_ca_system_score_gemma":0.0008652597,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00001914416,"about_ca_topic_score_gemma":0.0000212129,"domain_scores_codex":[0.992788,0.001167737,0.001110583,0.0002513009,0.004248536,0.0004338707],"domain_scores_gemma":[0.9949918,0.001398126,0.001216365,0.0005094824,0.0005682205,0.001315945],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"observational","study_design_scores_codex":[0.0904212,0.01521745,0.1680946,0.003415766,0.01595539,0.02269291,0.02411415,0.0002000743,0.007130409,0.00294157,0.4473856,0.2024308],"study_design_scores_gemma":[0.02719081,0.01210881,0.7341934,0.01081376,0.005317329,0.007245119,0.02391645,0.0007073428,0.001167298,0.0003589956,0.1760104,0.0009701962],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9548008,0.0004332991,0.005521885,0.03717431,0.0009438004,0.000382107,0.00003719424,0.00001484869,0.0006916884],"genre_scores_gemma":[0.9961707,0.0005692551,0.0001724746,0.001614417,0.0003732496,1.327707e-7,0.000003651095,0.00002147331,0.001074628],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.5660988,"threshold_uncertainty_score":0.9997612,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01597547457150979,"score_gpt":0.2453432364780671,"score_spread":0.2293677619065573,"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."}}