{"id":"W4383483984","doi":"10.1089/neu.2023.0176","title":"Prognostic Value of Frailty for Outcome Following Traumatic Brain Injury: A Systematic Review and Meta-Analysis","year":2023,"lang":"en","type":"review","venue":"Journal of Neurotrauma","topic":"Frailty in Older Adults","field":"Medicine","cited_by":19,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Medicine; Meta-analysis; Glasgow Outcome Scale; Odds ratio; Traumatic brain injury; Confidence interval; Internal medicine; MEDLINE; Confounding; Prospective cohort study; 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":["metaresearch","metaepi_narrow","metaepi_broad"],"consensus_categories":["metaepi_broad"],"category_scores_codex":[0.003593714,0.0007942412,0.02346348,0.001345264,0.00005952188,0.00005263686,0.0005590339,0.0002814074,0.00004092282],"category_scores_gemma":[0.01301523,0.0004840338,0.01397115,0.001858613,0.00006623608,0.0001526584,0.00008087253,0.0008771194,0.00001098308],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001096989,"about_ca_system_score_gemma":0.0002816278,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000005269388,"about_ca_topic_score_gemma":0.000003889213,"domain_scores_codex":[0.990747,0.0009366357,0.006302975,0.0004717089,0.001131597,0.0004100631],"domain_scores_gemma":[0.9882495,0.00456694,0.005525796,0.0009133116,0.0004080194,0.0003364399],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"systematic_review","study_design_gemma":"meta_analysis","study_design_scores_codex":[0.000007823015,0.00009326103,0.000004960506,0.8245854,0.1729644,0.0001505546,0.00006818864,0.000001058374,3.39681e-7,0.00001307919,0.0005503034,0.001560554],"study_design_scores_gemma":[0.0004047274,0.0007249141,0.00002337047,0.2102778,0.7837643,0.0007293218,0.00001831417,0.00001801414,2.765109e-7,0.00002781004,0.003761809,0.0002493052],"study_design_candidate":"systematic_review","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.00005403487,0.9889291,0.0001808292,0.001444275,0.0001745491,0.008981466,0.000186637,0.00003376801,0.0000153251],"genre_scores_gemma":[0.0001465821,0.9959514,0.00108341,0.0008652754,0.00008840977,0.0005767407,0.00002648848,0.0001878188,0.001073858],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.6143076,"threshold_uncertainty_score":0.9997611,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.3925033767187863,"score_gpt":0.4783127574014314,"score_spread":0.08580938068264504,"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."}}