{"id":"W4200091252","doi":"10.1097/wad.0000000000000481","title":"Risk Factors for Alzheimer Disease Development After Traumatic Brain Injury","year":2021,"lang":"en","type":"article","venue":"Alzheimer Disease & Associated Disorders","topic":"Traumatic Brain Injury Research","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Montreal General Hospital; McGill University; Institut Universitaire de Gériatrie de Montréal; Université de Montréal; Centre for Interdisciplinary Research in Rehabilitation; McGill University Health Centre","funders":"","keywords":"Traumatic brain injury; Neurocognitive; Dementia; Risk factor; Disease; Amnesia; Incidence (geometry); Medical record; Alzheimer's disease","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0004386904,0.0001771078,0.0002446362,0.0007164061,0.0004485107,0.0004348995,0.000217796,0.0003156818,0.001408061],"category_scores_gemma":[0.00200834,0.0001550514,0.0003459359,0.0009290462,0.0001986625,0.0003286231,0.0003389901,0.0005972474,0.0001732018],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001484326,"about_ca_system_score_gemma":0.0003086051,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.003299849,"about_ca_topic_score_gemma":0.004135464,"domain_scores_codex":[0.9997078,0.00007410798,0.00004421629,0.00003997398,0.00007228006,0.00006152222],"domain_scores_gemma":[0.999086,0.0001209378,0.000475101,0.00004630813,0.00008950949,0.000182107],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0000599585,0.00004399877,0.9986898,0.000007372248,0.00002756076,0.0001183912,0.00003067429,0.00000959778,0.00006113152,0.00001223743,0.00004516592,0.0008940205],"study_design_scores_gemma":[0.00000192752,0.00008729055,0.9992235,0.000005381783,0.00001451918,0.0004546646,0.00006146257,0.00003146559,0.00001828987,0.00001634233,0.00008338335,0.000001689941],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9979919,0.0007867215,0.00005426686,0.00006320095,0.00001034647,0.00001227515,0.0001809063,0.000002935368,0.000897345],"genre_scores_gemma":[0.9991849,0.0003380714,0.0000741935,0.00002263877,0.00002139644,0.00000788694,0.000176036,7.713292e-7,0.000174008],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.003299849,"threshold_uncertainty_score":0.006561339,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0576958471715438,"score_gpt":0.3361975713015184,"score_spread":0.2785017241299746,"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."}}