{"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":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0006628129,0.0007281824,0.0008275653,0.00030086,0.0004806816,0.0001476107,0.00032378,0.0002428778,0.001822166],"category_scores_gemma":[0.003390747,0.000681492,0.0007894136,0.0008144935,0.0002570077,0.0003003848,0.0001735918,0.0005408603,0.0002324762],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002194693,"about_ca_system_score_gemma":0.002165583,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00005707324,"about_ca_topic_score_gemma":0.0001471468,"domain_scores_codex":[0.994651,0.0004951951,0.001018907,0.001131937,0.001339388,0.001363614],"domain_scores_gemma":[0.9949495,0.001202514,0.0003401684,0.00103078,0.0004605122,0.002016481],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.005070341,0.006024636,0.8723075,0.000385723,0.01336814,0.0001819155,0.00326286,0.00003562381,0.00002882791,0.0001407665,0.04443045,0.05476315],"study_design_scores_gemma":[0.005123945,0.0001601658,0.9678096,0.0002815041,0.006576468,8.613562e-7,0.001083172,0.0005977189,0.000212928,0.001313063,0.01590613,0.0009344369],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9658228,0.006587785,0.0002810951,0.007577513,0.0004715061,0.01618389,0.001759442,0.000549248,0.0007667791],"genre_scores_gemma":[0.9832733,0.00006667199,0.0007997243,0.001742253,0.00009776456,0.01135117,0.001846469,0.0002269874,0.0005956863],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.09550204,"threshold_uncertainty_score":0.9995636,"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."}}