{"id":"W4311821239","doi":"10.1002/trc2.12364","title":"Effect of traumatic brain injury on mild behavioral impairment domains prior to all‐cause dementia diagnosis and throughout disease progression","year":2022,"lang":"en","type":"article","venue":"Alzheimer s & Dementia Translational Research & Clinical Interventions","topic":"Traumatic Brain Injury Research","field":"Medicine","cited_by":9,"is_retracted":false,"has_abstract":true,"ca_institutions":"Hotchkiss Brain Institute; University of Calgary","funders":"National Institute on Aging","keywords":"Dementia; Disease; Traumatic brain injury; Psychiatry; Medicine; Psychology; Hazard ratio; Clinical psychology; Internal medicine; Confidence interval","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":[0.001071398,0.0003190843,0.0002628095,0.0007616038,0.0004727886,0.0005555901,0.0003828749,0.0003386298,0.002156506],"category_scores_gemma":[0.004215506,0.0001797289,0.000617657,0.0004740879,0.0003478903,0.0004968458,0.0007363633,0.0005538142,0.0001563239],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000362007,"about_ca_system_score_gemma":0.0004396151,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0118283,"about_ca_topic_score_gemma":0.01643941,"domain_scores_codex":[0.9994165,0.0001401073,0.00005346236,0.0001580882,0.0001168686,0.0001150078],"domain_scores_gemma":[0.9959759,0.0007172957,0.002007649,0.0001732425,0.0002815057,0.0008444804],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0004372337,0.00003901715,0.9979926,0.00000765106,0.00005561279,0.00003066922,0.00006779785,0.00002737012,0.0001304252,0.000004186821,0.00002864315,0.001178695],"study_design_scores_gemma":[0.000001549965,0.0001440257,0.9996647,0.000002309474,0.00001231915,0.00004554243,0.00005279691,0.00003109809,0.00002496588,0.000002294038,0.00001766161,7.912251e-7],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9994351,0.0001219692,0.00002403739,0.00002201277,0.000004206145,0.000004184651,0.0001256054,0.00000210253,0.000260823],"genre_scores_gemma":[0.9996802,0.00003633205,0.0000306124,0.000004878465,0.000003881995,0.000002824559,0.0001303416,5.175604e-7,0.000110351],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.0118283,"threshold_uncertainty_score":0.02351892,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.3984106147869891,"score_gpt":0.5919191929109782,"score_spread":0.1935085781239891,"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."}}