{"id":"W4210781272","doi":"10.1002/alz.12519","title":"Mild behavioral impairment is associated with progression to Alzheimer's disease: A clinicopathological study","year":2022,"lang":"en","type":"article","venue":"Alzheimer s & Dementia","topic":"Dementia and Cognitive Impairment Research","field":"Medicine","cited_by":81,"is_retracted":false,"has_abstract":true,"ca_institutions":"Health Sciences Centre; University of Toronto; University of Calgary; Ontario Brain Institute; Sunnybrook Health Science Centre","funders":"National Institute on Aging","keywords":"Neuropathology; Dementia; Hazard ratio; Psychosis; Disease; Internal medicine; Alzheimer's disease; Medicine; Psychiatry; Psychology; Clinical psychology; Oncology; 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":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.001158775,0.000408079,0.0005136201,0.0002656981,0.0006879612,0.00008708511,0.0003557833,0.0000554814,0.005081626],"category_scores_gemma":[0.00002718546,0.0003226851,0.0002151942,0.0007612529,0.0001139934,0.000123903,0.0008661131,0.0005444749,0.0001383403],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00004315284,"about_ca_system_score_gemma":0.0002892211,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00003821812,"about_ca_topic_score_gemma":0.00001352613,"domain_scores_codex":[0.994857,0.000549197,0.0005823847,0.0009941707,0.002103961,0.0009133359],"domain_scores_gemma":[0.998092,0.00005424215,0.0001818235,0.0006106866,0.0002568066,0.0008044571],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.002599672,0.01807152,0.9397039,0.000002988916,0.008021795,0.001814829,0.0007738543,0.000003167608,0.0001172996,0.000006001324,0.007244159,0.02164081],"study_design_scores_gemma":[0.005275917,0.02259616,0.923424,0.0000503631,0.04289727,0.00002982102,0.001388519,0.00004205972,0.0008263811,0.00001466094,0.003028864,0.0004259881],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9807444,0.01132834,0.00002085061,0.001665104,0.0001933776,0.005397475,0.0001015359,0.0001984256,0.0003505118],"genre_scores_gemma":[0.9940953,0.00001097433,0.0004561331,0.002102516,0.00007187129,0.002853095,0.0002677859,0.00006857824,0.00007369394],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.03487548,"threshold_uncertainty_score":0.9999225,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.06637812497992514,"score_gpt":0.3919102874845165,"score_spread":0.3255321625045913,"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."}}