{"id":"W4210858258","doi":"10.1017/s1041610221002878","title":"Cognitive profile of people with mild behavioral impairment in Brain Health Registry participants","year":2022,"lang":"en","type":"article","venue":"International Psychogeriatrics","topic":"Dementia and Cognitive Impairment Research","field":"Medicine","cited_by":52,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Calgary","funders":"National Institute of Mental Health; National Institutes of Health; Patient-Centered Outcomes Research Institute; H. Lundbeck A/S; Australian Catholic University; Biogen; Canadian Institutes of Health Research; California Department of Public Health; Sunovion; U.S. Department of Defense; Alzheimer's Drug Discovery Foundation; General Electric; Eli Lilly and Company; National Institute on Aging; Alzheimer's Association","keywords":"Dementia; Neuropsychology; Cognition; Cognitive impairment; Test (biology); Neuropsychological assessment; Neuropsychological test","routes":{"ca_aff":true,"ca_fund":true,"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":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0006478069,0.0001193341,0.0002386766,0.0003421787,0.00006790213,0.00001490794,0.000156448,0.00002440174,0.001712124],"category_scores_gemma":[0.00005113987,0.0001115041,0.00006909996,0.0005705715,0.00004844193,0.00006779943,0.0001055665,0.0002775988,0.000011059],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002734324,"about_ca_system_score_gemma":0.0004201918,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0003468031,"about_ca_topic_score_gemma":0.00008975615,"domain_scores_codex":[0.9978194,0.0001165332,0.0003941365,0.000318579,0.00100354,0.0003477644],"domain_scores_gemma":[0.9992296,0.00007182267,0.000206492,0.000141446,0.0002125545,0.0001380843],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00290976,0.003695134,0.9816195,0.00006814057,0.00009810879,0.00007655811,0.001116215,0.0000110359,0.0002956221,0.00009542881,0.00639393,0.003620591],"study_design_scores_gemma":[0.00672835,0.00409634,0.9829612,0.00009991153,0.00003535317,0.00006026396,0.003551643,0.0001543402,0.0004271723,0.00006196729,0.001688869,0.0001346116],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9896547,0.0000949296,0.000165706,0.006606368,0.0002401978,0.0009341533,0.0002849918,0.00001911778,0.001999821],"genre_scores_gemma":[0.9968139,0.00002717931,0.0002728304,0.0006914809,0.00006239795,0.0003941532,0.0003174317,0.000018782,0.001401834],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.007159197,"threshold_uncertainty_score":0.9992005,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03958823989677651,"score_gpt":0.4048987522237038,"score_spread":0.3653105123269273,"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."}}