{"id":"W4390201586","doi":"10.1002/alz.075390","title":"Building a neuropsychiatric testing database for veterans with mild cognitive impairment and Alzheimer’s disease with unstructured electronic health records","year":2023,"lang":"en","type":"article","venue":"Alzheimer s & Dementia","topic":"Dementia and Cognitive Impairment Research","field":"Medicine","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"McGill University","funders":"","keywords":"Dementia; Clinical Dementia Rating; Medicine; Database; Geriatric psychiatry; Population; Neurocognitive; Medical record; Cohort; Disease; Cognition; Psychiatry; Internal medicine; Computer science","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":[0.007033605,0.000595577,0.001124475,0.009394133,0.0007538975,0.003292479,0.002111528,0.0009136674,0.001479803],"category_scores_gemma":[0.02138151,0.0006326244,0.001207012,0.006821748,0.0004053247,0.002891783,0.002748311,0.0007726965,0.0009138276],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001198112,"about_ca_system_score_gemma":0.003463374,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0101048,"about_ca_topic_score_gemma":0.006073712,"domain_scores_codex":[0.995249,0.00110957,0.001346928,0.001341536,0.0007535245,0.0001994417],"domain_scores_gemma":[0.9851484,0.007450032,0.00195796,0.002889626,0.001849301,0.0007046277],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.001778043,0.00185273,0.5531807,0.002545547,0.0008996214,0.00715901,0.004388293,0.03180394,0.01663876,0.01137098,0.03021051,0.3381719],"study_design_scores_gemma":[0.00100355,0.001513364,0.3721482,0.001359925,0.001628544,0.006615262,0.009406524,0.4293455,0.03335044,0.01827656,0.1248152,0.000536891],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"methods","genre_scores_codex":[0.5126564,0.001499812,0.26426,0.001893866,0.0001539529,0.005812094,0.1959434,0.01303739,0.004743197],"genre_scores_gemma":[0.4623137,0.0007053301,0.3530822,0.0004334029,0.00007434368,0.0019778,0.18062,0.0002074548,0.0005858787],"genre_candidate":"methods","genre_consensus":null,"teacher_disagreement_score":0.0101048,"threshold_uncertainty_score":0.03719771,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03959466272449064,"score_gpt":0.3348309225952007,"score_spread":0.2952362598707101,"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."}}