{"id":"W4406024376","doi":"10.1002/alz.087857","title":"Neuropsychiatric symptoms and brain aging in mild cognitive impairment and early dementia: A multicenter study","year":2024,"lang":"en","type":"article","venue":"Alzheimer s & Dementia","topic":"Dementia and Cognitive Impairment Research","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Manitoba","funders":"","keywords":"Apathy; Dementia; Irritability; Depression (economics); Dementia with Lewy bodies; Neuroimaging; Psychology; Euphoriant; Medicine; Cognitive decline; Internal medicine; Psychiatry; Anxiety; Disease; Cognition","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":[0.002379424,0.0007457862,0.0006610256,0.0008428993,0.001082896,0.0007637391,0.0006123591,0.0007371237,0.0008175354],"category_scores_gemma":[0.002812454,0.0004972728,0.0007226989,0.001091,0.000447786,0.0007485389,0.0007547469,0.0007060835,0.0002934948],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0004414076,"about_ca_system_score_gemma":0.000496509,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.007801207,"about_ca_topic_score_gemma":0.007424471,"domain_scores_codex":[0.9990835,0.000386142,0.00009393551,0.000214143,0.0001143067,0.0001079144],"domain_scores_gemma":[0.9982046,0.0001927123,0.0006257542,0.0001952642,0.0002458039,0.0005358102],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0006630163,0.0002328845,0.9976104,0.00001254578,0.0001378583,0.0001264981,0.0002326505,0.00002655127,0.0001421239,0.000009305967,0.00008223698,0.0007239205],"study_design_scores_gemma":[0.00006366108,0.0004249477,0.9986892,0.000005848712,0.00007079767,0.0002310905,0.0002626943,0.00008678912,0.00002635453,0.0000101194,0.0001235809,0.000004827472],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9994923,0.0001177891,0.00003613536,0.00001979503,0.000003252347,0.00002359025,0.0001821491,0.000001504793,0.0001235853],"genre_scores_gemma":[0.9992728,0.00006915418,0.0001006338,0.00003032706,0.00001750425,0.00003398984,0.0003919379,0.000001669174,0.00008211385],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.007801207,"threshold_uncertainty_score":0.01551157,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0173377984434399,"score_gpt":0.3144747832979818,"score_spread":0.2971369848545419,"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."}}