{"id":"W4322619230","doi":"10.3233/adr-239000","title":"Characterization of Depressive Symptoms in Dementia and Examination of Possible Risk Factors","year":2023,"lang":"en","type":"article","venue":"Journal of Alzheimer s Disease Reports","topic":"Dementia and Cognitive Impairment Research","field":"Medicine","cited_by":5,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"National Institute of Biomedical Imaging and Bioengineering; Canadian Institutes of Health Research; Elizabeth Blackwell Institute for Health Research, University of Bristol; Genentech; National Institutes of Health; H. Lundbeck A/S; Servier; University of Bristol; Novartis Pharmaceuticals Corporation; Multiple Sclerosis Society; Eisai; Parkinson's UK; IXICO; British Heart Foundation; National Institute on Aging; National Institute for Health and Care Research; Northern California Institute for Research and Education; Pfizer; Biogen; BioClinica; F. Hoffmann-La Roche; Alzheimer's Society; Wellcome Trust; University of Southern California; Eli Lilly and Company; U.S. Department of Defense; Medical Research Council; Meso Scale Diagnostics; Alzheimer's Disease Neuroimaging Initiative; Bristol-Myers Squibb; Alzheimer's Association; Foundation for the National Institutes of Health","keywords":"Dementia; Depressive symptoms; Medicine; Psychology; Psychiatry; Cognition; Internal medicine; Disease","routes":{"ca_aff":false,"ca_fund":true,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.01084753,0.0009605972,0.003980296,0.002872185,0.0002561146,0.001440121,0.000895375,0.0007999593,0.001154797],"category_scores_gemma":[0.01448199,0.0004721707,0.009812185,0.002885137,0.000452626,0.0005996893,0.0005451262,0.0009779941,0.00008352606],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001000981,"about_ca_system_score_gemma":0.0009881693,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.003448555,"about_ca_topic_score_gemma":0.006103173,"domain_scores_codex":[0.9954834,0.002425395,0.000956297,0.0004999738,0.0005383431,0.00009665997],"domain_scores_gemma":[0.9901772,0.006216058,0.002516464,0.0003348742,0.0006267219,0.0001287175],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.005170533,0.0002125226,0.3751498,0.1001239,0.3719026,0.0001579823,0.0002240138,0.002303789,0.0005511163,0.0006733149,0.002150137,0.1413802],"study_design_scores_gemma":[0.003003009,0.002058423,0.4449057,0.03323448,0.4990595,0.001226001,0.0002787781,0.003247591,0.0009579474,0.002674625,0.009239548,0.0001143555],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"review","genre_gemma":"empirical","genre_scores_codex":[0.04272332,0.9537127,0.001072464,0.0005569764,0.0001563943,0.0001660469,0.0008921601,0.00001296199,0.0007068783],"genre_scores_gemma":[0.742565,0.2510434,0.003483453,0.0006143797,0.0003021576,0.0004821522,0.00122476,0.00000855697,0.0002761553],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.01084753,"threshold_uncertainty_score":0.05736786,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01783543363895974,"score_gpt":0.299366581128204,"score_spread":0.2815311474892442,"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."}}