{"id":"W4390193295","doi":"10.1002/alz.076445","title":"Comparing the distribution of neuropsychiatric symptoms among individuals with depression and mild cognitive impairment","year":2023,"lang":"en","type":"article","venue":"Alzheimer s & Dementia","topic":"Dementia and Cognitive Impairment Research","field":"Medicine","cited_by":2,"is_retracted":false,"has_abstract":true,"ca_institutions":"Queen's University; Toronto Rehabilitation Institute; Sunnybrook Health Science Centre; Toronto Dementia Research Alliance; University of Toronto; University Health Network; Centre for Addiction and Mental Health; St. Michael's Hospital; Baycrest Hospital","funders":"","keywords":"Apathy; Major depressive disorder; Depression (economics); Dementia; Neurocognitive; Psychology; Psychiatry; Clinical psychology; Cognition; Medicine; Internal medicine; Disease","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":true,"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":[0.0008733523,0.0002284135,0.0003470813,0.0009118367,0.0003139473,0.0004466686,0.0003138405,0.0004146053,0.0008374315],"category_scores_gemma":[0.002639068,0.0001637589,0.0004565585,0.0005915377,0.0002912151,0.0002591358,0.0004299749,0.0002536599,0.0001127012],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0004116413,"about_ca_system_score_gemma":0.0002660232,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01070444,"about_ca_topic_score_gemma":0.01464302,"domain_scores_codex":[0.9992613,0.0002520609,0.0001042621,0.0001464744,0.0001381203,0.00009783294],"domain_scores_gemma":[0.9989257,0.0002644034,0.0003999595,0.00006382091,0.0001533875,0.0001925874],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0003569425,0.00004049491,0.9980745,0.00001030994,0.0001035537,0.00002361385,0.00007375667,0.00001967018,0.0001728427,0.000006130802,0.00004145487,0.001076726],"study_design_scores_gemma":[0.00001284836,0.0001525695,0.9995781,0.000002208393,0.00001846263,0.00004620293,0.00009477984,0.00004640712,0.00002031372,0.000006185711,0.00002088833,0.000001213274],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9996222,0.00008494408,0.00002446569,0.000007214554,0.00000198743,0.00001220044,0.0001135401,6.678806e-7,0.0001327711],"genre_scores_gemma":[0.9996672,0.00002807739,0.00003918883,0.00001121674,0.000003140225,0.00001059194,0.0001901323,2.906282e-7,0.00005025898],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.01070444,"threshold_uncertainty_score":0.02128422,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02225813906789342,"score_gpt":0.292607693873951,"score_spread":0.2703495548060575,"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."}}