{"id":"W1918577691","doi":"10.1002/gps.4136","title":"Neuropsychiatric symptom clusters targeted for treatment at earlier versus later stages of dementia","year":2014,"lang":"en","type":"article","venue":"International Journal of Geriatric Psychiatry","topic":"Dementia and Cognitive Impairment Research","field":"Medicine","cited_by":19,"is_retracted":false,"has_abstract":true,"ca_institutions":"Greenfield Research (Canada); Dalhousie University","funders":"","keywords":"Dementia; Psychiatry; Psychology; Depression (economics); Disease; Anxiety; Cognition; Clinical psychology; Medicine; Internal medicine","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":[0.0004952694,0.0003650846,0.0004350788,0.001873971,0.0003105616,0.0005677514,0.0002679387,0.0003503695,0.0008301337],"category_scores_gemma":[0.002489707,0.0001185371,0.0006735907,0.00130925,0.0001753418,0.0003594304,0.0006753986,0.0002928357,0.000135231],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0004542798,"about_ca_system_score_gemma":0.0003629485,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.006367087,"about_ca_topic_score_gemma":0.009988722,"domain_scores_codex":[0.9995295,0.00009026602,0.00007113389,0.0001546059,0.00008266057,0.00007186231],"domain_scores_gemma":[0.9984235,0.000220141,0.0009747643,0.00007548391,0.0001870944,0.0001190327],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0004776912,0.0000305896,0.9922988,0.00005309001,0.0001365985,0.0001025756,0.0001598962,0.000229939,0.0007375565,0.00002780984,0.0002234924,0.005521978],"study_design_scores_gemma":[0.000009846529,0.00007447915,0.9987804,0.0000111269,0.00004573587,0.0001761541,0.0001092396,0.0004884468,0.0001328565,0.00005403097,0.000113447,0.000004264611],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9981342,0.0002230719,0.0002594173,0.00002526763,0.000003188943,0.00003499005,0.0009656337,0.00001132536,0.0003429465],"genre_scores_gemma":[0.9983172,0.00005776934,0.0004215576,0.00001189006,0.000005087119,0.00002382426,0.001071012,0.000002893758,0.00008870108],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.006367087,"threshold_uncertainty_score":0.01266003,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01217770520100101,"score_gpt":0.3099098990790842,"score_spread":0.2977321938780831,"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."}}