{"id":"W4285413865","doi":"10.4103/indianjpsychiatry.indianjpsychiatry_117_21","title":"A multicentric exploratory study of behavioral and psychological symptom characteristics of dementia","year":2022,"lang":"en","type":"article","venue":"Indian Journal of Psychiatry","topic":"Dementia and Cognitive Impairment Research","field":"Medicine","cited_by":7,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Dementia; Irritability; Disinhibition; Psychiatry; Clinical psychology; Psychology; Cognition; Clinical Dementia Rating; Population; Anxiety; Medicine; Disease; Cognitive impairment","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0006022282,0.0001052416,0.0003729991,0.0004159631,0.00007906176,0.000008862658,0.0001498015,0.0000332818,0.0005543195],"category_scores_gemma":[0.00002433753,0.00008978404,0.0001067291,0.000289966,0.0000804801,0.0000712252,0.00008984328,0.0004225341,0.000001175487],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0000246638,"about_ca_system_score_gemma":0.0001614774,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000004387769,"about_ca_topic_score_gemma":0.00000378013,"domain_scores_codex":[0.9980863,0.0002137964,0.0007008135,0.0001354305,0.0006767568,0.0001869183],"domain_scores_gemma":[0.9988509,0.00003245243,0.0005742959,0.0001437082,0.000223817,0.0001748692],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.000880416,0.01052877,0.9786789,0.00007493395,0.0002820831,0.0003156413,0.003068913,3.16621e-7,0.0007719757,0.00001129119,0.0002373257,0.005149386],"study_design_scores_gemma":[0.006030543,0.01750938,0.9466824,0.00006758414,0.000525948,0.0004437625,0.02846749,0.000002354506,0.00008251494,0.0000431103,0.0000688045,0.00007612196],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9982663,0.0005957859,0.00001615482,0.0001704746,0.0005251284,0.000351584,0.00002071632,0.000003447189,0.00005045508],"genre_scores_gemma":[0.9993544,0.00004856913,0.0003841472,0.00007061244,0.0001014605,0.00001058578,0.000003510477,0.00001191094,0.00001484503],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.03199656,"threshold_uncertainty_score":0.6069409,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0317849844739822,"score_gpt":0.3475894855967633,"score_spread":0.3158045011227811,"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."}}