{"id":"W4410370378","doi":"10.1177/14713012251340463","title":"Agitation in individuals with Alzheimer’s disease: An assessment of behaviors using the cohen-mansfield agitation inventory in community-dwellers and impact on caregiver experience","year":2025,"lang":"en","type":"article","venue":"Dementia","topic":"Dementia and Cognitive Impairment Research","field":"Medicine","cited_by":4,"is_retracted":false,"has_abstract":true,"ca_institutions":"Ontario Brain Institute; University of Calgary; Group for Research in Decision Analysis","funders":"Otsuka Pharmaceutical","keywords":"Dementia; Disease; Psychology; Alzheimer's disease; Caregiver burden; Psychiatry; Medicine; Clinical psychology; Gerontology; 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":[0.00109616,0.0003024202,0.0002920047,0.001296876,0.0004598568,0.0004912791,0.0003246633,0.0002810471,0.0008620766],"category_scores_gemma":[0.002728124,0.0001969338,0.0005086193,0.0007332682,0.0002055185,0.0004151687,0.0006462658,0.0004333916,0.0001346346],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0005464207,"about_ca_system_score_gemma":0.0003623124,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.009366892,"about_ca_topic_score_gemma":0.02673936,"domain_scores_codex":[0.9995017,0.000124196,0.0001153739,0.00003480479,0.0001624965,0.00006138167],"domain_scores_gemma":[0.998562,0.0001282668,0.0008522662,0.0000286114,0.0002445487,0.0001842538],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00004460726,0.00006523815,0.9966263,0.00002263763,0.00003302916,0.00005052914,0.0001831687,0.00002466681,0.00007222404,0.00000494495,0.0001164557,0.002756326],"study_design_scores_gemma":[0.000006172038,0.0001297071,0.9991974,0.00001159616,0.00001056536,0.0001365729,0.0002889289,0.00008803868,0.00002856361,0.000007606259,0.00009117476,0.000003688706],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9988264,0.0002884532,0.00005070555,0.00003356931,0.000005155699,0.00006060551,0.0002332747,0.000003804661,0.0004981001],"genre_scores_gemma":[0.9986874,0.0003185508,0.0003032724,0.00002955303,0.000008917668,0.00006410241,0.0003879472,8.393972e-7,0.0001993906],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.009366892,"threshold_uncertainty_score":0.01862478,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04535323608189534,"score_gpt":0.4325878004193627,"score_spread":0.3872345643374673,"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."}}