{"id":"W4400031613","doi":"10.1186/s12877-024-05143-6","title":"Detecting agitation and aggression in persons living with dementia: a systematic review of diagnostic accuracy","year":2024,"lang":"en","type":"review","venue":"BMC Geriatrics","topic":"Dementia and Cognitive Impairment Research","field":"Medicine","cited_by":11,"is_retracted":false,"has_abstract":true,"ca_institutions":"Libin Cardiovascular Institute of Alberta; University of Toronto; Hotchkiss Brain Institute; Alberta Health Services; University of Calgary","funders":"","keywords":"Aggression; Medicine; PsycINFO; Context (archaeology); Dementia; Population; Diagnostic accuracy; Poison control; Psychomotor agitation; Clinical psychology; MEDLINE; Psychiatry; Medical emergency; Pathology; Internal medicine; Environmental health","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":"codex-gemma-dda1882f352a","candidate_categories":["metaresearch"],"consensus_categories":[],"category_scores_codex":[0.001525081,0.000308593,0.001833497,0.0005837666,0.00004197509,0.00005220266,0.00009526567,0.0001178148,0.00002993406],"category_scores_gemma":[0.02347404,0.0001927051,0.0002297229,0.001117078,0.00003134856,0.00008183661,0.0001371917,0.0003824876,0.00001898948],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001041611,"about_ca_system_score_gemma":0.0005035231,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00001118958,"about_ca_topic_score_gemma":0.00001197011,"domain_scores_codex":[0.997437,0.0004484299,0.0009282512,0.0003834238,0.0005373841,0.0002655222],"domain_scores_gemma":[0.994487,0.00423368,0.0006369102,0.0002517405,0.0002915741,0.00009902827],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"systematic_review","study_design_gemma":"systematic_review","study_design_scores_codex":[0.000002717636,0.00005561963,0.0006058298,0.9408881,0.0001825736,0.00005815472,0.00007767579,1.65058e-8,2.570487e-7,0.000001641194,0.00006115493,0.05806623],"study_design_scores_gemma":[0.0002045147,0.0002092083,0.0001218848,0.9814824,0.01658226,0.0001762944,0.0001975774,0.00001516108,3.856145e-7,0.000002522387,0.000841598,0.0001661772],"study_design_candidate":"systematic_review","study_design_consensus":"systematic_review","genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.000175301,0.9950448,0.0001983714,0.00001726655,0.00006018586,0.004394479,0.00001008283,0.00002459655,0.00007492268],"genre_scores_gemma":[0.0003404795,0.9983562,0.0004304913,0.00003540653,0.00005061591,0.0006439462,0.00003053108,0.00004828896,0.00006402126],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.05790006,"threshold_uncertainty_score":0.9847516,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03821227844297015,"score_gpt":0.3663609880524626,"score_spread":0.3281487096094925,"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."}}