{"id":"W4412546434","doi":"10.1136/bmjopen-2024-085172","title":"Developing a screening tool and intervention strategy for elder neglect in persons with dementia in primary care: protocol to use a multistep process","year":2025,"lang":"en","type":"article","venue":"BMJ Open","topic":"Elder Abuse and Neglect","field":"Social Sciences","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Toronto","funders":"National Institute on Aging","keywords":"Neglect; Medicine; Intervention (counseling); Dementia; Protocol (science); Delphi method; Geriatrics; Nursing; Psychiatry; Alternative medicine; Disease","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":[],"consensus_categories":[],"category_scores_codex":[0.0004445773,0.00009110174,0.0001619284,0.00014174,0.0001770625,0.0002996575,0.00022541,0.00005287146,0.000007539178],"category_scores_gemma":[0.00009720092,0.00008492042,0.00001977694,0.0005079348,0.00002805612,0.0005545116,0.0001154393,0.00007236606,3.96273e-7],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001213238,"about_ca_system_score_gemma":0.0006034245,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.008328675,"about_ca_topic_score_gemma":0.1503863,"domain_scores_codex":[0.9990297,0.0001273056,0.0002187875,0.0002672629,0.0001155569,0.0002413967],"domain_scores_gemma":[0.9996911,0.00006581259,0.00005670389,0.00008454148,0.00007106853,0.00003082851],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.003155547,0.0002025683,0.6883302,0.002273005,0.0001105553,0.00002847259,0.08639225,0.00009279726,0.0001244234,0.001693238,0.0003258648,0.217271],"study_design_scores_gemma":[0.01464902,0.001083286,0.8912874,0.02929895,0.00007948095,0.000003301384,0.05121387,0.0002921236,0.001325863,0.0009616736,0.008781425,0.001023527],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"protocol","genre_gemma":"empirical","genre_scores_codex":[0.4681879,0.00005771961,0.0218249,0.0007610712,0.00003277703,0.5028936,0.000007688857,0.00004588084,0.006188387],"genre_scores_gemma":[0.5769715,0.000002887262,0.02217851,0.0004904592,0.00001699114,0.399794,0.000008628357,0.00001512386,0.000521909],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.2162475,"threshold_uncertainty_score":0.9982749,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1123847350553373,"score_gpt":0.4543165647173125,"score_spread":0.3419318296619752,"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."}}