{"id":"W4406224829","doi":"10.1002/alz.089884","title":"Detecting Undue Harm Arising From Elder Abuse Screening: Innovative Methods from the EASI‐ltc© Pilot Study","year":2024,"lang":"en","type":"article","venue":"Alzheimer s & Dementia","topic":"Elder Abuse and Neglect","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"McGill University","funders":"","keywords":"Elder abuse; Harm; Undue influence; Medicine; Psychology; Medical emergency; Poison control; Suicide prevention; Political science; Social psychology","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":[0.03757466,0.00113245,0.0007732552,0.002552864,0.002418392,0.002515991,0.002380794,0.001093612,0.004309217],"category_scores_gemma":[0.04792476,0.000861739,0.001370885,0.001426121,0.002222323,0.001934686,0.005272851,0.001527254,0.0007904841],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001612613,"about_ca_system_score_gemma":0.00499015,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00257595,"about_ca_topic_score_gemma":0.008398018,"domain_scores_codex":[0.975173,0.01899668,0.001658976,0.001111969,0.002361839,0.000697516],"domain_scores_gemma":[0.964287,0.02081274,0.002576412,0.004267838,0.007209911,0.0008460162],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"observational","study_design_scores_codex":[0.001776264,0.01071929,0.1266197,0.005370481,0.0002941587,0.00358118,0.2939259,0.001062112,0.008926055,0.00474367,0.004864063,0.5381171],"study_design_scores_gemma":[0.002589119,0.04130114,0.3235369,0.006688902,0.00178043,0.005577679,0.5035205,0.007921008,0.02066957,0.01637678,0.06915934,0.0008786126],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8457358,0.0006190123,0.07556794,0.0007472722,0.0001542221,0.06475063,0.0007624597,0.0001117773,0.01155078],"genre_scores_gemma":[0.6337088,0.001064464,0.2500444,0.001029602,0.00009915561,0.1100723,0.0006163735,0.00007811262,0.003286697],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.03757466,"threshold_uncertainty_score":0.1987162,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1324671174780701,"score_gpt":0.4059759611339173,"score_spread":0.2735088436558472,"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."}}