{"id":"W4390080392","doi":"10.1093/geroni/igad104.2906","title":"DETECTING UNDUE HARM ARISING FROM ELDER ABUSE SCREENING: INNOVATIVE METHODS FROM THE EASI-LTC© PILOT STUDY","year":2023,"lang":"en","type":"article","venue":"Innovation in Aging","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; Typology; Feeling; Interim; Medicine; Psychology; Phone; Nursing; Psychiatry; Suicide prevention; Poison control; Medical emergency; Social psychology; Political science; Sociology","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":[0.04272151,0.001044908,0.0008590462,0.002108538,0.002274798,0.002548254,0.002154607,0.001170067,0.004450249],"category_scores_gemma":[0.0581389,0.0009344019,0.001471981,0.001131913,0.001745895,0.001804886,0.004436856,0.001630575,0.0008905181],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001074081,"about_ca_system_score_gemma":0.004132545,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002432339,"about_ca_topic_score_gemma":0.007656489,"domain_scores_codex":[0.9729707,0.02078689,0.001934755,0.00109764,0.00261851,0.0005914873],"domain_scores_gemma":[0.964964,0.01883838,0.002857653,0.00449379,0.007917738,0.000928437],"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":[0.002529009,0.01366806,0.1735705,0.004943601,0.00041943,0.003553962,0.1557191,0.00137765,0.009613845,0.004697261,0.005928003,0.6239797],"study_design_scores_gemma":[0.003900812,0.06971809,0.4783103,0.0078868,0.002731827,0.007727724,0.286181,0.01392543,0.02213421,0.02048321,0.08570307,0.001297449],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8059667,0.0009327765,0.1093076,0.0009370885,0.0002592231,0.07165477,0.0007756444,0.0001351168,0.01003108],"genre_scores_gemma":[0.5901319,0.001322187,0.3002522,0.001189899,0.0001596328,0.1035743,0.0005981615,0.0000895282,0.0026821],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.04272151,"threshold_uncertainty_score":0.2259356,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1691703376584506,"score_gpt":0.4378888908164899,"score_spread":0.2687185531580393,"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."}}