{"id":"W4297183310","doi":"10.1038/s43587-022-00280-2","title":"Elder abuse prevalence and risk factors: findings from the Canadian Longitudinal Study on Aging","year":2022,"lang":"en","type":"article","venue":"Nature Aging","topic":"Elder Abuse and Neglect","field":"Social Sciences","cited_by":42,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of Toronto","funders":"National Institute on Aging; Canadian Institutes of Health Research; Government of Canada; Public Health Agency; Public Health Agency of Canada","keywords":"Longitudinal study; Gerontology; Population; Poison control; Risk factor; Vulnerability (computing); Medicine; Injury prevention; Suicide prevention; Demography; Occupational safety and health; Environmental health; Psychology","routes":{"ca_aff":true,"ca_fund":true,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["sts"],"consensus_categories":[],"category_scores_codex":[0.0006440133,0.0001201094,0.0001044466,0.00008951021,0.003850532,0.0001634521,0.0004005433,0.00007519191,0.0002724271],"category_scores_gemma":[0.0001328303,0.0000942767,0.00003852177,0.0003569777,0.00007284631,0.0001399732,0.00006625053,0.00129549,0.000003965504],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002044905,"about_ca_system_score_gemma":0.0001466979,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.5821882,"about_ca_topic_score_gemma":0.8249379,"domain_scores_codex":[0.9984202,0.000302251,0.00009693416,0.0003405266,0.0004843163,0.0003557171],"domain_scores_gemma":[0.9991156,0.0004767657,0.00005164723,0.000203413,0.00002793652,0.0001246094],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.000003092888,0.00002056115,0.8508716,0.00000107256,0.00003365021,0.00001834873,0.1479137,0.000003477362,0.000003223554,0.00009344942,0.0006593737,0.000378514],"study_design_scores_gemma":[0.0001674244,0.00005399754,0.9720467,0.00004616236,0.0000695102,6.288225e-7,0.02102012,0.000004346979,0.00004041028,0.0003625055,0.006037034,0.0001511018],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9954516,0.002147527,0.00000123349,0.0007360434,0.0003465831,0.0002983224,0.00003008679,0.00004577077,0.0009428484],"genre_scores_gemma":[0.9987906,0.0002851202,0.000009730697,0.0005341987,0.0001750928,0.00001622735,0.000003003151,0.00001181695,0.0001741688],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.2427496,"threshold_uncertainty_score":0.9974463,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02882003724804157,"score_gpt":0.3181394908797394,"score_spread":0.2893194536316978,"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."}}