{"id":"W3188240383","doi":"10.1001/jamanetworkopen.2021.17758","title":"Estimated Incidence and Factors Associated With Risk of Elder Mistreatment in New York State","year":2021,"lang":"en","type":"article","venue":"JAMA Network Open","topic":"Elder Abuse and Neglect","field":"Social Sciences","cited_by":23,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Toronto","funders":"National Institute on Aging; National Institutes of Health","keywords":"Elder abuse; Psychosocial; Population; Landline; Medicine; Gerontology; Psychological abuse; Context (archaeology); Physical abuse; Demography; Poison control; Suicide prevention; Domestic violence; Psychiatry; Medical emergency; 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":[],"consensus_categories":[],"category_scores_codex":[0.0004590371,0.0001048401,0.0002436948,0.00001908785,0.0001763173,0.000134675,0.0002159425,0.00008046548,0.0001845017],"category_scores_gemma":[0.0002542956,0.00008626981,0.00002203995,0.0006553926,0.00008427209,0.0002023657,0.0001021209,0.0001286916,0.000002286751],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00007071666,"about_ca_system_score_gemma":0.0005560943,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.03667724,"about_ca_topic_score_gemma":0.1533598,"domain_scores_codex":[0.9987113,0.0004028081,0.0001862466,0.0002233356,0.0001887689,0.0002875733],"domain_scores_gemma":[0.999134,0.0003804939,0.0001639599,0.0001381931,0.00006635877,0.0001169955],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00005256083,0.00006006646,0.9782066,0.000002592249,0.00009839808,0.00002357484,0.01389064,0.0004482187,0.000007846348,0.00007054653,0.001905354,0.0052336],"study_design_scores_gemma":[0.001111522,0.0001114787,0.9922717,0.001060453,0.00006212963,4.874375e-7,0.001562199,0.0001139264,0.0004788715,0.002320265,0.0007336556,0.0001732756],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9945835,0.001316712,0.00002357147,0.0001780162,0.00004490996,0.0002745969,0.000007824805,0.00001839349,0.003552499],"genre_scores_gemma":[0.9965215,0.001569079,0.0005214654,0.00005332617,0.00003214497,0.000005964229,0.00001523616,0.000009538771,0.001271715],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1166825,"threshold_uncertainty_score":0.9697376,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0533317554317552,"score_gpt":0.314536046457862,"score_spread":0.2612042910261068,"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."}}