{"id":"W4400975188","doi":"10.3390/healthcare12151476","title":"Unmasking Elder Abuse: Depression and Dependency in the Post-Pandemic Era","year":2024,"lang":"en","type":"article","venue":"Healthcare","topic":"Elder Abuse and Neglect","field":"Social Sciences","cited_by":3,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"Universidad de Oviedo","keywords":"Pandemic; Depression (economics); Dependency (UML); Elder abuse; Coronavirus disease 2019 (COVID-19); Psychiatry; Psychology; Medicine; Gerontology; Suicide prevention; Medical emergency; Poison control; Engineering; Internal medicine","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0003132217,0.0001281606,0.0001858712,0.0006491347,0.0003580814,0.0004406657,0.0001157995,0.0002229665,0.001112287],"category_scores_gemma":[0.001099267,0.00009290394,0.0002082986,0.0005593856,0.0002200075,0.0003586257,0.0004854299,0.0002986928,0.0001114837],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000223595,"about_ca_system_score_gemma":0.0002930438,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.006756007,"about_ca_topic_score_gemma":0.01186811,"domain_scores_codex":[0.9998286,0.00005233715,0.00002042635,0.00001271146,0.0000310051,0.00005498099],"domain_scores_gemma":[0.9995847,0.00004474415,0.0002189987,0.0000111864,0.00006283376,0.00007754275],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00002154167,0.00001620718,0.9975484,0.00001264612,0.00001100025,0.0001195012,0.0002395252,0.000006263491,0.0000593139,0.00001802842,0.00005847535,0.001889155],"study_design_scores_gemma":[6.493932e-7,0.00002262954,0.9986231,0.00001366346,0.000006707932,0.0002951539,0.0008559509,0.00002010267,0.0000159453,0.00001813726,0.0001268577,0.000001077103],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9984701,0.0006861807,0.00002154085,0.000103203,0.000004996664,0.000003481411,0.00008613918,4.060247e-7,0.0006238742],"genre_scores_gemma":[0.9991929,0.0005699082,0.0000216384,0.00002582771,0.000009025985,0.000001853948,0.00005928914,2.690784e-7,0.0001193683],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.006756007,"threshold_uncertainty_score":0.01343334,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03010609212598229,"score_gpt":0.3673054707412717,"score_spread":0.3371993786152894,"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."}}