{"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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0005259459,0.00007003666,0.00007957978,0.00007727585,0.0003420677,0.00008075935,0.0001430469,0.0001144739,0.00005339544],"category_scores_gemma":[0.00004261258,0.0000488224,0.00002565675,0.0003149383,0.00004832394,0.0001597152,0.00001695314,0.0003564343,0.00001697248],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00004546095,"about_ca_system_score_gemma":0.0002282719,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.01078107,"about_ca_topic_score_gemma":0.07329151,"domain_scores_codex":[0.9988527,0.0003024752,0.0001284113,0.0002123558,0.0002267313,0.0002772852],"domain_scores_gemma":[0.9995556,0.000218586,0.00001642539,0.0001128768,0.00003085224,0.00006561891],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00001433752,0.00001769717,0.3757261,0.0001615846,0.000006375101,0.0001065145,0.3608925,4.223931e-7,0.00009542024,0.00534868,0.000472599,0.2571578],"study_design_scores_gemma":[0.0008660576,0.0003446051,0.7304046,0.006461832,0.0000614582,0.0001656506,0.1029597,0.0001730084,0.000237649,0.04761364,0.1097768,0.0009350314],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9462132,0.04200358,0.00001213617,0.007036567,0.0002804492,0.0002775187,0.000002371222,0.0001056128,0.004068527],"genre_scores_gemma":[0.9881622,0.01000355,0.00002955298,0.00149161,0.0001758881,0.00002065194,0.000002204593,0.000008609225,0.000105706],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.3546785,"threshold_uncertainty_score":0.9958062,"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."}}