{"id":"W4385715914","doi":"10.2196/43612","title":"A Multidimensional Assessment of Activities of Daily Living, Mental Status, Communication, and Social Abilities Among Older Adults in Shenzhen, China: Cross-Sectional Study","year":2023,"lang":"en","type":"article","venue":"JMIR Public Health and Surveillance","topic":"Frailty in Older Adults","field":"Medicine","cited_by":17,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"China Postdoctoral Science Foundation; National Natural Science Foundation of China","keywords":"Activities of daily living; Gerontology; Bathing; Psychological intervention; Population; Mental health; Cross-sectional study; Psychology; Medicine; Environmental health; Psychiatry","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":true,"about_ca":false,"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":[0.001309679,0.0005613575,0.0003385071,0.001294691,0.0008550688,0.0004881044,0.0004261788,0.0005040642,0.0007149006],"category_scores_gemma":[0.00116285,0.000438529,0.0004484122,0.001317499,0.0004086145,0.0006251312,0.0007005926,0.0005130991,0.0001567849],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0007585269,"about_ca_system_score_gemma":0.0009884589,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.02451316,"about_ca_topic_score_gemma":0.04439477,"domain_scores_codex":[0.9995552,0.00008550283,0.00009153016,0.00008524741,0.0001158367,0.00006668989],"domain_scores_gemma":[0.9990878,0.00007456434,0.0002631289,0.00006633806,0.0001831703,0.0003250234],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00001646937,0.00005997424,0.9988329,0.00001045639,0.00002656533,0.00002659605,0.0002316633,0.00001795032,0.0001209068,0.000006384879,0.00005131518,0.0005987497],"study_design_scores_gemma":[0.000003559564,0.00005079622,0.999534,0.000002669117,0.00000878306,0.00002578281,0.0002383251,0.00006210593,0.00001496309,0.000004332326,0.00005281524,0.000001966331],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9994606,0.00005086196,0.00003565344,0.00002711657,0.000002683968,0.00003620724,0.0002381536,0.000001520976,0.0001471567],"genre_scores_gemma":[0.9991356,0.00005170979,0.0001325094,0.00004912064,0.000005011074,0.00005156875,0.00044517,5.897226e-7,0.0001288612],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.02451316,"threshold_uncertainty_score":0.04874092,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02611761956090907,"score_gpt":0.3601335840697257,"score_spread":0.3340159645088167,"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."}}