{"id":"W4360982889","doi":"10.1080/01924788.2023.2193786","title":"Cognitive Functioning, Dependency, and Quality of Life Among Older Adults","year":2023,"lang":"en","type":"article","venue":"Activities Adaptation & Aging","topic":"Dementia and Cognitive Impairment Research","field":"Medicine","cited_by":22,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Dependency (UML); Cognition; Quality of life (healthcare); Gerontology; Psychology; Poison control; Medicine; Medical emergency; Computer science; Psychiatry; Artificial intelligence","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":[0.0006589822,0.0001296366,0.000184181,0.0005738479,0.0003381,0.0004543889,0.0001302559,0.0002012874,0.0009136233],"category_scores_gemma":[0.001828647,0.00007057288,0.000306508,0.0005626858,0.0002049875,0.0003636826,0.0003532042,0.0004061754,0.00007459555],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002261205,"about_ca_system_score_gemma":0.0003143348,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.006563789,"about_ca_topic_score_gemma":0.01102297,"domain_scores_codex":[0.9997537,0.00005617696,0.00003496316,0.00002869019,0.00006673705,0.00005977331],"domain_scores_gemma":[0.9994224,0.0001220875,0.0002286843,0.0000233489,0.00007860071,0.0001249062],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00001376829,0.00003238182,0.9955546,0.00001802023,0.00002179566,0.00004935887,0.000233572,0.0000164349,0.00004117807,0.00002594474,0.00009182846,0.003901016],"study_design_scores_gemma":[5.675733e-7,0.00003818416,0.9993681,0.00001035512,0.00000631726,0.00006153547,0.0002841206,0.00002534661,0.000009925506,0.00002876728,0.0001653306,0.000001432978],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9976554,0.0009400941,0.00004199622,0.0002202958,0.000009251945,0.000006266451,0.000195878,0.000001121766,0.0009296407],"genre_scores_gemma":[0.9993299,0.0003584392,0.00005837806,0.00004733686,0.000008233768,0.000004117408,0.0001014122,2.337291e-7,0.00009197156],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.006563789,"threshold_uncertainty_score":0.01305115,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04482039506648536,"score_gpt":0.330779024227448,"score_spread":0.2859586291609627,"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."}}