{"id":"W2804898534","doi":"10.1093/ageing/afy081","title":"Tracking changes in frailty throughout later life: results from a 17-year longitudinal study in the Netherlands","year":2018,"lang":"en","type":"article","venue":"Age and Ageing","topic":"Frailty in Older Adults","field":"Medicine","cited_by":98,"is_retracted":false,"has_abstract":true,"ca_institutions":"Lakehead University; Dalhousie University","funders":"Canadian Institutes of Health Research","keywords":"Gee; Longitudinal study; Medicine; Ageing; Demography; Generalized estimating equation; Gerontology; Frailty Index; Tracking (education); Psychology; Internal medicine","routes":{"ca_aff":true,"ca_fund":true,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.004445445,0.0003491527,0.0005888765,0.0007077766,0.0005986654,0.0008486992,0.0007097238,0.0005382359,0.0008387156],"category_scores_gemma":[0.006011189,0.0004647997,0.0008945415,0.001641574,0.000296392,0.000712861,0.0009791693,0.0005163298,0.000245993],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00201798,"about_ca_system_score_gemma":0.001967584,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.1991241,"about_ca_topic_score_gemma":0.2196117,"domain_scores_codex":[0.9988595,0.0004804883,0.0001523346,0.0002174958,0.0001333784,0.0001567904],"domain_scores_gemma":[0.9971864,0.0005837405,0.000806262,0.0002814994,0.0007740934,0.000368031],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0002457166,0.00009128002,0.9934176,0.00005567993,0.0003394697,0.0002439239,0.001302266,0.0001398618,0.0001754588,0.00004287137,0.0005842381,0.003361584],"study_design_scores_gemma":[0.00003929695,0.0001004796,0.997218,0.00005648026,0.0001332304,0.0001335643,0.0009693992,0.0002591463,0.00005082509,0.00003444003,0.0009957453,0.000009352528],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9954568,0.0007562296,0.0003664164,0.0001167364,0.000009353389,0.00004175173,0.002947784,0.000004212414,0.0003007036],"genre_scores_gemma":[0.9926854,0.0008935173,0.0007938037,0.00008789069,0.000008072717,0.0002060359,0.004647784,0.00001398322,0.0006633499],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1991241,"threshold_uncertainty_score":0.3959301,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.08219707335439677,"score_gpt":0.3401826162026216,"score_spread":0.2579855428482248,"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."}}