{"id":"W2462577977","doi":"10.1016/j.archger.2016.07.001","title":"Frailty and life satisfaction in Shanghai older adults: The roles of age and social vulnerability","year":2016,"lang":"en","type":"article","venue":"Archives of Gerontology and Geriatrics","topic":"Frailty in Older Adults","field":"Medicine","cited_by":64,"is_retracted":false,"has_abstract":false,"ca_institutions":"Dalhousie University","funders":"Shanghai Municipal Education Commission","keywords":"Vulnerability (computing); Life satisfaction; Social vulnerability; Gerontology; Psychology; Association (psychology); Demography; Medicine; Psychological intervention; Social psychology; Psychiatry","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0001664004,0.0001027035,0.0003191525,0.00008128929,0.00005718801,0.000002929813,0.00004251347,0.0001035995,0.00001482734],"category_scores_gemma":[0.0003056451,0.00006202378,0.00003150804,0.00004689148,0.0007468138,0.00005736573,0.00006963888,0.000121083,2.168027e-7],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000005973445,"about_ca_system_score_gemma":0.00003062649,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0002397431,"about_ca_topic_score_gemma":0.002611808,"domain_scores_codex":[0.9991525,0.0001337557,0.0002764755,0.0002115881,0.00007735068,0.0001483059],"domain_scores_gemma":[0.9988966,0.0007791259,0.0001181821,0.0001355931,0.00002023525,0.00005028154],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0008379922,0.00007596779,0.6119504,0.0003225027,0.00004575198,0.000006594362,0.01422505,1.107866e-7,0.002007921,0.0007144507,0.00008990513,0.3697233],"study_design_scores_gemma":[0.002620656,0.0001965707,0.9936423,0.00007147244,0.000041881,0.0000182308,0.0008553797,0.00002260173,0.0002015911,0.002169573,0.00009559874,0.0000641981],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9928023,0.001768633,0.0003045854,0.004596306,0.00004729946,0.0002430684,0.0000265422,0.000008433175,0.0002028651],"genre_scores_gemma":[0.9984446,0.0008532619,0.0004828715,0.0001039489,0.00004984454,0.000008956709,0.000003033969,0.000005881685,0.00004764965],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.3816918,"threshold_uncertainty_score":0.2751666,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0202667591958723,"score_gpt":0.2803037005982774,"score_spread":0.2600369414024051,"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."}}