{"id":"W4416357319","doi":"10.1177/07334648251400491","title":"Frailty is Linked to Lower Subjective Life Expectancy in Korean Middle-Aged and Older Adults","year":2025,"lang":"en","type":"article","venue":"Journal of Applied Gerontology","topic":"Frailty in Older Adults","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of British Columbia","funders":"","keywords":"Socioemotional selectivity theory; Life expectancy; Propensity score matching; Psychological intervention; Longitudinal study; Expectancy theory; Perception; Matching (statistics)","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0004207344,0.000226739,0.0002203875,0.0005461354,0.000269684,0.0003832799,0.0001491493,0.0002246816,0.001298872],"category_scores_gemma":[0.00126033,0.0001534495,0.00037862,0.0004199747,0.0001689077,0.000300433,0.0004803091,0.0003127076,0.00009691401],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001623804,"about_ca_system_score_gemma":0.0001926433,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.006239116,"about_ca_topic_score_gemma":0.01112332,"domain_scores_codex":[0.9998543,0.00002840977,0.00003072854,0.00003709483,0.00001888199,0.00003052211],"domain_scores_gemma":[0.999376,0.00005038854,0.0003353443,0.00004259171,0.00007518374,0.0001204914],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00005915967,0.00002552329,0.9973562,0.00001965985,0.00007106686,0.00004733175,0.0002972683,0.000022082,0.0002458818,0.00002261892,0.00006032235,0.001773005],"study_design_scores_gemma":[0.000001670205,0.00002537603,0.9995486,0.000005387695,0.00001615233,0.00003929098,0.0002062401,0.00005068402,0.00001591919,0.00001913871,0.00006963234,0.000001893415],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9994117,0.0002291759,0.00004758938,0.00003949182,0.000004148395,0.00000292898,0.0001034899,7.640023e-7,0.0001607384],"genre_scores_gemma":[0.9997498,0.00006578728,0.00002279494,0.00001901984,0.00000242009,0.000001902792,0.00007910278,3.257821e-7,0.00005886581],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.006239116,"threshold_uncertainty_score":0.01240557,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02412786571902728,"score_gpt":0.2936646710510125,"score_spread":0.2695368053319853,"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."}}