{"id":"W4405802408","doi":"10.1016/j.aggp.2024.100113","title":"The silver lining: A decade of improvement in disability-free living among older Americans (2008–2017)","year":2024,"lang":"en","type":"article","venue":"Archives of Gerontology and Geriatrics Plus","topic":"Retirement, Disability, and Employment","field":"Social Sciences","cited_by":2,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Toronto","funders":"","keywords":"Gerontology; Psychology; Medicine","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":["sts"],"consensus_categories":[],"category_scores_codex":[0.001034085,0.0001307286,0.0002941006,0.00007301375,0.0002505212,0.00003577666,0.000406037,0.00008447893,0.00002765017],"category_scores_gemma":[0.0007723465,0.0001001141,0.0001090071,0.0002227764,0.002837756,0.0001045672,0.0002301314,0.0001803781,8.250432e-7],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00006617694,"about_ca_system_score_gemma":0.000172067,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.007263065,"about_ca_topic_score_gemma":0.02577191,"domain_scores_codex":[0.9982205,0.0003172032,0.0004835329,0.0003410654,0.0002303055,0.0004073766],"domain_scores_gemma":[0.9967693,0.002629702,0.0001378689,0.0003492004,0.00002169679,0.00009222334],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00008679122,0.0002481524,0.7828603,0.00027875,0.0001009019,0.000004766889,0.1077727,0.0000176659,0.0001954579,0.01522966,0.0002576496,0.09294715],"study_design_scores_gemma":[0.0004536595,0.0003325566,0.9498383,0.000127914,0.00006896963,8.584358e-7,0.02068764,0.0005328939,0.00006997222,0.0259154,0.001756285,0.0002155585],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9876435,0.002770438,0.0002803348,0.001508948,0.0004208732,0.0004156185,0.00001059953,0.00002416883,0.006925473],"genre_scores_gemma":[0.9970289,0.002185042,0.0003322522,0.00002086379,0.00008325658,0.00003922058,0.000001311993,0.000007805377,0.0003012928],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.166978,"threshold_uncertainty_score":0.999876,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.07587147640737628,"score_gpt":0.3757807494504049,"score_spread":0.2999092730430286,"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."}}