{"id":"W2139520621","doi":"10.1100/tsw.2001.58","title":"Accumulation of Deficits as a Proxy Measure of Aging","year":2001,"lang":"en","type":"article","venue":"The Scientific World JOURNAL","topic":"Genetics, Aging, and Longevity in Model Organisms","field":"Biochemistry, Genetics and Molecular Biology","cited_by":2910,"is_retracted":false,"has_abstract":true,"ca_institutions":"Polytechnique Montréal","funders":"Health Canada","keywords":"Proxy (statistics); Frailty Index; Life expectancy; Index (typography); Cognition; Medicine; Etiology; Gerontology; Demography; Statistics; Audiology; Internal medicine; Psychiatry; Computer science; Mathematics; Environmental health; Population","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":[0.003160853,0.0006253377,0.0005977899,0.009616921,0.0004618651,0.001250825,0.0007888576,0.0005028069,0.001520818],"category_scores_gemma":[0.008413486,0.0001533713,0.0005572734,0.004575764,0.0005191289,0.0009649152,0.001108103,0.0006541528,0.0004028048],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00116157,"about_ca_system_score_gemma":0.001100713,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.02158948,"about_ca_topic_score_gemma":0.02745124,"domain_scores_codex":[0.9988834,0.0003329017,0.0001499188,0.0001850897,0.0003731102,0.00007561858],"domain_scores_gemma":[0.9960631,0.001136333,0.001538593,0.0003662258,0.0006475051,0.0002482866],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"theoretical_or_conceptual","study_design_scores_codex":[0.000210854,0.00009499102,0.8879346,0.0001899841,0.0003848098,0.0002504425,0.001069095,0.002934699,0.002702896,0.005123353,0.002399798,0.0967044],"study_design_scores_gemma":[0.00001618336,0.0003674025,0.9711924,0.00009130382,0.0001592186,0.001325819,0.0006782287,0.009849897,0.001442164,0.006291762,0.008502133,0.00008343537],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8035691,0.005182451,0.1617302,0.0007651292,0.0001845365,0.0006672961,0.01251613,0.0006625555,0.01472264],"genre_scores_gemma":[0.9318326,0.001358801,0.06090086,0.0001111239,0.0001195917,0.0002616555,0.003070626,0.00004172359,0.002302979],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.02158948,"threshold_uncertainty_score":0.04292762,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03761750930589056,"score_gpt":0.2957205054523133,"score_spread":0.2581029961464227,"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."}}