{"id":"W4386568869","doi":"10.1007/s11357-023-00895-2","title":"Physiological phenotypes have optimal values relevant to healthy aging: sweet spots deduced from the Canadian Longitudinal Study on Aging","year":2023,"lang":"en","type":"article","venue":"GeroScience","topic":"Health, Environment, Cognitive Aging","field":"Environmental Science","cited_by":8,"is_retracted":false,"has_abstract":true,"ca_institutions":"Fraser Health; Dalhousie University; Canada's Michael Smith Genome Sciences Centre; Surrey Memorial Hospital; Simon Fraser University","funders":"Canadian Institutes of Health Research; Michael Smith Health Research BC; Canadian Cancer Society; Government of Canada","keywords":"Generalizability theory; Quartile; Analysis of variance; Demography; Cohort; Explained variation; Cardiovascular health; Longitudinal study; Sweet spot; Confidence interval; Medicine; Gerontology; Biology; Psychology; Statistics; Internal medicine; Developmental psychology; Mathematics; Pathology; Disease","routes":{"ca_aff":true,"ca_fund":true,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["sts","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.001781238,0.0002810136,0.000240477,0.00009961802,0.001700114,0.000155901,0.0009033913,0.00006151635,0.0003200255],"category_scores_gemma":[0.0004644184,0.0002078089,0.00005327997,0.0008463655,0.0004706105,0.0002233614,0.0005300061,0.0004129133,0.003120607],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0008097304,"about_ca_system_score_gemma":0.0001239458,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.1158478,"about_ca_topic_score_gemma":0.06856214,"domain_scores_codex":[0.9957713,0.000353481,0.0003062603,0.001398312,0.0009285993,0.001242018],"domain_scores_gemma":[0.9981318,0.0003990159,0.00009617521,0.0006865624,0.000009919695,0.0006765404],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00005892866,0.0003726321,0.9126238,0.000005770028,0.00001733126,0.0002288738,0.01838057,0.02380617,0.02540831,0.00004836885,0.004447028,0.01460226],"study_design_scores_gemma":[0.0001954661,0.0003759908,0.9937446,0.00002524416,0.000008188887,0.00000186972,0.002186653,0.001677041,0.0005665802,0.0001805785,0.0007733528,0.0002644162],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9910491,0.00001023113,0.0002337093,0.006728782,0.0003164755,0.0009102176,0.00003263695,0.0001063644,0.0006125029],"genre_scores_gemma":[0.9929104,0.00001275734,0.0005755363,0.006062145,0.0001335682,0.00007959425,0.000007436986,0.00002371707,0.0001948729],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.08112086,"threshold_uncertainty_score":0.9995995,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1099117054639421,"score_gpt":0.3471002822900175,"score_spread":0.2371885768260754,"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."}}