{"id":"W2895507097","doi":"10.14336/ad.2018.1030","title":"Health and Aging: Unifying Concepts, Scores, Biomarkers and Pathways","year":2018,"lang":"en","type":"review","venue":"Aging and Disease","topic":"Genetics, Aging, and Longevity in Model Organisms","field":"Biochemistry, Genetics and Molecular Biology","cited_by":81,"is_retracted":false,"has_abstract":true,"ca_institutions":"Université de Sherbrooke","funders":"Canadian Institutes of Health Research; European Commission","keywords":"Medicine; Bioinformatics; Biology","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":[0.003372642,0.002000018,0.002502891,0.00660937,0.0006774402,0.004007104,0.00218578,0.00267979,0.002091922],"category_scores_gemma":[0.004082639,0.0004499991,0.000985173,0.005149678,0.005893873,0.006230616,0.002741094,0.004958858,0.00102875],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002957754,"about_ca_system_score_gemma":0.00471025,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.003647162,"about_ca_topic_score_gemma":0.00318423,"domain_scores_codex":[0.9988544,0.0003636092,0.000187066,0.0002245042,0.0003041873,0.00006623851],"domain_scores_gemma":[0.9977488,0.001264308,0.0002322569,0.000103452,0.0004971531,0.0001539973],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00009616309,0.00008994221,0.001513634,0.01803806,0.0001859722,0.0002999549,0.0009999032,0.0007650653,0.0007414174,0.1370625,0.02861439,0.811593],"study_design_scores_gemma":[0.00001323563,0.000106887,0.003317229,0.01440342,0.0001887697,0.001738533,0.0009120015,0.0004101747,0.0003997669,0.1232194,0.8552141,0.00007649248],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.0001898904,0.9928558,0.001613708,0.002797285,0.00075802,0.00001490626,0.00004083244,0.00001859935,0.001710994],"genre_scores_gemma":[0.003399329,0.9912668,0.001993227,0.001215821,0.001076875,0.00004356171,0.00007773065,0.000007846632,0.0009188278],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.00660937,"threshold_uncertainty_score":0.02146006,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03533076929377559,"score_gpt":0.3144544564334431,"score_spread":0.2791236871396675,"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."}}