{"id":"W3141908675","doi":"10.1016/j.mad.2021.111481","title":"Toward a multidisciplinary science of aging biology","year":2021,"lang":"en","type":"editorial","venue":"Mechanisms of Ageing and Development","topic":"Genetics, Aging, and Longevity in Model Organisms","field":"Biochemistry, Genetics and Molecular Biology","cited_by":2,"is_retracted":false,"has_abstract":false,"ca_institutions":"Centre Hospitalier Universitaire de Sherbrooke; Université de Sherbrooke","funders":"Canadian Institutes of Health Research","keywords":"Multidisciplinary approach; Biology; Gerontology; Medicine; Sociology; Social science","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":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.000745883,0.0002944708,0.0004715225,0.0001684706,0.0001576224,0.00002712685,0.0004161856,0.0004578193,0.000009068627],"category_scores_gemma":[0.0002602332,0.000295398,0.00007153604,0.0001161751,0.0002977418,0.000004033172,0.0009637152,0.000203367,0.000001047486],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00003040596,"about_ca_system_score_gemma":0.001335763,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00005947594,"about_ca_topic_score_gemma":0.00002140927,"domain_scores_codex":[0.9979823,0.00004884956,0.0004950005,0.0007033049,0.0004189216,0.0003516592],"domain_scores_gemma":[0.9987082,0.00003878746,0.0003184613,0.0003849602,0.0004445396,0.0001049852],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"bench_or_experimental","study_design_scores_codex":[0.00002393808,0.0001028355,0.00004777096,0.0006634589,0.0001369565,0.0000191692,0.002039296,0.00004882878,0.9849425,0.0001540676,0.008535164,0.003286016],"study_design_scores_gemma":[0.0004328383,0.000261061,0.0001362755,0.0002458254,0.00003603834,0.000005009849,0.0004149385,0.00001736186,0.9685015,0.0006867998,0.02884789,0.0004144321],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"editorial","genre_gemma":"empirical","genre_scores_codex":[0.2863249,0.007754576,0.2331672,0.00009546873,0.4714809,0.0006002945,0.0001706953,0.00004726494,0.0003586825],"genre_scores_gemma":[0.8013392,0.001488577,0.1476904,0.00002830056,0.04823892,0.00002564822,0.0006883761,0.00007946817,0.0004211191],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.5150142,"threshold_uncertainty_score":0.9999498,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01377106930218821,"score_gpt":0.2633649094449684,"score_spread":0.2495938401427802,"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."}}