{"id":"W2900305568","doi":"10.1093/geroni/igy023.232","title":"BROAD-SCALE, MULTI-SYSTEM DYSREGULATION OF GENE EXPRESSION: TOWARD CLINICAL QUANTIFICATION OF AGING","year":2018,"lang":"en","type":"article","venue":"Innovation in Aging","topic":"Biomedical Ethics and Regulation","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Université de Sherbrooke","funders":"","keywords":"Biology; Gene expression; Gene; Computational biology; KEGG; Proteostasis; Systems biology; Function (biology); microRNA; Biological pathway; Bioinformatics; Genetics; Gene ontology","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.009870601,0.0004097909,0.0005698677,0.002940698,0.0004062494,0.001352928,0.000453888,0.0004037559,0.0007136423],"category_scores_gemma":[0.01582842,0.0001673391,0.0002854943,0.002239656,0.0009940284,0.0009746621,0.001391456,0.0006558457,0.000184238],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0004501673,"about_ca_system_score_gemma":0.0005000002,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0008883025,"about_ca_topic_score_gemma":0.00154009,"domain_scores_codex":[0.9959704,0.002190752,0.000347834,0.0008943281,0.0005002499,0.00009653642],"domain_scores_gemma":[0.9910047,0.00439248,0.002178692,0.001289768,0.0009252501,0.0002091297],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0005313937,0.0001028474,0.8433223,0.0003392075,0.0004698571,0.0001873454,0.002044301,0.006007897,0.02225295,0.004845462,0.001241224,0.1186552],"study_design_scores_gemma":[0.00002377185,0.0004474389,0.9183613,0.00006557768,0.0001419618,0.0008561998,0.0008902836,0.04075065,0.009544975,0.02398763,0.004859305,0.00007097601],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8028899,0.002914011,0.1884398,0.0005742717,0.00005800861,0.0001851131,0.001407951,0.0002707583,0.00326015],"genre_scores_gemma":[0.961947,0.0002404783,0.03700826,0.00008991428,0.00003124134,0.00009045051,0.0003368413,0.00003207277,0.0002236721],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.009870601,"threshold_uncertainty_score":0.05220139,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1235221440701196,"score_gpt":0.4085252183763234,"score_spread":0.2850030743062039,"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."}}