{"id":"W2942592125","doi":"10.1016/j.arr.2019.04.008","title":"A systematic review of existing peripheral biomarkers of cognitive aging: Is there enough evidence for biomarker proxies in behavioral modification interventions?","year":2019,"lang":"en","type":"review","venue":"Ageing Research Reviews","topic":"Adipokines, Inflammation, and Metabolic Diseases","field":"Medicine","cited_by":22,"is_retracted":false,"has_abstract":false,"ca_institutions":"Baycrest Hospital; Université de Montréal; Université Laval; Centre hospitalier de l'Université Laval; Concordia University; University of Toronto; Toronto Metropolitan University","funders":"","keywords":"Biomarker; Medicine; Cognition; Psychological intervention; Biomarker discovery; Systematic review; MEDLINE; Bioinformatics; Proteomics; Psychiatry; Biology","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":"codex-gemma-dda1882f352a","candidate_categories":["metaresearch","metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.01080185,0.0004499347,0.005174924,0.0007689534,0.0000805173,0.00003642313,0.0004560237,0.0001797678,0.0001174841],"category_scores_gemma":[0.02226675,0.0003138226,0.002023602,0.001479877,0.0002695712,0.0002667598,0.0001246566,0.0003657076,0.00002609855],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000247804,"about_ca_system_score_gemma":0.0008120889,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001486484,"about_ca_topic_score_gemma":0.00001193806,"domain_scores_codex":[0.9917349,0.002503989,0.003842978,0.000633309,0.0008277107,0.0004570877],"domain_scores_gemma":[0.9926814,0.002279888,0.002482033,0.0009700606,0.001453256,0.000133318],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"systematic_review","study_design_gemma":"systematic_review","study_design_scores_codex":[0.000025308,0.0001782294,0.00002811006,0.7488308,0.0002669831,0.000006844416,0.0002679847,7.65096e-9,0.000004620497,0.00004069518,0.0002290281,0.2501214],"study_design_scores_gemma":[0.0003284253,0.0001788653,0.00009764172,0.9298137,0.00618811,0.00001596099,0.0001726354,0.00001435512,0.000004940701,0.00001022032,0.06296406,0.0002111046],"study_design_candidate":"systematic_review","study_design_consensus":"systematic_review","genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.00008315557,0.9738756,0.0001333489,0.00005978598,0.00007009439,0.02546201,0.0001032797,0.00001646144,0.0001962111],"genre_scores_gemma":[0.0001760403,0.9918309,0.0004430244,0.00002116177,0.00006057237,0.005982912,0.0003295298,0.00006511989,0.001090766],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.2499103,"threshold_uncertainty_score":0.9999314,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.5984835265323684,"score_gpt":0.570361035788921,"score_spread":0.02812249074344741,"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."}}