{"id":"W4416565590","doi":"10.1016/j.jnha.2025.100726","title":"An integrative approach to detecting potential blood-based biomarkers of cognitive frailty","year":2025,"lang":"en","type":"article","venue":"The journal of nutrition health & aging","topic":"GDF15 and Related Biomarkers","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"National Center for Geriatrics and Gerontology; Japan Health Research Promotion Bureau; Japan Agency for Medical Research and Development","keywords":"Cognition; Myristic acid; Disease; Cognitive impairment; MEDLINE","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.003931413,0.00175801,0.001851227,0.004549609,0.0004911934,0.001545063,0.0009349884,0.0006211228,0.001140376],"category_scores_gemma":[0.004379333,0.0003049806,0.001224863,0.003525341,0.0004529652,0.0008683756,0.001340713,0.000666131,0.000272448],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0005760404,"about_ca_system_score_gemma":0.001148097,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001796759,"about_ca_topic_score_gemma":0.003577614,"domain_scores_codex":[0.9988748,0.0004232518,0.00007786258,0.0003774336,0.000172393,0.00007416157],"domain_scores_gemma":[0.9988412,0.0003920866,0.0002623337,0.0001058442,0.0002901065,0.0001085312],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.001682421,0.0008867927,0.5970427,0.0008837997,0.00325547,0.0004374563,0.0005347802,0.01140548,0.04357099,0.001929285,0.002442157,0.3359286],"study_design_scores_gemma":[0.0002675636,0.002584218,0.7417982,0.000363874,0.004755056,0.001039167,0.0009919574,0.2117848,0.01479975,0.01547987,0.005961397,0.0001741218],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.679263,0.01121648,0.2976532,0.001569967,0.0001053615,0.0007327124,0.004022282,0.0006499649,0.004786991],"genre_scores_gemma":[0.8502526,0.002243613,0.143275,0.0004124178,0.0001677156,0.0006213021,0.002099293,0.0000397091,0.0008883227],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.004549609,"threshold_uncertainty_score":0.02079159,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01951153764895982,"score_gpt":0.3363531076542009,"score_spread":0.3168415700052411,"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."}}