| { |
| "approved_by_author": "\u231b", |
| "citation": "Kwon, Dayoon, and Daniel W. Belsky. \"A toolkit for quantification of biological age from blood chemistry and organ function test data: BioAge.\" GeroScience 43.6 (2021): 2795-2808.", |
| "citations": 332, |
| "citations_date": "2026-08-20", |
| "clock_name": "kdmage", |
| "data_type": "clinical biomarkers", |
| "doi": "https://doi.org/10.1007/s11357-021-00480-5", |
| "journal": "GeroScience", |
| "last_author": "Daniel W. Belsky", |
| "model_type": "Klemera\u2013Doubal composite", |
| "n_features": 11, |
| "notes": "Klemera-Doubal biological age, trained sex-specifically on NHANES III adults aged 30-75 who were not pregnant, using the BioAge package defaults. Biomarker parameters were fit on SI-unit variants so they are natively in pyaging's unit convention, and C-reactive protein is supplied raw in mg/dL and log1p-transformed inside the clock. Sex is coded female = 1 and male = 0; a dataset with no female column scores every sample with the male parameters.", |
| "platform": [ |
| "clinical laboratory assays" |
| ], |
| "population": "adults", |
| "postprocess": "klemera_doubal", |
| "predicts": [ |
| "biological age" |
| ], |
| "preprocess": "log1p_crp", |
| "reference_values": true, |
| "research_only": null, |
| "species": "Homo sapiens", |
| "tissue": [ |
| "blood" |
| ], |
| "training_target": [ |
| "chronological age" |
| ], |
| "unit": [ |
| "years" |
| ], |
| "version": "0.5.0", |
| "year": 2021 |
| } |