ArticleFrontiers in medicine2021
A Machine Learning-Based Aging Measure Among Middle-Aged and Older Chinese Adults: The China Health and Retirement Longitudinal Study.
Article in Frontiers in medicine, 2021. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Cited by 13 papers.
What it found
Each row is one number read from the abstract, on the scale the paper reported it, with its interval. Left of the dashed line favours the treatment, right favours the comparator. Under each row is the sentence it came from. New to these charts? A ten-minute tutorial.
The abstract states no effect estimate the extractor could read, or names no intervention and outcome on the map, so this paper lights no cell and moves no belief. It is still indexed, cited and linked below.
The trial behind it
Trials whose registry record cites this paper, or whose number appears in the abstract. A trial that started after this paper was published is citing it as background, not reporting it.
Neither the registry nor the abstract names a trial number. If this is a trial report, that itself is worth knowing.
Who cites it
13 citing papers in PubMed.
- Trial
- Association between weight-adjusted waist index and the incidence of low back pain among middle-aged and older adults: a nationwide prospective cohort study in China.European spine journal : official publication of the European Spine Society, the European Spinal Deformity Society, and the European Section of the Cervical Spine Research Society · 2026Article
- Article
- Early-life determinants of cardiometabolic outcomes and accelerated biological ageing in Colombia.Aging · 2026Article
- Explainable machine learning framework for biomarker discovery by combining biological age and frailty prediction.Scientific reports · 2025Article
- Biological age prediction and NAFLD risk assessment: a machine learning model based on a multicenter population in Nanchang, Jiangxi, China.BMC gastroenterology · 2025Article
- AI-Based Hematological Age Predictors and the Association Between Biological Age Acceleration and Type 2 Diabetes Mellitus - Chongqing Municipality, China, 2015-2021.China CDC weekly · 2024Article
- Physiological Dysregulation Proceeds and Predicts Health Outcomes Similarly in Chinese and Western Populations.The journals of gerontology. Series A, Biological sciences and medical sciences · 2024Article
- Biomarkers of aging.Science China. Life sciences · 2023Review
- A model for predicting physical function upon discharge of hospitalized older adults in Taiwan-a machine learning approach based on both electronic health records and comprehensive geriatric assessment.Frontiers in medicine · 2023Article
- Prediction of posttraumatic functional recovery in middle-aged and older patients through dynamic ensemble selection modeling.Frontiers in public health · 2023Article
- A machine learning-based data mining in medical examination data: a biological features-based biological age prediction model.BMC bioinformatics · 2022Article
- Health Services Accessibility and Self-Reported Health Among Chinese Middle-Aged and Older Adults: Propensity Score Matching and Mixed-Effects Ordinal Logit Analysis.Inquiry : a journal of medical care organization, provision and financingArticle
Corrections and comments
PubMed lists nothing against this paper. Absence here is not a guarantee, only a check that was made.
Authors and funding
8 authors.
Funding
No grant is acknowledged in the PubMed record.
Abstract
PubMed holds no abstract for this paper.
Indexed as
Identifiers
What OpenQuestion holds
Registered trials
Read under generation 80e0d062 · epoch 390. Bibliography from PubMed, PubMed Central and OpenAlex; grants from NIH RePORTER; trial links from ClinicalTrials.gov; estimates, votes and beliefs from the OpenQuestion graph.