ArticleInternational journal of public health2023
Using Machine Learning to Predict Cognitive Impairment Among Middle-Aged and Older Chinese: A Longitudinal Study.
Article in International journal of public health, 2023. The graph could read no effect estimate from its abstract, so it casts no vote on the map. An erratum has been issued. Cited by 13 papers, 1 of them a synthesis that pooled it.
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, 1 synthesis or guideline pooled it.
- Application of machine learning in measurement of ageing and geriatric diseases: a systematic review.BMC geriatrics · 2023Pooled it
- Multimodal MRI prediction of cognitive functioning across the lifespan: separating between-person differences from within-person changes.GeroScience · 2026Article
- Identification of cognitive subtypes and risk networks in Chinese older adults: based on latent profile analysis and explainable machine learning.BMC geriatrics · 2026Article
- Predicting Dementia Risk: Progress, Pitfalls, and Priorities.International journal of public health · 2026Article
- Development of a neural network-based risk prediction model for mild cognitive impairment in older adults with functional disability.BMC public health · 2025Article
- Multimodal Neuroimaging of Obesity: From Structural-Functional Mechanisms to Precision Interventions.Brain sciences · 2025Review
- Development and interpretation of a machine learning predictive model for early cognitive impairment in hypertension associated with environmental factors.Frontiers in cardiovascular medicine · 2025Article
- Early Identification of Cognitive Impairment in Community Environments Through Modeling Subtle Inconsistencies in Questionnaire Responses: Machine Learning Model Development and Validation.JMIR formative research · 2024Article
- Prediction Model for Cognitive Impairment among Disabled Older Adults: A Development and Validation Study.Healthcare (Basel, Switzerland) · 2024Article
- Early prediction of cognitive impairment in adults aged 20 years and older using machine learning and biomarkers of heavy metal exposure.Current research in toxicology · 2024Article
- Development and validation of a cognitive dysfunction risk prediction model for the abdominal obesity population.Frontiers in endocrinology · 2024Article
- Exploring Depression and Nutritional Covariates Amongst US Adults using Shapely Additive Explanations.Health science reports · 2023Article
- Predicting mild cognitive impairment among Chinese older adults: a longitudinal study based on long short-term memory networks and machine learning.Frontiers in aging neuroscience · 2023Article
Corrections and comments
- Erratum issued
Authors and funding
4 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.