ArticleJournal of medical Internet research2021
Data Leakage in Health Outcomes Prediction With Machine Learning. Comment on "Prediction of Incident Hypertension Within the Next Year: Prospective Study Using Statewide Electronic Health Records and Machine Learning".
Article in Journal of medical Internet research, 2021. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Cited by 18 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
18 citing papers in PubMed.
- Introduction to using symbolic regression for interpretable machine learning in healthcare.Communications medicine · 2026Review
- A four-parameter laboratory risk stratification model at admission for 90-day mortality in hepatorenal syndrome-acute kidney injury: a single-center derivation and internal validation study.Frontiers in nephrology · 2026Article
- Labour-type physical activity, metabolic dysregulation, and hypertension in rural older adults: rethinking work, exercise, and health in a cold-climate agricultural community.Frontiers in public health · 2026Article
- Target leakage and the use of diagnostic variables in diabetes prediction models.Nutrition & diabetes · 2025Article
- The Effect of Data Leakage and Feature Selection on Machine Learning Performance for Early Parkinson's Disease Detection.Bioengineering (Basel, Switzerland) · 2025Article
- Identifying and Predicting Cognitive Decline Using Multi-Modal Sensor Data and Machine Learning Approach.Research square · 2025Article
- Mitigating Data Leakage in a WiFi CSI Benchmark for Human Action Recognition.Sensors (Basel, Switzerland) · 2024Article
- Exploring and exploiting the rice phytobiome to tackle climate change challenges.Plant communications · 2024Review
- Guiding questions to avoid data leakage in biological machine learning applications.Nature methods · 2024Review
- Critical Analysis of Data Leakage in WiFi CSI-Based Human Action Recognition Using CNNs.Sensors (Basel, Switzerland) · 2024Article
- REFORMS: Consensus-based Recommendations for Machine-learning-based Science.Science advances · 2024Review
- A framework for understanding label leakage in machine learning for health care.Journal of the American Medical Informatics Association : JAMIA · 2023Article
- Shapely additive values can effectively visualize pertinent covariates in machine learning when predicting hypertension.Journal of clinical hypertension (Greenwich, Conn.) · 2023Article
- Leakage and the reproducibility crisis in machine-learning-based science.Patterns (New York, N.Y.) · 2023Article
- Review and Analysis of Tumour Detection and Image Quality Analysis in Experimental Breast Microwave Sensing.Sensors (Basel, Switzerland) · 2023Review
- Multi-site cross-organ calibrated deep learning (MuSClD): Automated diagnosis of non-melanoma skin cancer.Medical image analysis · 2023Article
- Interfacing Machine Learning and Microbial Omics: A Promising Means to Address Environmental Challenges.Frontiers in microbiology · 2022Review
- Development of An Individualized Risk Prediction Model for COVID-19 Using Electronic Health Record Data.Frontiers in big data · 2021Article
Corrections and comments
- Comment on
Authors and funding
3 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.