ArticleEuropean journal of epidemiology2020
On the relationship of machine learning with causal inference.
Article in European journal of epidemiology, 2020. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Cited by 17 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
17 citing papers in PubMed, 1 synthesis or guideline pooled it.
- Electronic health record-based prediction models for in-hospital adverse drug event diagnosis or prognosis: a systematic review.Journal of the American Medical Informatics Association : JAMIA · 2023Pooled it
- Integrating Kolmogorov-Arnold networks with ordinary differential equations for efficient, interpretable, and robust deep learning: Epidemiology of infectious diseases as a case study.Infectious Disease Modelling · 2026Article
- Causal Covariate Selection for the Regression Calibration Method for Exposure Measurement Error Bias Correction.Statistics in medicine · 2026Article
- Artificial Intelligence in Environment and Human Health: Progress, Opportunities and Challenges.Current environmental health reports · 2025Review
- Chronic kidney disease and dementia: an epidemiological perspective.Nature reviews. Nephrology · 2025Review
- A Novel Improvement of Feature Selection for Dynamic Hand Gesture Identification Based on Double Machine Learning.Sensors (Basel, Switzerland) · 2025Article
- Investigating causal networks of dementia using causal discovery and natural language processing models.NPJ dementia · 2025Article
- Machine learning in causal inference for epidemiology.European journal of epidemiology · 2024Article
- Data driven contagion risk management in low-income countries using machine learning applications with COVID-19 in South Asia.Scientific reports · 2023Article
- Framework and baseline examination of the German National Cohort (NAKO).European journal of epidemiology · 2022Article
- Perspectives on Sex- and Gender-Specific Prediction of New-Onset Atrial Fibrillation by Leveraging Big Data.Frontiers in cardiovascular medicine · 2022Review
- Article
- Can Robots Do Epidemiology? Machine Learning, Causal Inference, and Predicting the Outcomes of Public Health Interventions.Philosophy & technology · 2022Article
- Prediction or causality? A scoping review of their conflation within current observational research.European journal of epidemiology · 2021Article
- Artificial Intelligence Analysis of Magnetic Particle Imaging for Islet Transplantation in a Mouse Model.Molecular imaging and biology · 2021Article
- G-computation and machine learning for estimating the causal effects of binary exposure statuses on binary outcomes.Scientific reports · 2021Article
- On the Convergence of Epidemiology, Biostatistics, and Data Science.Harvard data science review · 2020Article
Corrections and comments
PubMed lists nothing against this paper. Absence here is not a guarantee, only a check that was made.
Authors and funding
2 authors.
Funding
Abstract
PubMed holds no abstract for this paper.
Indexed as
Identifiers
31560086What 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.