ArticleJournal of machine learning research : JMLR2019
All Models are Wrong, but
Article in Journal of machine learning research : JMLR, 2019. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Cited by 335 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
335 citing papers in PubMed, 1 synthesis or guideline pooled it.
- Evaluation of machine learning models for stroke risk prediction in atrial fibrillation: a systematic review and meta-analysis.BMC cardiovascular disorders · 2026Pooled it
- Brief depressive and anxiety symptom measures rank alongside comorbidity burden as predictors of health-related quality of life in 15 countries.BMJ mental health · 2026Article
- Deep learning survival analysis with time-varying covariates: extending PyCox to assess COVID-19 antiviral treatments and long-COVID associations.JAMIA open · 2026Article
- AICO: Feature significance tests for supervised learning.Proceedings of the National Academy of Sciences of the United States of America · 2026Article
- Early Detection of Pepper Wilt Disease Using Unmanned Aerial Vehicle-Based Multispectral Time-Series Imagery.Sensors (Basel, Switzerland) · 2026Article
- Within a Heartbeat: A Machine Learning Approach Using VCG for Heart Failure Assessment in Sinus Rhythm.Journal of personalized medicine · 2026Article
- Division-Specific Organization of a Shared Functional Scaffold in the Early-Life Human Brain.bioRxiv : the preprint server for biology · 2026Article
- Scaling vision models does not consistently improve localisation-based explanation quality.Scientific reports · 2026Article
- An engineered nanopore identifies saccharides, amino acids, peptides and ribonucleotides.Nature biotechnology · 2026Article
- Factors underpinning international student mental well-being: a UK and China survey.BMJ mental health · 2026Article
- Evaluating the generalisability of LiSep LSTM for early prediction of septic shock across US and european cohorts.Scientific reports · 2026Article
- Beyond gait speed: a multidimensional motor signature of motoric cognitive risk syndrome identified through domain-specific anomaly detection.GeroScience · 2026Article
- Environmental Drivers of Habitat Suitability for Shortbill Spearfish (Animals : an open access journal from MDPI · 2026Article
- Artificial intelligence for dysphagia screening: A machine learning approach.PLOS digital health · 2026Article
- SYNERGY-VAE: An explainable generative deep learning framework for discovering depression subgroups from multimodal population health data.PLOS digital health · 2026Article
- Mixture-Quantitative Structure-Property Relationship Approaches for Jet Fuel-Component Blends: A Review.Molecular informatics · 2026Review
- Explainable Artificial Intelligence Assisted Modeling of Malachite Green Adsorption onto SBA-15-Zn-Fe Composite.Molecules (Basel, Switzerland) · 2026Article
- HTPI: A New Head-Tail Population Initialization for Feature Selection Stability in IoT IDSs with Post Hoc Explainable AI Analysis.Sensors (Basel, Switzerland) · 2026Article
- Role of surgeon seniority in predicting surgically induced astigmatism after phacoemulsification surgery: a machine learning study.BMC ophthalmology · 2026Article
- Physics-Informed CNN-BiGRU Model for Downhole Weight-on-Bit Prediction Using Surface Measurement-While-Drilling Sensor Data in Horizontal Wells.Sensors (Basel, Switzerland) · 2026Article
275 more citing papers are in PubMed but not listed here.
Corrections and comments
PubMed lists nothing against this paper. Absence here is not a guarantee, only a check that was made.
Authors and funding
3 authors.
Funding
Abstract
Variable importance (VI) tools describe how much covariates contribute to a prediction model's accuracy. However, important variables for one well-performing model (for example, a linear model
Indexed as
Identifiers
34335110PMC8323609What 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.