ArticleStatistical methods in medical research2023
Imputation and missing indicators for handling missing data in the development and deployment of clinical prediction models: A simulation study.
Article in Statistical methods in medical research, 2023. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Cited by 59 papers, 2 of them syntheses 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
59 citing papers in PubMed, 2 syntheses or guidelines pooled it.
- Prediction models for self-harm and suicide: a systematic review and critical appraisal.BMC medicine · 2025Pooled it
- Maternal early warning scores shown to be methodologically weak and at high risk of bias.Journal of clinical epidemiology · 2025Pooled it
- Modelling pharyngolaryngeal effectiveness using multimodal non-invasive sensors: study protocol for the PhLEs clinical trial.BMJ open · 2026Article
- Three-year cardiovascular risk prediction among people who use cocaine or methamphetamine.Drug and alcohol dependence reports · 2026Article
- Patient-reported outcomes as markers and predictors of functional recovery in musculoskeletal rehabilitation.Rheumatology international · 2026Review
- Development and evaluation of the electronic frailty index+ (eFI+) tool for older people: prognostic prediction modelling with integrated decision curve and health economic analysis.Health technology assessment (Winchester, England) · 2026Observational
- An Explainable Machine Learning Model for Early Prediction of Incident Myocardial Injury in Patients With Severe Fever With Thrombocytopenia Syndrome.Journal of medical virology · 2026Article
- Developing and validating the CE-MACE model to predict 1-year major adverse cardiovascular events post-COPD exacerbation using routine healthcare data.The European respiratory journal · 2026Article
- Integrating lipometabolic and adiposity indices to enhance risk stratification for metabolic dysfunction-associated steatotic liver disease in type 2 diabetes: clinical utility and interplay between triglyceride-glucose body mass index and low-density lipoprotein cholesterol.Cardiovascular diabetology · 2026Article
- Development and validation of PRECISE-X model: predicting first severe exacerbation in COPD.Thorax · 2026Article
- Predictive modeling of medical waste and a proposal to improve segregation in a peruvian hospital.Scientific reports · 2026Article
- A Machine Learning Approach for Predicting 30-Day Hospital Readmission in Patients with Diabetes.Healthcare (Basel, Switzerland) · 2026Article
- Comparing methods for handling missing data in electronic health records for dynamic risk prediction of central-line associated bloodstream infection.BMC medical research methodology · 2026Article
- Development and validation of a prediction model for respiratory complications and in-hospital mortality in trauma patients.Scientific reports · 2026Article
- Article
- Development and validation of a prognostic model for neurological deterioration in acute posterior circulation cerebral infarction.BMC neurology · 2026Article
- External validation and recalibration of the psychosis metabolic risk calculator (PsyMetRiC) in young adults with chronic psychotic disorders in the Netherlands.European psychiatry : the journal of the Association of European Psychiatrists · 2026Article
- Evaluating deep learning sepsis prediction models in ICUs under distribution shift: a multi-centre retrospective cohort study.NPJ digital medicine · 2026Article
- Identification of key cardiovascular disease predictive factors from the China Health and Retirement Longitudinal Study dataset using machine learning-based algorithms.Journal of translational medicine · 2026Article
- Prediction of estimated glomerular filtration rate slope and kidney prognosis of patients with chronic kidney disease.Scientific reports · 2026Article
Corrections and comments
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Authors and funding
5 authors.
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Abstract
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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.