ArticleFrontiers in medicine2021
Development and Validation of a Machine-Learning Model for Prediction of Extubation Failure in Intensive Care Units.
Article in Frontiers in medicine, 2021. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Cited by 61 papers, 4 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
61 citing papers in PubMed, 4 syntheses or guidelines pooled it.
- Weaning from mechanical ventilation in ICU patients: research hotspots and trends in the past decade-a bibliometric analysis.Frontiers in medicine · 2026Pooled it
- Risk prediction models for extubation failure in critically ill patients on mechanical ventilation: a systematic review.Frontiers in medicine · 2025Pooled it
- Diagnostic efficacy of sonographic measurement of laryngeal air column width difference for predicting the risk of post-extubation stridor: A meta-analysis of observational studies.Frontiers in medicine · 2023Pooled it
- Pooled Analysis of Central Venous Pressure and Brain Natriuretic Peptide Levels in Patients With Extubation Failure.Frontiers in physiology · 2022Pooled it
- A prediction model for predicting the risk of acute respiratory distress syndrome in sepsis patients: a retrospective cohort study.BMC pulmonary medicine · 2023Trial
- Trial
- Early prediction of noninvasive ventilation failure after extubation: development and validation of a machine-learning model.BMC pulmonary medicine · 2022Trial
- Liberation from Mechanical Ventilation in Acute Hypoxemic Respiratory Failure or Adult Respiratory Distress Syndrome: A Review.Journal of clinical medicine · 2026Review
- Feature selection methodology based on explainable AI: application in predicting extubation success in the intensive care unit.Scientific reports · 2026Article
- Predictive Analysis of Extubation Failure in the Paediatric Intensive Care Unit in Bloemfontein, South Africa.Reports (MDPI) · 2026Article
- Obstructive Sleep Apnea in Critically Ill Patients: A Structured Narrative Review of Prevalence, Diagnostic Barriers, and Clinical Implications in the ICU.Clocks & sleep · 2026Review
- Article
- Predicting Reintubation in Postoperative Pediatric Cardiac Surgery: A Machine Learning Approach.Annals of cardiac anaesthesia · 2026Article
- Predicting failure of extubation and non-invasive respiratory support in critically ill patients: clinical complexity, limitations of traditional indices, and machine learning perspectives.Frontiers in medicine · 2026Review
- Article
- RMS: a ML-based system for ICU respiratory monitoring and resource planning.NPJ digital medicine · 2025Article
- Diagnostic Codes in AI Prediction Models and Label Leakage of Same-Admission Clinical Outcomes.JAMA network open · 2025Article
- Monitoring for early prediction of gram-negative bacteremia using machine learning and hematological data in the emergency department.Communications medicine · 2025Article
- Predicting Delayed Extubation After General Anesthesia in Postanesthesia Care Unit Patients Using Machine Learning: Model Development Study.JMIR medical informatics · 2025Article
- Association between SHR and mortality in critically ill patients with CVD: a retrospective analysis and machine learning approach.Diabetology & metabolic syndrome · 2025Article
1 more citing papers are in PubMed but not listed here.
Corrections and comments
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Authors and funding
11 authors.
Funding
No grant is acknowledged in the PubMed record.
Abstract
PubMed holds no abstract for this paper.
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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.