ArticleHealth data science2025
In-Hospital Mortality Prediction among Intensive Care Unit Patients with Acute Ischemic Stroke: A Machine Learning Approach.
Article in Health data science, 2025. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Cited by 10 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
10 citing papers in PubMed, 1 synthesis or guideline pooled it.
- Predictive Value of Machine Learning for Poststroke Mortality Risk: Systematic Review and Meta-Analysis.Journal of medical Internet research · 2026Pooled it
- Article
- Echocardiography-based intelligent diagnosis and risk stratification management for tetralogy of Fallot.EBioMedicine · 2026Article
- Blood Pressure Reduction Effects of Salt Substitutes in Different Application Settings A Meta-Analysis of Randomized Controlled Trials.JACC. Asia · 2026Article
- A Heterogeneous Graph Neural Network Framework for Multi-Horizon Stroke Mortality Prediction.medRxiv : the preprint server for health sciences · 2026Article
- Beyond NIHSS and neuroimaging: an interpretable gradient boosting model for predicting in-hospital mortality in ICU patients with acute ischemic stroke.Scientific reports · 2026Article
- Baseline and 72-h dynamic laboratory deficit burden for mortality through day 90 after acute ischemic stroke in critical care: landmark analyses with temporal validation.Frontiers in neurology · 2026Article
- Enhancing the XGBoost Mortality Prediction Model for ICU Patients with Acute Ischemic Stroke.Health data science · 2025Article
- Response to "Enhancing the XGBoost Mortality Prediction Model for ICU Patients with Acute Ischemic Stroke".Health data science · 2025Article
- Environmental and social determinants of health enhance machine learning models for pneumonia readmission.Digital healthArticle
Corrections and comments
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Authors and funding
6 authors.
Funding
Abstract
PubMed holds no abstract for this paper.
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.