New Two-Stage Regression Framework Tames Multicollinearity and Boosts Prediction Accuracy
Researchers at Persian Gulf University have developed matrix balance regression, a two-stage framework that combines a stabilized parametric model with ...
Tag: predictive modeling
AI Foundation Models Show Promise for Forecasting Infectious Disease Outbreaks Across Countries
A large retrospective benchmark across six countries and more than 70 infectious diseases finds that zero-shot time series foundation models ...
AI Meets Grease: Machine Learning Predicts How Graphene Keeps Machines Cool and Wear-Free
Researchers have built a hybrid machine learning framework that predicts how graphene-enhanced grease heats up, wears down, and transitions between ...
Retracted Study on Helminth Infection Models Pulled After Unverifiable References Surface
PLOS Neglected Tropical Diseases has retracted a 2025 study on country-level indices in predictive models of helminth infections in Southeast ...
MRI Perfusion Scan Predicts Hip Damage in Babies After Treatment
A pilot study from Wuhan Children's Hospital shows that combining IVIM and DCE-MRI perfusion measurements within six hours of hip ...
AI Learns to Admit When It Is Not Sure: Neutrosophic Network Flags Unreliable Factory Deadlines
A neutrosophic neural network approach developed for wafer fabrication can identify which AI-generated factory due dates are unreliable, finding that ...
AI Learns to Read Every Clue in Brain Cancer Data, Review Finds
A new review in the Journal of Neuro-Oncology finds that machine learning, especially multimodal AI, is transforming brain cancer outcome ...
Clicks Predict Grades Only Where Courses Are Built for Clicking
A new study of three undergraduate courses shows that Moodle engagement predicts grades with up to 97 percent accuracy in ...
AI Maps ICU Patients’ Hidden Physiological Journeys to Predict Deadly Decline
A new data-driven framework called STREAM models ICU patients as trajectories through a multidimensional physiological space, identifying state outliers whose ...
Machine Learning Predicts Antibacterial Drug Synergy Without Data Leakage
Researchers developed HALO, a machine-learning framework that predicts antibacterial drug synergy from multi-level bioactivity features while exposing how data leakage ...
AI Reads CT Scans to Predict Esophageal Cancer Response, With Mixed Results
A Chinese proof-of-concept study found that a CT radiomics model predicting early response to radiotherapy in elderly esophageal cancer patients ...
Simple Regression Models Bring Predictive Socket Design Closer for Transradial Prostheses
A new PLOS Digital Health study shows that simple linear regression models can predict the overall geometry of transradial prosthetic ...
One Law of Citation? Scientists Find Shared Rules Behind Science, Law and Patents
A new Nature Communications study shows that scientific papers, U.S. case law, and patents share similar statistical citation dynamics, which ...
Simple Beats Complex: Rethinking Lung Function Reference Equations for Jordanian Children
A two-phase study of over 2,500 Jordanian children finds that carefully calibrated simple regression models rival or beat machine-learning approaches ...
New Sparse Regression Method Tames Biobank-Scale Genetic Data for Risk Prediction
Researchers have adapted a two-stage sparse regression method called uniLasso to the UK Biobank, producing polygenic risk scores that match ...
AI Reads MRI Scans to Predict Hidden Gastric Cancer Spread Before Surgery
Researchers in Guangzhou built a machine-learning model that combines MRI radiomics and clinical variables to predict lymphovascular invasion in gastric ...
AI Reads Chest Scans to Predict Lung Cancer Type When Brain Metastases Strike First
Machine-learning models combining clinical data and chest CT report features can probabilistically classify lung cancer subtypes in patients presenting with ...
Hourly Blood Urea Nitrogen Patterns Reveal Hidden ICU Death Risk in Bleeding Patients
A multicenter study of nearly 6,000 ICU patients with gastrointestinal bleeding shows that hourly blood urea nitrogen trajectories during the ...
AI Reads Heart Scans to Predict Who Benefits Most from AF Ablation
A multicenter study shows that an explainable machine learning model combining cardiac CT angiography features with clinical data can predict ...
When You Post May Matter More Than What You Post: AI Model Taps Timing to Predict TikTok Virality
A new deep learning model called TimePop shows that the exact time a short video is posted carries a powerful ...
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