Federated AI Estimates Treatment Effects Without Sharing Patient Data
Researchers have introduced VFCI, a federated framework that trains causal inference models across institutions holding different features of the same ...
Tag: causal inference
Income Tied to Cervical Cancer Survival in SEER Causal Analysis
A SEER analysis of 3,810 cervical cancer patients using marginal structural models and TMLE links low neighborhood income to higher ...
When Two Beeps Trick the Eye: EEG and Bayesian Models Decode a Classic Illusion
A new EEG and hierarchical Bayesian modeling study shows that task conditions dominate perceptual decisions in the sound-induced flash illusion, ...
New Matrices Help Researchers Pick the Right Bias Analysis Method
Researchers built three applicability matrices covering 55 quantitative bias analysis methods to help observational researchers select appropriate bias analysis techniques ...
Genetic Study Finds Limited Evidence That Inflammatory Cytokines Drive Blood Cancers
A two-sample Mendelian randomization study of 41 inflammatory cytokines and C-reactive protein found no significant causal effects on selected hematologic ...
Study Pinpoints Critical Periods That Turn Occasional Gym Visits Into Steady Habits
A large-scale study of Türkiye's biggest gym chain identifies critical attendance periods and shows that personalized guidance and social dynamics ...
From Association to Cause: Review Maps Causal Inference Methods for Alzheimer’s Molecular Data
A new review surveys causal-inference methods applied to Alzheimer's molecular data, finding that many observational associations lack genetic support and ...
Why Experts Sometimes Trust Their Eyes Too Much: A New Model Separates Two Kinds of Multisensory Learning
A new theoretical model separates two distinct forms of multisensory learning, explaining why musicians and wine tasters appear to show ...
Oral microbiome linked to post-surgery aspiration pneumonia in oral cancer patients
A study of 203 oral squamous cell carcinoma patients found that the composition and functional potential of the oral microbiome ...
Predicted outcomes as virtual controls: five conditions for valid treatment effect estimates
Researchers have formally defined the five conditions under which comparing observed outcomes with model-predicted counterfactuals yields valid treatment effect estimates.
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Mothers who receive childcare support from maternal grandparents show more parental warmth, finds NTU Singapore study
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University of Seville Breaks 120-Year-Old Mystery, Revises a Key Einstein Concept
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Bee body mass, pathogens and local climate influence heat tolerance
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Researchers record first-ever images and data of a shark experiencing a boat strike
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Groundbreaking Clinical Trial Reveals Lubiprostone Enhances Kidney Function
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