Machine Learning Surrogates Slash the Cost of Sensitivity Analysis in Hydrology
Machine learning surrogates reproduce classical variance-based sensitivity results for hydrologic models at a fraction of the computational cost.
Tag: SHAP values
Cross-sectional study links gender perception and homophobia among 447 health students
A cross-sectional study of 447 health education students at one university found that higher gender-perception scores were associated with lower ...
AI Transformer Reads Raw Protein Fingerprints to Sort Cells and Spot Severe COVID-19
A transformer-based deep-learning pipeline called ProFormer classifies single-cell and plasma proteomes directly from raw mass-spectrometry fingerprints, outperforming CNNs and enabling ...
Machine Learning Flags Which Young Adults Who Self-Harm Are Most Likely to Attempt Suicide
A machine learning study of 601 young adults with repeated nonsuicidal self-injury identified self-injury frequency, mood disorder diagnoses, and low ...
AI Spots Which Older Diabetics Are Most at Risk of Depression
A machine learning study of 825 older Chinese adults with diabetes found that an XGBoost model could identify high-risk depressive ...
Oil and equity fear gauges emerge as top warning signals of global market turmoil
Using SHAP, ALE, and LIME explainable AI techniques on daily data from 2008 to 2025, researchers show that oil market ...
AI Peers Into the Black Box of Heatwaves and Reveals What Really Drives Them
An explainable AI framework has quantified how atmospheric circulation, soil moisture, and rising CO2 each contribute to summer heat extremes ...
AI Model Pinpoints the Strongest Early Warning Signs of Teen Depression in Chinese Schools
A machine learning study of junior high students in Shanghai finds that negative low-arousal academic emotions are the strongest predictor ...
AI Reveals Firm Size Dominates ESG Scores Across Five US Sectors
An explainable machine learning analysis of 2,612 S&P 1500 firm-year observations finds that company size is the dominant predictor of ...
AI Reveals That What Predicts Death From Fatty Liver Disease Differs Sharply Between Women and Men
A machine learning analysis of more than 8,400 Canadian adults with MASLD shows that mortality risk predictors differ sharply by ...
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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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