Pings
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4 Answers 0 Votes
How can deep learning architectures be designed to improve generalization under limited or noisy training data while maintaining robustness and interpretability?
Deep learning models have achieved remarkable performance across domains such as computer vision, natural language processing, and scientific modeling. However, challenges remain in areas including generalization beyond training distributions, interpretability of learned representations, and robustness to noisy or limited datasets. I am particularly interested in understanding which architectural innovations, training strategies, or theoretical insights have shown the most promise in...
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6 Answers 0 Votes
How to examine for power of grip in a patient with weakness?
When we do clinical examination for weakness, power is ascertained by MRC grading. However, for grip, MRC grading cannot be used. Is there any method to examine hand grip power other than using dynamometer
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6 Answers 2 Votes
Role of humanized immune system mice in to study the infectious and systemic inflammatory disease.
Whether the humanized immune system (HIS) mice help developing therapeutic interventions against infectious and inflammatory diseases? Whether HIS mice may revolutionize the translational biomedical research
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Answer Accepted 1 Answer 0 Votes
What is the current research progress on the role of the JAK/STAT/mTOR pathway in liver inflammation during liver failure, and is it considered a core pathway in this process?
I am studying the regulatory network of liver inflammation in the pathogenesis of liver failure, especially acute‑on‑chronic liver failure (ACLF). My current focus is on the phosphorylation activation of the JAK/STAT pathway and its downstream mTOR signaling in mediating hepatocyte death, macrophage polarization, and the inflammatory storm. I would like to know the latest research progress on this pathway—for example, whether it involves intercellular crosstalk—and whether the JAK/STAT/mTOR...
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Answer Accepted 10 Answers 6 Votes
No threshold approach in the risk assessment of genotoxic carcinogen. Is it still well supported by current knowledge of carcinogenesis?
No threshold approach is routinely applied in the risk assessment of genotoxic carcinogens. How this approach is supported by data? Isn´ t it somewhat obsolete?
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6 Answers 0 Votes
What deep learning strategies best balance accuracy and interpretability in medical image segmentation for disease progression analysis?
Medical imaging (CT/MRI) segmentation is vital for tracking disease, but black-box models reduce clinical trust. Methods like explainable AI (XAI), uncertainty quantification, and hybrid modeling may bridge this gap. What approaches are most promising?
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Answer Accepted 2 Answers 0 Votes
Artificial intelligence has brought great hope to advancing our understanding of severe inflammation by simulating complex signal networks and molecular mechanisms that determine disease trajectories.
Artificial intelligence has brought great hope to advancing our understanding of severe inflammation by simulating complex signal networks and molecular mechanisms that determine disease trajectories. The core of this work is pathways such as NF - κ B, MAPK, and JAK-STAT, which regulate the expression of pro-inflammatory cytokines and mediators. These pathways are regulated by post-translational modifications, transcription factor dynamics, and crosstalk with damage associated molecular...
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25 Answers 54 Votes
For respiratory viruses, should folks wear masks in public a) always, b) if they are or may be infected, or c) if they are afraid of getting infected? Are masks a) protection, or b) social signals?
Since 2020, the public has thought of masks as having a protective purpose, and many rebel at the inconvenience, rationalizing that “they do a poor job of protecting.” Is the current epidemic a good opportunity for government and medicine to teach the folks about the more important virtues of using masks to convey information?
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Answer Accepted 1 Answer 1 Vote
What are the current hot topics in oncology, and where is the future of cell, immune, and small molecule therapies headed?
Beyond established CAR-T and checkpoint inhibitors, what emerging trends (e.g., protein degraders, AI-driven drug discovery, off-the-shelf cell therapies) are shaping the next decade of cancer treatment? Which modalities show the most promise for solid tumors?
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2 Answers 0 Votes
Why is the ammonia/ammonium concentration highly increased during storage of human urine?
Hydrolysis of urine Why is the ammonia/ammonium concentration highly increased during storage of human urine?
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