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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15 Answers 1 Vote
Why is there a need for Research and Publication Ethics to be taught at Undergraduate, postgraduate, and PhD levels?
The question concerns the importance of teaching research and publication ethics at different educational levels. Integrating research and publication ethics into education fosters responsible, trustworthy research practices and contributes to the overall advancement of knowledge. You are most welcome to share any specific areas you’d like to explore further and your thoughts about them.
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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 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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4 Answers 0 Votes
Do violations of basic ethical principles in research invalidate the results of a study?
I'm working on an ethics workshop for MSc-level anthropology students on the topic of 'Ethics in the Research of Contemporary Populations'. The question posted here will appear at the end of the class, and I would love to show the students as many answers as possible from scientists. Additionally, if the responses demonstrate significant interest, I will consider public dissemination on social media, so please reply anonymously.
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6 Answers 2 Votes
When the policy exists to share postprints freely on personal sites, why do researchers often refrain from doing so, and what incentives or constraints drive that hesitation?
There has been extensive discussion about the funding model for research publications. Large publishing houses do not fund research themselves; instead, they charge substantial subscription fees or open-access publishing fees. Keeping articles behind paywalls can impede open science and broad access to knowledge. Nevertheless, many publishers grant authors the right to share postprints of their papers immediately on their non-commercial personal blogs or websites. Despite this permission,...
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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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9 Answers 0 Votes
What is the most important part of a scientific article? Let's approach this seriously!
I read a question asking what is the most important part of a scientific article. As far as I can see, we have all gone crazy. The most significant part of a scientific article is… simply ALL OF IT. By the way, nobody has commented on the REFERENCES. Or is a copy-paste enough?
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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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Answer Accepted 1 Answer 0 Votes
What are the current hot topics in the study of critical points during the process of cell mutation and development into tumors? How to conduct in-depth research on the future use of AI?
Tumorigenesis is not a linear accumulation of mutations but rather a dynamic process punctuated by critical transition points—windows during which normal cells cross irreversible thresholds toward dysplasia, carcinoma in situ, and ultimately invasive malignancy. Understanding the molecular and ecological drivers of these “tipping points” is fundamental to early interception and prevention. I would like to ask the cancer biology and computational oncology community: Which specific transition...
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