Pings
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3 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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1 Answer 0 Votes
What are essential funding barriers to get an ambitious and pertinent research proposal funded, and how to overcome them ?
We are facing financial issues to perform our African GWAS HBV Research Proposal for around ten years ago. Maybe our topic doesn't meet funders needs or interests. I would like to know my peers' view about the question.
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6 Answers 4 Votes
How might AI-assisted peer review tools reshape scientific publishing, and what safeguards should be implemented to maintain review quality while addressing the increasing volume of submissions?
The peer-reviewing process is being faced with ever-growing challenges as submission rates are still rising exponentially in all areas. Journal editors are faced with the challenge of getting capable reviewers who are ready to volunteer their time, with a result being delays in reviewing, reviewer exhaustion, and worse, compromised quality. Meanwhile, AI technologies are accelerating their ability to review scientific manuscripts for methodology, statistical fitting, plagiarism screenings,...
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18 Answers 8 Votes
Is Oxidative Stress sufficient by itself as an indicator and compelling basis for a carcinogenic concern?
Oxidative Stress as a Precursor and Mechanism for Carcinogenicity IARC and others (Smith et al) have identified 10 key characteristics which may be used/considered in the evaluation of carcinogenicity, one of which is oxidative stress. How strong or compelling, if at all, would the data need to be for considering OS as a putative and defensible MOA for carcinogenicity, or would there need to be other tangential/correlative data (e.g., tumors) available. In other words, is OS sufficient by...
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