Pings
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6 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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4 Answers 2 Votes
What is the most important part of a scientific article? Let's approach this seriously! Part 2
I have read all the responses to my question, and I find that, except for one, they are largely absurd. There is talk of methodology and results, but as the famous saying goes, “There are lies, big lies, and statistics.” Many articles submitted for publication manipulate data that is either highly misleading or not original at all. I’m unsure if this will be approved on Scipion. What is the most important part of a scientific article? Let’s approach this seriously! I am not at all surprised...
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1 Answer 0 Votes
What validated tools or frameworks exist for detecting and mitigating AI/LLM hallucinations in systematic review methodology in resource constrained settings ?
I have published survey based research on AI hallucination awareness among early career medical researchers in Pakistan (medRxiv preprint live). I am seeking expert input on validated detection frameworks or mitigation strategies specifically applicable to systematic review workflows in low and middle income country research contexts where verification infrastructure is limited.
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1 Answer 0 Votes
What are the most reliable surrogate markers for early diabetic nephropathy progression in primary care settings without access to advanced biomarker panels?
I am an internal medicine physician conducting primary care based research on diabetic nephropathy in Pakistan. In our setting, advanced biomarkers such as KIM-1, NGAL and cystatin C are unavailable. I am seeking expert consensus on which routinely available markers including urine ACR, eGFR trajectory, blood pressure patterns, and HbA1c best predict early CKD progression in T2DM patients in resource limited environment.
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0 Answers 0 Votes
What is the current evidence for GLP1 receptor agonists as disease modifying agents in multiple sclerosis, beyond metabolic and weight effects?
I am conducting a PROSPERO registered systematic review and meta analysis on GLP-1 receptor agonists in multiple sclerosis (CRD420261385854). I am seeking expert perspectives on whether current preclinical and clinical evidence supports a disease modifying mechanism or whether observed benefits are secondary to metabolic and weight improvements.
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25 Answers 3 Votes
What are the benefits of strong collaborations between academia and the industry?
It is said that lack of relevant relationships between the industry and academia impede industrial innovations, as a strong bond between both can revolutionise global economy. What is your take on this and what benefits can such relationship between both parties bring?
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2 Answers 0 Votes
How does friccohesity chemistry act as global physicochemical property with quantum mechanical activity to nanoformulate the smart cosmetics, syrups, supplements, lubricants, antiwrinkle creams ?
Currently, the friccohesity measured using survismeter has emerged as global physicochemical property of smart research methodologies for nanoformulations to bring all the ingredients in a most aligned coordination for generating the extra mileage of each ingredient for applications.
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4 Answers 0 Votes
Which impact has Bempedoic Acid on atherosclrosis plaque stability ?
Mechanism of action
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16 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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5 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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