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Pranjal Rai, MD Profile
Pranjal Rai, MD

@pranj_rad

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Postdoc Fellow @MayoRadiology | Associate Editor #RadinTraining @Radiology_RSNA 2025-26 | Podcast Editor @AJR_Radiology 2025-26 | #ENTJ

Rochester, MN
Joined January 2024
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@grok
Grok
7 days
What do you want to know?.
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@pranj_rad
Pranjal Rai, MD
6 days
9/9 🎯 Key takeaway:.Sample size isn’t just stats—it’s about responsible research, meaningful outcomes, and ethical design. Consult a statistician early & always report transparently!. 📖 Full details: @RITEditor @VChernyakMD @RadiologyEditor @DrLindaMoy.
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pubs.rsna.org
This article answered 10 practical questions about sample size estimation in radiology research, covering common pitfalls, methodologic nuances, and actionable strategies.
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Pranjal Rai, MD
6 days
8/9 🤖 Sample size for AI studies:.AI needs sufficient data to avoid overfitting & ensure robustness. Currently, there are no standard guidelines; Use “learning curves” to determine optimal size. 👇
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Pranjal Rai, MD
6 days
7/9 📉 What if you didn’t estimate sample size beforehand?.• Comparative studies: Report 95% CI; clarify smallest detectable difference post-hoc.• Descriptive studies: Ensure your 95% CI isn’t too wide to be clinically useful (e.g., prevalence CI of 20–80% is unhelpful!).
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Pranjal Rai, MD
6 days
6/9 🧐 Equivalence studies → why do you need bigger samples?.Demonstrating equivalence (no meaningful difference) between tests requires larger samples than typical comparative studies. The entire 95% CI must fit within the equivalence range (±Δ). 👇
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Pranjal Rai, MD
6 days
5/9 ⚠️ Sample size too large? Don’t panic:.• Use continuous variables (more precise). • Opt for paired/repeated measures. • Improve measurement precision (e.g., high-res imaging). • Accept wider 95% CI if patient numbers aren’t logistically feasible.
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Pranjal Rai, MD
6 days
📝 Sample Size Quiz! What’s the usual α-level for statistical significance in research?. Key parameters for sample size calculation: Minimal Clinically Important Difference (MCID)—smallest meaningful effect, α-level, Power (1-β), Attrition/Dropout rate.
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Pranjal Rai, MD
6 days
3/9 🧪 When to estimate sample size?.Two main study types:.• Comparative (e.g., RCTs comparing modalities, agents, AI models).• Descriptive (e.g., prevalence studies, average radiation dose calculations).If you report a P-value or 95% CI → a sample size estimate is implied!.
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Pranjal Rai, MD
6 days
2/9 🧮 Why estimate sample size?.• Ensures meaningful results, whether positive or negative.• Avoids Type II errors (missing a true effect).• Ethical: Minimizes unnecessary radiation or risks to participants.Remember: Too small = inconclusive; Too big = wasteful & unethical.
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Pranjal Rai, MD
6 days
1/9 🔎 Ever had your paper questioned over sample size?.Determining the right sample size is critical—not only for statistical rigor but also ethical integrity. Whatever project you are planning, here’s what researchers often overlook! #RadRes #RadInTraining @radiology_rsna.
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@pranj_rad
Pranjal Rai, MD
9 days
Just another day in academia….
@ExtremeBlitz__
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10 days
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@pranj_rad
Pranjal Rai, MD
10 days
RT @AMCancerImaging: 🧠✨ New in Discover Oncology:.“Radiomics in pediatric brain tumors: from images to insights”.Explore how advanced imagi….
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Pranjal Rai, MD
12 days
RT @MohitTCCNeuro: Are you ready for the first ever mentoring session of its kind at #ASFNR25? @theASFNR and @thecortexclub collaboration b….
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Pranjal Rai, MD
23 days
RT @TheAJNR: "Neuroimaging Spectrum of Erdheim-Chester Disease: An Image-Based Review". @pranj_rad; @tmhradiology;….
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Pranjal Rai, MD
29 days
The purpose of this write-up was just a nudge to the younger academics out there, if you have worked on it, make sure it’s seen! All the best! 🧠 . Here’s the link for those interested: #MedTwitter.
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trasci.com
Medical graduates serve as forefront of healthcare workforce, and their knowledge and practices regarding voluntary blood donation (VBD) can significantly influence the future approach to blood...
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@pranj_rad
Pranjal Rai, MD
29 days
I worked on this article when I was in med school. Never got to publishing due to some or the other delay. Now it’s out after 4 years, and while it’s not even remotely related to radiology, it feels good finally getting it out there for my OCD brain!
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Pranjal Rai, MD
1 month
RT @AlessiaGuarnera: May #acupuncture improve the management of post-concussive symptoms (PCS) in mild traumatic brain injury (mTBI)? Check….
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Pranjal Rai, MD
1 month
RT @DocNavarrow: ✅ Erdheim-Chester disease. Consider ECD in the differential diagnosis of atypical enhancing brain lesions when lesions are….
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ajnr.org
SUMMARY: Erdheim-Chester disease (ECD) is a rare, multisystem histiocytic disorder characterized by its variable clinical presentations. CNS involvement is observed in approximately one-half of...
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Pranjal Rai, MD
1 month
Step 2 ✅
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