Akshat Singhal, PhD
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akshatsinghal.bsky.social
Akshat Singhal, PhD
@akshatsinghal.bsky.social
800 followers 930 following 14 posts
Postdoctoral Scholar at UC San Diego Health; Interpretable AI for cancer treatment https://scholar.google.com/citations?user=XvLBEtcAAAAJ&hl=en
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akshatsinghal.bsky.social
I'm defending my PhD this Friday. So I wrote an invitation letter for comic relief.
#AcademicSky #PiDay #PhdSky
March 12, 2025 at 9:18 PM
akshatsinghal.bsky.social
Alt text/caption:
Meme showing the iconic Titanic musicians playing violin, with overlaid text reading 'ACADEMIC CONFERENCES IN THE US IN 2025' to mournfully evoke the tragic end of an era.
Meme showing the iconic Titanic musicians playing violin, with overlaid text reading 'ACADEMIC CONFERENCES IN THE US IN 2025' to mournfully evoke the tragic end of an era.
March 5, 2025 at 8:54 PM
akshatsinghal.bsky.social
Meme showing the iconic Titanic musicians playing violin, with overlaid text reading 'ACADEMIC CONFERENCES IN THE US IN 2025' to mournfully evoke the tragic end of an era.
February 12, 2025 at 12:45 AM
akshatsinghal.bsky.social
And a checklist
HARMONY checklist. HARMONY = Hallmark-Adhering Recommendations for Models in predictive ONcologY.
January 7, 2025 at 12:13 AM
akshatsinghal.bsky.social
Add-ons: A model scorecard
A two-panel figure with self-critique of authors’ own model. Panel A. Overview of the TCRP model approach. B, Scorecard for the TCRP model based on the criteria defined for scoring each hallmark.
January 7, 2025 at 12:13 AM
akshatsinghal.bsky.social
Excited to share our perspective on cancer therapy response models, "The Hallmarks of Predictive Oncology"
doi.org/10.1158/2159...

We propose and discuss seven "hallmarks" necessary for clinical adoption of AI models.
@bhaibeka.bsky.social

#Oncsky #CompBio #AI #ML #PrecisionOncology
The seven hallmarks of predictive oncology. Starting from the top left, in clockwise order, the proposed hallmarks are Data Relevance and Actionability (yellow), Expressive Architecture (blue), Standardized Benchmarking (black), Demonstrated Generalizability (green), Mechanistic Interpretability (orange), Accessibility and Reproducibility (purple), and Fairness (pink), with ethics underlying each of these hallmarks (yellow ring).
January 7, 2025 at 12:13 AM