Author

Christos Socrates Mantzoros

Beth Israel Deaconess Medical CenterORCID 0000-0003-3755-8158Unclaimed ORCID profile · follow to get notified of new preprints

Biology Disciplines

Click to filter author papers

Bioinformatics· 1 Systems Biology· 1

Signature Assays, Organisms & Methods

Click to filter · or open tag

Research Focus:benchmarking· 1 Approach:deep learning· 1 Research Focus:drug response / drug discovery· 1 Approach:experimental assay· 1 Organism:human· 1 Research Focus:software / tool· 1 Approach:statistical model· 1

Frequent Co-Authors

George Em KarniadakisiD· 2 shared Kevin AraoiD· 1 shared Melih AğraziD· 1 shared Yixiang DengiD· 1 shared

Activity by Year

2024-2026 · peak 1/yr

Co-Author Collaboration Network

4 top collaborators · 4 mutual co-author links

Click any collaborator node to inspect or filter shared papers

Focal author (center)Selected co-authorORCID co-authorUnlinked name

Curved chords = mutual co-authorship

2 shared papersSystems Biology

George Em KarniadakisORCID

Mutual co-authors in cluster

Author profile →

2 papers

Recent·Most cited

Systems BiologySmart HealthPeer-reviewedJan 18, 2026

Patient-specific deep offline artificial pancreas for blood glucose regulation in type 1 diabetes

Yixiang Deng, Kevin Arao, Christos Socrates Mantzoros, George Em Karniadakis

This paper develops a deep reinforcement learning algorithm for automated insulin dosing in type 1 diabetes, incorporating patient-specific carbohydrate intake and physical exercise.

6 citations

humandeep learning

𝕏 PostBluesky

BioinformaticsPLoS ONEPeer-reviewedApr 10, 2024

ChatGPT-Enhanced ROC Analysis (CERA): A Shiny Web Tool for Finding Optimal Cutoff in Biomarker Analysis

Melih Ağraz, Christos Socrates Mantzoros, George Em Karniadakis

CERA is a Shiny web tool that uses ChatGPT to simplify ROC curve analysis and cutoff determination for biomarker studies.

10 citations

statistical modelexperimental assay

𝕏 PostBluesky