PDF Viewer

BUILDER'S SANDBOX

Build This Paper

Use an AI coding agent to implement this research.

OpenAI Codex
OpenAI CodexAI Agent

Lightweight coding agent in your terminal.

Claude Code
Claude CodeAI Agent

Agentic coding tool for terminal workflows.

AntiGravity IDE
AntiGravity IDEScaffolding

AI agent mindset installer and workflow scaffolder.

Cursor
CursorIDE

AI-first code editor built on VS Code.

VS Code
VS CodeIDE

Free, open-source editor by Microsoft.

Estimated $9K - $13K over 6-10 weeks.

See exactly what it costs to build this -- with 3 comparable funded startups.

7-day free trial. Cancel anytime.

Discover the researchers behind this paper and find similar experts.

7-day free trial. Cancel anytime.

References (28)

[1]
Adversarial prompt and fine-tuning attacks threaten medical large language models
2025Yifan Yang, Qiao Jin et al.
[2]
One Year On: Assessing Progress of Multimodal Large Language Model Performance on RSNA 2024 Case of the Day Questions.
2025Benjamin Hou, Pritam Mukherjee et al.
[3]
How well do multimodal LLMs interpret CT scans? An auto-evaluation framework for analyses
2025Qingqing Zhu, Benjamin Hou et al.
[4]
Dragonfly: Multi-Resolution Zoom-In Encoding Enhances Vision-Language Models
2024Rahul Thapa, Kezhen Chen et al.
[5]
ROCOv2: Radiology Objects in COntext Version 2, an Updated Multimodal Image Dataset
2024Johannes Rückert, Louise Bloch et al.
[6]
Unmasking and Quantifying Racial Bias of Large Language Models in Medical Report Generation
2024Yifan Yang, Xiaoyu Liu et al.
[7]
Hidden flaws behind expert-level accuracy of multimodal GPT-4 vision in medicine
2024Qiao Jin, Fangyuan Chen et al.
[8]
Towards Generalist Foundation Model for Radiology
2023Chaoyi Wu, Xiaoman Zhang et al.
[9]
A scoping review on multimodal deep learning in biomedical images and texts
2023Zhaoyi Sun, Mingquan Lin et al.
[10]
Opportunities and Challenges for ChatGPT and Large Language Models in Biomedicine and Health
2023Shubo Tian, Qiao Jin et al.
[11]
LLaVA-Med: Training a Large Language-and-Vision Assistant for Biomedicine in One Day
2023Chunyuan Li, Cliff Wong et al.
[12]
PMC-VQA: Visual Instruction Tuning for Medical Visual Question Answering
2023Xiaoman Zhang, Chaoyi Wu et al.
[13]
GPT-4 Technical Report
2023OpenAI Josh Achiam, Steven Adler et al.
[14]
PMC-CLIP: Contrastive Language-Image Pre-training using Biomedical Documents
2023Weixiong Lin, Ziheng Zhao et al.
[15]
BiomedCLIP: a multimodal biomedical foundation model pretrained from fifteen million scientific image-text pairs
2023Sheng Zhang, Yanbo Xu et al.
[16]
Slake: A Semantically-Labeled Knowledge-Enhanced Dataset For Medical Visual Question Answering
2021Bo Liu, Li-Ming Zhan et al.
[17]
Overview of the VQA-Med Task at ImageCLEF 2021: Visual Question Answering and Generation in the Medical Domain
2021Asma Ben Abacha, Mourad Sarrouti et al.
[18]
MedICaT: A Dataset of Medical Images, Captions, and Textual References
2020Sanjay Subramanian, Lucy Lu Wang et al.
[19]
PathVQA: 30000+ Questions for Medical Visual Question Answering
2020Xuehai He, Yichen Zhang et al.
[20]
Sentence-BERT: Sentence Embeddings using Siamese BERT-Networks
2019Nils Reimers, Iryna Gurevych

Showing 20 of 28 references

Founder's Pitch

"CT-Bench provides a comprehensive benchmark dataset for advancing AI-driven lesion analysis in CT scans."

Medical AIScore: 5View PDF ↗

Commercial Viability Breakdown

0-10 scale

High Potential

2/4 signals

5

Quick Build

2/4 signals

5

Series A Potential

1/4 signals

2.5

Sources used for this analysis

arXiv Paper

Full-text PDF analysis of the research paper

GitHub Repository

Code availability, stars, and contributor activity

Citation Network

Semantic Scholar citations and co-citation patterns

Community Predictions

Crowd-sourced unicorn probability assessments

Analysis model: GPT-4o · Last scored: 2/16/2026

Explore the full citation network and related research.

7-day free trial. Cancel anytime.

Understand the commercial significance and market impact.

7-day free trial. Cancel anytime.

Get detailed profiles of the research team.

7-day free trial. Cancel anytime.