From Free-Text Reports to Structured Data: The Role of LLMs in Pancreatic Cyst Surveillance

From Free-Text Reports to Structured Data: The Role of LLMs in Pancreatic Cyst Surveillance

Full article: Leveraging Fine-Tuned Large Language Models for Interpretable Pancreatic Cystic Lesion Feature Extraction and Risk Categorization

Pancreatic cyst research is challenged by the need for large-scale extraction of cyst features from radiology reports. Antonin Andrea Blandino, MD, discusses the article by Rasromani et al. exploring the use of large language models for this purpose.

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Episoder(433)

It's Not You, It's the Workflow

It's Not You, It's the Workflow

What are drivers of stress and satisfaction in the radiology workplace? Pranjal Rai, MD, discusses this article by Ayyala et al. that explores this issue among radiologists, technologists, nurses, and...

28 Sep 6min

Low-keV Virtual Monoenergetic Imaging in Bladder Cancer: Does Photon-Counting CT Make a Difference?

Low-keV Virtual Monoenergetic Imaging in Bladder Cancer: Does Photon-Counting CT Make a Difference?

The combination of photon-counting CT and low-keV VMI has the potential to aid bladder cancer local stage Anna Lo Verde, MD, discusses the prospective study by Wang et al. exploring this combination f...

28 Sep 8min

Negotiating the Career You Want

Negotiating the Career You Want

Negotiation is an important skill that physicians are rarely taught. Anees Chagpar, MD, MA, MBA, MPH, and Naman Desai, MD, speak with cohosts Winnie Hahn, MD, and Elizabeth Hecht, MD, about how prepar...

23 Sep 58min

How to Avoid Pitfalls in Study Design

How to Avoid Pitfalls in Study Design

A strong research question can still fail if the study design cannot answer it. Michael Soulen, MD, and Shudaveep Ganguly, MD, DM, speak with host Amit Gupta, MD, about selecting meaningful outcomes, ...

16 Sep 54min

Beyond the Mammogram: Can AI Predict Breast Cancer Risk?

Beyond the Mammogram: Can AI Predict Breast Cancer Risk?

How can AI help predict breast cancer risk? Heta Ladumor, MD, discusses the AJR article by Xu et al. that developed a novel deep-learning tool for predicting risk from DBT examinations. Full article: ...

14 Sep 8min

Rising Neuroimaging Utilization in the ED

Rising Neuroimaging Utilization in the ED

Neuroimaging utilization in the emergency department (ED) is growing. Christopher Ruggiero, MD, discusses this article by Rai et al. that explores this growth in over 3 million ED encounters nationall...

14 Sep 5min

Vision Language Models for Ultrasound Assessment of Suspicious Axillary Lymph Nodes in Breast Cancer

Vision Language Models for Ultrasound Assessment of Suspicious Axillary Lymph Nodes in Breast Cancer

Vision language models (VLMs) are receiving growing attention in radiology. Kathy Dai, MD, is joined by Dorothy Sippo, MD, MPH, to discuss the article by He et al. exploring the use of VLMs for axilla...

14 Sep 16min

Is Your Daily Workflow Inviting a Cyberattack?

Is Your Daily Workflow Inviting a Cyberattack?

What happens when the system goes down in a cyberattack? Ichiro Ikuta, MD, MMSc, speaks with cohosts Lindsey Negrete, MD, and Amy Maduram, MD about real-world vulnerabilities and consequences of cyber...

9 Sep 33min

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