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Differentiating HER2-Zero, -Low, and -Positive Breast Cancers Using Multiparametric MRI Radiomics With Machine Learning

AJR Podcasts

Release Date: 12/16/2024

Creativity in Education: AJR Podcast Series on Training and Education, Episode 10 show art Creativity in Education: AJR Podcast Series on Training and Education, Episode 10

AJR Podcasts

In this episode of the AJR Podcast Series on Training and Education, Omer Awan, MD, joins host Monica Cheng, MD, in a conversation that delves into the role of creativity in education, sharing innovative teaching methods and technologic advancements that are shaping our learning and educational practices.

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Resident Wellness: AJR Podcast Series on Wellness, Episode 12 show art Resident Wellness: AJR Podcast Series on Wellness, Episode 12

AJR Podcasts

In this episode of the AJR Podcast Series on Wellness, Sherry Wang, MBBS, and Jessica T. Wen, MD, PhD, discuss the current state of radiology resident wellness, along with challenges and potential opportunities.

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White Matter Hyperintensities: Biomarker or Incidental Finding? A Radiology Trainee’s Perspective on Imaging of Mild Traumatic Brain Injury show art White Matter Hyperintensities: Biomarker or Incidental Finding? A Radiology Trainee’s Perspective on Imaging of Mild Traumatic Brain Injury

AJR Podcasts

Full article: Pranjal Rai, MBBS, discusses the AJR article by Tanwar et al., reporting a prospective multicenter study evaluating the potential role of white matter hyperintensities as a biomarker of mild traumatic brain injury.

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Sustainability in Radiology: Global Perspectives on Greener Healthcare—AJR Podcast Series on Sustainability, Episode 5 show art Sustainability in Radiology: Global Perspectives on Greener Healthcare—AJR Podcast Series on Sustainability, Episode 5

AJR Podcasts

In this episode of the AJR Podcast Series on Sustainability, Sean Woolen, MD, MS, speaks with Christopher Hess, MD, PhD, Elmar Merkle, MD, and Charles Goh, MBBS, about global perspectives on sustainability in radiology. They explore regional challenges, innovative solutions, and collaborative strategies to drive environmentally responsible radiology practices worldwide.  

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Use of Large Language Models to Facilitate Adherence to Imaging Recommendations show art Use of Large Language Models to Facilitate Adherence to Imaging Recommendations

AJR Podcasts

Full article: Morgan McLuckey, MD, discusses the AJR article by Li et al. exploring the use of large language models for extracting details related to recommendations for additional imaging from radiology reports.

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Follow-up Recommendations: AJR Podcast Series on Diagnostic Excellence and Error, Episode 9 show art Follow-up Recommendations: AJR Podcast Series on Diagnostic Excellence and Error, Episode 9

AJR Podcasts

In this episode of the AJR Podcast Series on Diagnostic Excellence and Error, Francis Deng, MD and Neena Kapoor, MD discuss challenges in follow-up imaging recommendations, including low adherence and reporting variability. They emphasize system-based solutions like tracking tools and safety net teams to ensure necessary follow-up and reduce errors.  

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Bosniak 2019 Classification of Cystic Renal Masses: A Meta-Analysis With Implications for Future Investigation show art Bosniak 2019 Classification of Cystic Renal Masses: A Meta-Analysis With Implications for Future Investigation

AJR Podcasts

Full article: Aric Berning, MD, discusses the AJR article by McGrath et al. that provides a meta-analysis of malignancy proportions for Bosniak classification version 2019, stratified by class and subclass.

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Abdominal CT Body Composition Measures and Systemic Disease: The Need for Normative Reference Ranges show art Abdominal CT Body Composition Measures and Systemic Disease: The Need for Normative Reference Ranges

AJR Podcasts

Full article: Bardia Nadim, MD, discusses the article by Pooler et al., exploring associations of CT body composition measurements, derived using automated artificial intelligence tools, with common systemic diseases.

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Innovation: AJR Podcast Series on Training and Education, Episode 9 show art Innovation: AJR Podcast Series on Training and Education, Episode 9

AJR Podcasts

In this episode of the AJR Podcast Series on Training and Education, Marc Succi, MD, joins host Monica Cheng, MD, to discuss insights in healthcare innovation, from founding MESH Incubator at Mass General Brigham to exploring how leadership and education can foster innovation in radiology to meaningfully impact patient care.  

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Using Machine Learning Models to Detect Cervical Spine Fractures Missed by Radiologists show art Using Machine Learning Models to Detect Cervical Spine Fractures Missed by Radiologists

AJR Podcasts

Full article: Shailin Thomas, MD, discusses the AJR article by Chen et al. exploring the use of award-winning machine-learning models to detect cervical spine fractures missed by radiologists.

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More Episodes

Full article: Multiparametric MRI Radiomics With Machine Learning for Differentiating HER2-Zero, -Low, and -Positive Breast Cancer: Model Development, Testing, and Interpretability Analysis

Aishwariya S Vegunta, MBBS, discusses the AJR article by Chen et al. that explores the use of MRI radiomics with machine learning for differentiating among three-tiered HER2 expression statuses of breast cancer, with a focus on interpretability analysis.