Errol Colak

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Publications (50)

• Impression-regularized finetuning enables small language models to extract cervical spine fractures from radiology reports
  PLOS Digital Health 2026 DOI: 10.1371/journal.pdig.0001786
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• Natural Language Processing Based Solution for Labeling Brain Metastasis Identified in Radiology Reports
  2026 DOI: 10.64898/2026.06.10.26355415
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• Training Radiologists for an AI-Augmented Future
  Canadian Association of Radiologists Journal 2026 DOI: 10.1177/08465371261449694
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• The RSNA Lumbar Degenerative Imaging Spine Classification (LumbarDISC) Dataset
  Radiology: Artificial Intelligence 2026 DOI: 10.1148/ryai.250480
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• Choroid plexus enlargement correlates with demyelinating lesions and thalamic atrophy in radiologically isolated syndrome
  Multiple Sclerosis Journal 2025 DOI: 10.1177/13524585251375365
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• Surgery-confirmed internal hernia with or without Roux-en-Y anastomosis: diagnostic performance of six CT signs
  Abdominal Radiology 2025 DOI: 10.1007/s00261-025-04927-7
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• Artificial intelligence for abdominopelvic trauma imaging: trends, gaps, and future directions
  Abdominal Radiology 2025 DOI: 10.1007/s00261-025-04816-z
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• Association between Cystic Fibrosis and Pericardial Calcification Detected at Chest CT in Adults
  Radiology 2025 DOI: 10.1148/radiol.241793
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• Lessons Learned in Building Expertly Annotated Multi-Institution Datasets and Hosting the RSNA AI Challenges
  Radiology: Artificial Intelligence 2024 DOI: 10.1148/ryai.230227
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• Data Liberation and Crowdsourcing in Medical Research: The Intersection of Collective and Artificial Intelligence
  Radiology: Artificial Intelligence 2024 DOI: 10.1148/ryai.230006
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• Performance of the Winning Algorithms of the RSNA 2022 Cervical Spine Fracture Detection Challenge
  Radiology: Artificial Intelligence 2024 DOI: 10.1148/ryai.230256
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• Insights on the Current State and Future Outlook of AI in Health Care: Expert Interview Study
  JMIR AI 2023 DOI: 10.2196/47353
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• The RSNA Cervical Spine Fracture CT Dataset
  Radiology: Artificial Intelligence 2023 DOI: 10.1148/ryai.230034
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• Augmentation of the RSNA Pulmonary Embolism CT Dataset with Bounding Box Annotations and Anatomic Localization of Pulmonary Emboli
  Radiology: Artificial Intelligence 2023 DOI: 10.1148/ryai.230001
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• Insights on the Current State and Future Outlook of AI in Health Care: Expert Interview Study (Preprint)
  2023 DOI: 10.2196/preprints.47353
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• Deep Learning Characterization of Brain Tumours With Diffusion Weighted Imaging
  2022 DOI: 10.1101/2022.01.25.477747
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• The RSNA International COVID-19 Open Radiology Database (RICORD)
  Radiology 2021 DOI: 10.1148/radiol.2021203957
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• The RSNA Pulmonary Embolism CT Dataset
  Radiology: Artificial Intelligence 2021 DOI: 10.1148/ryai.2021200254
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• Do as AI say: susceptibility in deployment of clinical decision-aids
  npj Digital Medicine 2021 DOI: 10.1038/s41746-021-00385-9
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• Five principles for the intelligent use of AI in medical imaging
  Intensive Care Medicine 2021 DOI: 10.1007/s00134-020-06316-8
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