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Deep learning for predicting incident heart failure from antecedent risk factors 从先前的危险因素预测心力衰竭事件的深度学习
The Royal College of Radiologists Open Pub Date : 2026-01-01 Epub Date: 2026-08-31 DOI: 10.1016/j.rcro.2026.100497
Sashi Kiran Mahapatra, Christopher Hayward, Ramesh Nadarajah, Derek Magee
{"title":"Deep learning for predicting incident heart failure from antecedent risk factors","authors":"Sashi Kiran Mahapatra, Christopher Hayward, Ramesh Nadarajah, Derek Magee","doi":"10.1016/j.rcro.2026.100497","DOIUrl":"10.1016/j.rcro.2026.100497","url":null,"abstract":"","PeriodicalId":101248,"journal":{"name":"The Royal College of Radiologists Open","volume":"4 ","pages":"Article 100497"},"PeriodicalIF":0.0,"publicationDate":"2026-01-01","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"148859137","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":0,"RegionCategory":"","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"OA","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 0
AI-assisted question generation for FRCR Part 1 Physics: evaluating the role of multi-model LLMs in high-stake radiology assessment design FRCR Part 1的ai辅助问题生成物理：评估多模型法学硕士在高风险放射学评估设计中的作用
The Royal College of Radiologists Open Pub Date : 2026-01-01 Epub Date: 2026-08-31 DOI: 10.1016/j.rcro.2026.100507
Ebinesh Arulnathan, Shirou Masoodi, Zobia Hussain, Rayya Naffa', Srikrishna Harave, Sivakumar Manickam
{"title":"AI-assisted question generation for FRCR Part 1 Physics: evaluating the role of multi-model LLMs in high-stake radiology assessment design","authors":"Ebinesh Arulnathan, Shirou Masoodi, Zobia Hussain, Rayya Naffa', Srikrishna Harave, Sivakumar Manickam","doi":"10.1016/j.rcro.2026.100507","DOIUrl":"10.1016/j.rcro.2026.100507","url":null,"abstract":"","PeriodicalId":101248,"journal":{"name":"The Royal College of Radiologists Open","volume":"4 ","pages":"Article 100507"},"PeriodicalIF":0.0,"publicationDate":"2026-01-01","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"148859147","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":0,"RegionCategory":"","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"OA","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 0
Elevating the UK as the global leader in paediatric radiology AI: a national framework to reduce backlogs, standardise quality and transform children’s imaging services 将英国提升为儿科放射学人工智能的全球领导者：减少积压、标准化质量和转变儿童成像服务的国家框架
The Royal College of Radiologists Open Pub Date : 2026-01-01 Epub Date: 2026-08-31 DOI: 10.1016/j.rcro.2026.100509
Sivakumar Manickam, Shirou Masoodi, Ebinesh Arulnathan, Rayya Naffa'
{"title":"Elevating the UK as the global leader in paediatric radiology AI: a national framework to reduce backlogs, standardise quality and transform children’s imaging services","authors":"Sivakumar Manickam, Shirou Masoodi, Ebinesh Arulnathan, Rayya Naffa'","doi":"10.1016/j.rcro.2026.100509","DOIUrl":"10.1016/j.rcro.2026.100509","url":null,"abstract":"","PeriodicalId":101248,"journal":{"name":"The Royal College of Radiologists Open","volume":"4 ","pages":"Article 100509"},"PeriodicalIF":0.0,"publicationDate":"2026-01-01","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"148859149","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":0,"RegionCategory":"","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"OA","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 0
Real-world evaluation of an AI-autocontouring software in radiotherapy: a multidimensional assessment 放疗中人工智能自动轮廓软件的实际评估：多维评估
The Royal College of Radiologists Open Pub Date : 2026-01-01 Epub Date: 2026-08-31 DOI: 10.1016/j.rcro.2026.100522
Akriti Nanda, Daniel Sandys, Gemma Bell, Douglas Brand
{"title":"Real-world evaluation of an AI-autocontouring software in radiotherapy: a multidimensional assessment","authors":"Akriti Nanda, Daniel Sandys, Gemma Bell, Douglas Brand","doi":"10.1016/j.rcro.2026.100522","DOIUrl":"10.1016/j.rcro.2026.100522","url":null,"abstract":"","PeriodicalId":101248,"journal":{"name":"The Royal College of Radiologists Open","volume":"4 ","pages":"Article 100522"},"PeriodicalIF":0.0,"publicationDate":"2026-01-01","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"148859162","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":0,"RegionCategory":"","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"OA","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 0
Crossing the valley of death: a multidisciplinary approach for successful AI implementation 跨越死亡之谷：成功实施人工智能的多学科方法
The Royal College of Radiologists Open Pub Date : 2026-01-01 Epub Date: 2026-08-31 DOI: 10.1016/j.rcro.2026.100540
Emily Redpath, Alex Pavlyuk, Yussefa Sanyang, Goosie Leung, Ayah Mousa, Nikolaos Papadakos, Clarrissa Sanders, Alban Killingback
{"title":"Crossing the valley of death: a multidisciplinary approach for successful AI implementation","authors":"Emily Redpath, Alex Pavlyuk, Yussefa Sanyang, Goosie Leung, Ayah Mousa, Nikolaos Papadakos, Clarrissa Sanders, Alban Killingback","doi":"10.1016/j.rcro.2026.100540","DOIUrl":"10.1016/j.rcro.2026.100540","url":null,"abstract":"","PeriodicalId":101248,"journal":{"name":"The Royal College of Radiologists Open","volume":"4 ","pages":"Article 100540"},"PeriodicalIF":0.0,"publicationDate":"2026-01-01","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"148859188","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":0,"RegionCategory":"","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"OA","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 0
A national evaluation of UK radiology resident experiences with artificial intelligence-derived acute stroke imaging software 对英国放射科住院医师使用人工智能衍生急性卒中成像软件的经验进行全国评估
The Royal College of Radiologists Open Pub Date : 2026-01-01 Epub Date: 2026-08-31 DOI: 10.1016/j.rcro.2026.100546
Timothy Cheng, Jake Cowen, Jason Mak, RADIANT Collaborative Group, Adrian Tang, Yogish Joshi, Helen Addley, Thomas Booth, Fiona Gilbert, Abhishekh Ashok
{"title":"A national evaluation of UK radiology resident experiences with artificial intelligence-derived acute stroke imaging software","authors":"Timothy Cheng, Jake Cowen, Jason Mak, RADIANT Collaborative Group, Adrian Tang, Yogish Joshi, Helen Addley, Thomas Booth, Fiona Gilbert, Abhishekh Ashok","doi":"10.1016/j.rcro.2026.100546","DOIUrl":"10.1016/j.rcro.2026.100546","url":null,"abstract":"","PeriodicalId":101248,"journal":{"name":"The Royal College of Radiologists Open","volume":"4 ","pages":"Article 100546"},"PeriodicalIF":0.0,"publicationDate":"2026-01-01","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"148859193","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":0,"RegionCategory":"","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"OA","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 0
Performance of AI-assisted diagnostic systems versus radiologists in prospective breast cancer screening 人工智能辅助诊断系统与放射科医生在前瞻性乳腺癌筛查中的表现
The Royal College of Radiologists Open Pub Date : 2026-01-01 Epub Date: 2026-08-31 DOI: 10.1016/j.rcro.2026.100555
Elham Keshavarz, Nahid Nafisi, Mandana Pourian, Mehran Arab Ahmadi, Rassa Ghavami Modegh, Hamed Dashti, Masoumeh Gity
{"title":"Performance of AI-assisted diagnostic systems versus radiologists in prospective breast cancer screening","authors":"Elham Keshavarz, Nahid Nafisi, Mandana Pourian, Mehran Arab Ahmadi, Rassa Ghavami Modegh, Hamed Dashti, Masoumeh Gity","doi":"10.1016/j.rcro.2026.100555","DOIUrl":"10.1016/j.rcro.2026.100555","url":null,"abstract":"","PeriodicalId":101248,"journal":{"name":"The Royal College of Radiologists Open","volume":"4 ","pages":"Article 100555"},"PeriodicalIF":0.0,"publicationDate":"2026-01-01","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"148859201","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":0,"RegionCategory":"","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"OA","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 0
Increasing inference-time reasoning reduces reliance on prompt engineering for GPT-5 spinal stability assessment 增加推理时间推理减少了GPT-5脊柱稳定性评估对提示工程的依赖
The Royal College of Radiologists Open Pub Date : 2026-01-01 Epub Date: 2026-08-31 DOI: 10.1016/j.rcro.2026.100577
Anna Fink, Alexander Rau, Stephan Rau, Kai Kästingschäfer, Fabian Bamberg, Maximilian Russe
{"title":"Increasing inference-time reasoning reduces reliance on prompt engineering for GPT-5 spinal stability assessment","authors":"Anna Fink, Alexander Rau, Stephan Rau, Kai Kästingschäfer, Fabian Bamberg, Maximilian Russe","doi":"10.1016/j.rcro.2026.100577","DOIUrl":"10.1016/j.rcro.2026.100577","url":null,"abstract":"","PeriodicalId":101248,"journal":{"name":"The Royal College of Radiologists Open","volume":"4 ","pages":"Article 100577"},"PeriodicalIF":0.0,"publicationDate":"2026-01-01","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"148859220","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":0,"RegionCategory":"","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"OA","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 0
A method to benchmark AI algorithms for triage in a breast screening programme 一种在乳腺筛查项目中对人工智能分类算法进行基准测试的方法
The Royal College of Radiologists Open Pub Date : 2026-01-01 Epub Date: 2026-08-31 DOI: 10.1016/j.rcro.2026.100488
Nicholas Payne, Joshua Rothwell, Zhongying Deng, Emma Atakpa, Karoline Freeman, Sian Taylor-Phillips, Fiona Gilbert
{"title":"A method to benchmark AI algorithms for triage in a breast screening programme","authors":"Nicholas Payne, Joshua Rothwell, Zhongying Deng, Emma Atakpa, Karoline Freeman, Sian Taylor-Phillips, Fiona Gilbert","doi":"10.1016/j.rcro.2026.100488","DOIUrl":"10.1016/j.rcro.2026.100488","url":null,"abstract":"","PeriodicalId":101248,"journal":{"name":"The Royal College of Radiologists Open","volume":"4 ","pages":"Article 100488"},"PeriodicalIF":0.0,"publicationDate":"2026-01-01","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"148859129","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":0,"RegionCategory":"","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"OA","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 0
Building the AI-ready radiologist: curriculum design, challenges and opportunities 打造人工智能放射科医生：课程设计、挑战和机遇
The Royal College of Radiologists Open Pub Date : 2026-01-01 Epub Date: 2026-08-31 DOI: 10.1016/j.rcro.2026.100508
Shirou Masoodi, Matthew Kueh, Ebinesh Arulnathan, Rayya Naffa', Sivakumar Manickam
{"title":"Building the AI-ready radiologist: curriculum design, challenges and opportunities","authors":"Shirou Masoodi, Matthew Kueh, Ebinesh Arulnathan, Rayya Naffa', Sivakumar Manickam","doi":"10.1016/j.rcro.2026.100508","DOIUrl":"10.1016/j.rcro.2026.100508","url":null,"abstract":"","PeriodicalId":101248,"journal":{"name":"The Royal College of Radiologists Open","volume":"4 ","pages":"Article 100508"},"PeriodicalIF":0.0,"publicationDate":"2026-01-01","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"148859148","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":0,"RegionCategory":"","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"OA","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 0
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