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From radiology reports to early prognostic markers: benchmarking LLMs in chronic liver disease 从放射学报告到早期预后标志物：慢性肝病的llm基准
The Royal College of Radiologists Open Pub Date : 2026-01-01 Epub Date: 2026-08-31 DOI: 10.1016/j.rcro.2026.100578
Hania Paverd, Zeyu Gao, Golnar Mahani, Margarete Fabre, Sarah Burge, Matthew Hoare, Mireia Crispin-Ortuzar
{"title":"From radiology reports to early prognostic markers: benchmarking LLMs in chronic liver disease","authors":"Hania Paverd, Zeyu Gao, Golnar Mahani, Margarete Fabre, Sarah Burge, Matthew Hoare, Mireia Crispin-Ortuzar","doi":"10.1016/j.rcro.2026.100578","DOIUrl":"10.1016/j.rcro.2026.100578","url":null,"abstract":"","PeriodicalId":101248,"journal":{"name":"The Royal College of Radiologists Open","volume":"4 ","pages":"Article 100578"},"PeriodicalIF":0.0,"publicationDate":"2026-01-01","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"148861858","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
Using virtual simulated patients to teach consent for invasive radiological procedures: an AI-enhanced educational innovation 使用虚拟模拟患者来教授侵入性放射治疗的同意：人工智能增强的教育创新
The Royal College of Radiologists Open Pub Date : 2026-01-01 Epub Date: 2026-08-31 DOI: 10.1016/j.rcro.2026.100505
Mark Hall, Dhanwanth Chigurupati
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引用次数: 0
Evaluating sensitivity and specificity of Gleamer BoneView AI for fracture detection 评估Gleamer BoneView AI骨折检测的敏感性和特异性
The Royal College of Radiologists Open Pub Date : 2026-01-01 Epub Date: 2026-08-31 DOI: 10.1016/j.rcro.2026.100521
Lin Ling Xu, William Verrier, Kumaresh Skanthabalan, Madhavi Venumbaka
{"title":"Evaluating sensitivity and specificity of Gleamer BoneView AI for fracture detection","authors":"Lin Ling Xu, William Verrier, Kumaresh Skanthabalan, Madhavi Venumbaka","doi":"10.1016/j.rcro.2026.100521","DOIUrl":"10.1016/j.rcro.2026.100521","url":null,"abstract":"","PeriodicalId":101248,"journal":{"name":"The Royal College of Radiologists Open","volume":"4 ","pages":"Article 100521"},"PeriodicalIF":0.0,"publicationDate":"2026-01-01","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"148859161","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
From pilot to roll-out: a real-world model for AI vigilance and continuous monitoring in fracture detection 从试点到推广：人工智能在裂缝检测中的警惕性和连续监测的真实模型
The Royal College of Radiologists Open Pub Date : 2026-01-01 Epub Date: 2026-08-31 DOI: 10.1016/j.rcro.2026.100527
Aoife Fox, Helen Hughes, Gian Marco Strappelli, Nicola Clapp, Steven Thorndyke, Graham Lee, Kelly Lewis-Towler, Elaine Harding, Sarojini David
{"title":"From pilot to roll-out: a real-world model for AI vigilance and continuous monitoring in fracture detection","authors":"Aoife Fox, Helen Hughes, Gian Marco Strappelli, Nicola Clapp, Steven Thorndyke, Graham Lee, Kelly Lewis-Towler, Elaine Harding, Sarojini David","doi":"10.1016/j.rcro.2026.100527","DOIUrl":"10.1016/j.rcro.2026.100527","url":null,"abstract":"","PeriodicalId":101248,"journal":{"name":"The Royal College of Radiologists Open","volume":"4 ","pages":"Article 100527"},"PeriodicalIF":0.0,"publicationDate":"2026-01-01","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"148859175","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
Whose data, whose ethics? A normative and empirical inquiry into use of patient data for development of AI in radiology 谁的数据，谁的道德？规范和实证调查使用患者数据的发展人工智能放射学
The Royal College of Radiologists Open Pub Date : 2026-01-01 Epub Date: 2026-08-31 DOI: 10.1016/j.rcro.2026.100532
Ali Mansoor, Rabia Shaukat
{"title":"Whose data, whose ethics? A normative and empirical inquiry into use of patient data for development of AI in radiology","authors":"Ali Mansoor, Rabia Shaukat","doi":"10.1016/j.rcro.2026.100532","DOIUrl":"10.1016/j.rcro.2026.100532","url":null,"abstract":"","PeriodicalId":101248,"journal":{"name":"The Royal College of Radiologists Open","volume":"4 ","pages":"Article 100532"},"PeriodicalIF":0.0,"publicationDate":"2026-01-01","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"148859180","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
Radiology service delivery in the future: which ‘toilsome’ aspects of their current role would radiologists wish to delegate to an AI agent? Design of a baseline audit of radiologists’ and referring clinicians’ views 未来的放射服务交付：放射科医生希望将他们当前角色中哪些“辛苦”的方面委托给人工智能代理？设计放射科医生和转诊临床医生意见的基线审计
The Royal College of Radiologists Open Pub Date : 2026-01-01 Epub Date: 2026-08-31 DOI: 10.1016/j.rcro.2026.100544
Inika Vardhan, Harita Sivashankar, Hasan Bilal, Daniel Sun, Neslihan Isleyen, Mathew Storey, Sue Yin Liong, Sadie Khwaja, Adrian Tang
{"title":"Radiology service delivery in the future: which ‘toilsome’ aspects of their current role would radiologists wish to delegate to an AI agent? Design of a baseline audit of radiologists’ and referring clinicians’ views","authors":"Inika Vardhan, Harita Sivashankar, Hasan Bilal, Daniel Sun, Neslihan Isleyen, Mathew Storey, Sue Yin Liong, Sadie Khwaja, Adrian Tang","doi":"10.1016/j.rcro.2026.100544","DOIUrl":"10.1016/j.rcro.2026.100544","url":null,"abstract":"","PeriodicalId":101248,"journal":{"name":"The Royal College of Radiologists Open","volume":"4 ","pages":"Article 100544"},"PeriodicalIF":0.0,"publicationDate":"2026-01-01","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"148859191","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
Large language models to improve understanding of radiology reports: a systematic review and meta-analysis of patient, public and clinician evaluations 提高对放射学报告理解的大型语言模型：对患者、公众和临床医生评估的系统回顾和荟萃分析
The Royal College of Radiologists Open Pub Date : 2026-01-01 Epub Date: 2026-08-31 DOI: 10.1016/j.rcro.2026.100545
Samer Alabed, Abigail Anderson, Ahmed Maiter, Anthony Hughes, Niamh McAnenly, Mahan Salehi, Michael Sharkey, Krit Dwivedi, Alireza Hokmabadi, Fares Alahdab, Mark Stevenson, Ning Ma, Robert Gaizauskas, Tim Chico, Andy Swift, Jessy Li, Jens
{"title":"Large language models to improve understanding of radiology reports: a systematic review and meta-analysis of patient, public and clinician evaluations","authors":"Samer Alabed, Abigail Anderson, Ahmed Maiter, Anthony Hughes, Niamh McAnenly, Mahan Salehi, Michael Sharkey, Krit Dwivedi, Alireza Hokmabadi, Fares Alahdab, Mark Stevenson, Ning Ma, Robert Gaizauskas, Tim Chico, Andy Swift, Jessy Li, Jens","doi":"10.1016/j.rcro.2026.100545","DOIUrl":"10.1016/j.rcro.2026.100545","url":null,"abstract":"","PeriodicalId":101248,"journal":{"name":"The Royal College of Radiologists Open","volume":"4 ","pages":"Article 100545"},"PeriodicalIF":0.0,"publicationDate":"2026-01-01","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"148859192","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
Open-source foundation models on plain musculoskeletal and chest radiographs: a multi-model diagnostic accuracy study 肌肉骨骼平片和胸部x线片的开源基础模型：多模型诊断准确性研究
The Royal College of Radiologists Open Pub Date : 2026-01-01 Epub Date: 2026-08-31 DOI: 10.1016/j.rcro.2026.100564
Katrina Nash, Joseph Salf, Anissa Alloula, James Vaz, Alex Novak, Bartolimiej Papiez, Sarim Ather
{"title":"Open-source foundation models on plain musculoskeletal and chest radiographs: a multi-model diagnostic accuracy study","authors":"Katrina Nash, Joseph Salf, Anissa Alloula, James Vaz, Alex Novak, Bartolimiej Papiez, Sarim Ather","doi":"10.1016/j.rcro.2026.100564","DOIUrl":"10.1016/j.rcro.2026.100564","url":null,"abstract":"","PeriodicalId":101248,"journal":{"name":"The Royal College of Radiologists Open","volume":"4 ","pages":"Article 100564"},"PeriodicalIF":0.0,"publicationDate":"2026-01-01","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"148859210","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 for assisting the reporting of chest X-rays: challenges of quantitatively evaluating live implementation 协助胸部x光报告的人工智能：定量评估现场实施的挑战
The Royal College of Radiologists Open Pub Date : 2026-01-01 Epub Date: 2026-08-31 DOI: 10.1016/j.rcro.2026.100568
Christopher Sherlaw-Johnson, Stuti Bagri, Malina Bodea, Kevin Herbert, Angus Ramsay, Rachel Lawrence, Cyril Lobont, Holly Walton, Nadia Crellin, Holly Elphinstone, Pei Li Ng, Raj Mehta, Naomi Fulop
{"title":"AI for assisting the reporting of chest X-rays: challenges of quantitatively evaluating live implementation","authors":"Christopher Sherlaw-Johnson, Stuti Bagri, Malina Bodea, Kevin Herbert, Angus Ramsay, Rachel Lawrence, Cyril Lobont, Holly Walton, Nadia Crellin, Holly Elphinstone, Pei Li Ng, Raj Mehta, Naomi Fulop","doi":"10.1016/j.rcro.2026.100568","DOIUrl":"10.1016/j.rcro.2026.100568","url":null,"abstract":"","PeriodicalId":101248,"journal":{"name":"The Royal College of Radiologists Open","volume":"4 ","pages":"Article 100568"},"PeriodicalIF":0.0,"publicationDate":"2026-01-01","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"148859214","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
Pilot evaluation of a custom GPT model for automated quality assurance of PET-CT reporting 对用于PET-CT报告自动质量保证的定制GPT模型进行试点评估
The Royal College of Radiologists Open Pub Date : 2026-01-01 Epub Date: 2026-08-31 DOI: 10.1016/j.rcro.2026.100574
Jack Sheppard, Craig George-McDowall, Dafydd Ap Emyr, Alex Powles
{"title":"Pilot evaluation of a custom GPT model for automated quality assurance of PET-CT reporting","authors":"Jack Sheppard, Craig George-McDowall, Dafydd Ap Emyr, Alex Powles","doi":"10.1016/j.rcro.2026.100574","DOIUrl":"10.1016/j.rcro.2026.100574","url":null,"abstract":"","PeriodicalId":101248,"journal":{"name":"The Royal College of Radiologists Open","volume":"4 ","pages":"Article 100574"},"PeriodicalIF":0.0,"publicationDate":"2026-01-01","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"148859217","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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