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The role of AI in mitigating the impact of radiologist shortages: a systematised review. 人工智能在缓解放射科医生短缺影响中的作用：系统回顾。
IF 3.1
Health and Technology Pub Date : 2025-01-01 Epub Date: 2025-04-25 DOI: 10.1007/s12553-025-00970-y
Nebil Achour, Tomas Zapata, Yousef Saleh, Barbara Pierscionek, Natasha Azzopardi-Muscat, David Novillo-Ortiz, Cathal Morgan, Mafaten Chaouali
{"title":"The role of AI in mitigating the impact of radiologist shortages: a systematised review.","authors":"Nebil Achour, Tomas Zapata, Yousef Saleh, Barbara Pierscionek, Natasha Azzopardi-Muscat, David Novillo-Ortiz, Cathal Morgan, Mafaten Chaouali","doi":"10.1007/s12553-025-00970-y","DOIUrl":"10.1007/s12553-025-00970-y","url":null,"abstract":"<p><strong>Purpose: </strong>This study aims to explore the application of Artificial intelligence (AI) systems in radiology departments and the role they play in the shortage of radiologists. It examines the ethical and legal considerations for uptake of AI both in relation to patient safety and for the profession of radiology.</p><p><strong>Methods: </strong>A systematised review was selected for this research study to collect maximum relevant evidence that provides a comprehensive overview of AI application in radiology specifically in terms of addressing radiologist shortages in hospitals. The search was complemented by grey literature to fill potential gaps.</p><p><strong>Results: </strong>Findings suggest that AI can read and interpret images more effectively and faster than radiologists and that it could be more widely used to reduce the impact of the global radiologist shortage, leading to better patient outcomes and safety. However, there are potential challenges predominantly ethical and legal. Concerns over complete radiologist replacement by AI do not currently seem likely, but rather the use of AI to complement radiologists in their work.</p><p><strong>Conclusions: </strong>AI cannot replace radiologists, instead radiology services will need the input of radiologists, AI systems and radiographers to provide a safe healthcare for all patients, therefore they are complementary. Radiologist jobs will most probably change to reduce repetitive tasks that can be conducted by AI. Radiologists and radiographers play a role in the provision of quality care in both normal day-to-day events and during times of disaster. Their role in diagnosing and prognosing diseases provides guidance during preparedness, response and recovery.</p>","PeriodicalId":12941,"journal":{"name":"Health and Technology","volume":"15 3","pages":"489-501"},"PeriodicalIF":3.1,"publicationDate":"2025-01-01","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"https://www.ncbi.nlm.nih.gov/pmc/articles/PMC12085355/pdf/","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"144101783","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
Health disparity in digital health technology design 数字医疗技术设计中的健康差距
IF 2.5
Health and Technology Pub Date : 2024-01-10 DOI: 10.1007/s12553-024-00814-1
Yanting Wu, Yawen Li, Andrius Baskys, J. Chok, Janice Hoffman, Don Roosan
{"title":"Health disparity in digital health technology design","authors":"Yanting Wu, Yawen Li, Andrius Baskys, J. Chok, Janice Hoffman, Don Roosan","doi":"10.1007/s12553-024-00814-1","DOIUrl":"https://doi.org/10.1007/s12553-024-00814-1","url":null,"abstract":"","PeriodicalId":12941,"journal":{"name":"Health and Technology","volume":"53 9","pages":""},"PeriodicalIF":2.5,"publicationDate":"2024-01-10","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"139441197","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":0,"RegionCategory":"","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 0
COVID-19 vaccine prediction based on an interpretable CNN-LSTM model with three-stage feature engineering 基于三阶段特征工程的可解释 CNN-LSTM 模型的 COVID-19 疫苗预测
IF 2.5
Health and Technology Pub Date : 2024-01-09 DOI: 10.1007/s12553-023-00797-5
Lubna Altarawneh, Hao Wang, Yu Jin
{"title":"COVID-19 vaccine prediction based on an interpretable CNN-LSTM model with three-stage feature engineering","authors":"Lubna Altarawneh, Hao Wang, Yu Jin","doi":"10.1007/s12553-023-00797-5","DOIUrl":"https://doi.org/10.1007/s12553-023-00797-5","url":null,"abstract":"","PeriodicalId":12941,"journal":{"name":"Health and Technology","volume":"6 7","pages":"1-21"},"PeriodicalIF":2.5,"publicationDate":"2024-01-09","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"139443806","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":0,"RegionCategory":"","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 0
Training protocol for driving power wheelchairs using virtual environment: preliminary results from a pilot study 利用虚拟环境驾驶电动轮椅的培训方案：试点研究的初步结果
IF 2.5
Health and Technology Pub Date : 2024-01-09 DOI: 10.1007/s12553-023-00811-w
Caroline Valentini, F. Martins, A. A. D. de Sá, E. Naves
{"title":"Training protocol for driving power wheelchairs using virtual environment: preliminary results from a pilot study","authors":"Caroline Valentini, F. Martins, A. A. D. de Sá, E. Naves","doi":"10.1007/s12553-023-00811-w","DOIUrl":"https://doi.org/10.1007/s12553-023-00811-w","url":null,"abstract":"","PeriodicalId":12941,"journal":{"name":"Health and Technology","volume":"41 22","pages":""},"PeriodicalIF":2.5,"publicationDate":"2024-01-09","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"139442359","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":0,"RegionCategory":"","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 0
Detection of Cardio Vascular abnormalities using gradient descent optimization and CNN 利用梯度下降优化和 CNN 检测心血管异常
IF 2.5
Health and Technology Pub Date : 2024-01-05 DOI: 10.1007/s12553-023-00807-6
Ninni Singh, Vinit Kumar Gunjan, F. Shaik, Sudipta Roy
{"title":"Detection of Cardio Vascular abnormalities using gradient descent optimization and CNN","authors":"Ninni Singh, Vinit Kumar Gunjan, F. Shaik, Sudipta Roy","doi":"10.1007/s12553-023-00807-6","DOIUrl":"https://doi.org/10.1007/s12553-023-00807-6","url":null,"abstract":"","PeriodicalId":12941,"journal":{"name":"Health and Technology","volume":"51 47","pages":"1-14"},"PeriodicalIF":2.5,"publicationDate":"2024-01-05","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"139382144","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":0,"RegionCategory":"","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 0
Unsupervised machine learning for disease prediction: a comparative performance analysis using multiple datasets 用于疾病预测的无监督机器学习：使用多个数据集的性能比较分析
IF 2.5
Health and Technology Pub Date : 2023-12-29 DOI: 10.1007/s12553-023-00805-8
Haohui Lu, S. Uddin
{"title":"Unsupervised machine learning for disease prediction: a comparative performance analysis using multiple datasets","authors":"Haohui Lu, S. Uddin","doi":"10.1007/s12553-023-00805-8","DOIUrl":"https://doi.org/10.1007/s12553-023-00805-8","url":null,"abstract":"","PeriodicalId":12941,"journal":{"name":"Health and Technology","volume":" 15","pages":""},"PeriodicalIF":2.5,"publicationDate":"2023-12-29","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"139142816","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":0,"RegionCategory":"","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 0
Preliminary results of performance testing in diagnostic radiology facilities: Implementation of harmonized IAEA protocol for Africa 放射诊断设施性能测试的初步结果：在非洲实施国际原子能机构统一议定书
IF 2.5
Health and Technology Pub Date : 2023-12-28 DOI: 10.1007/s12553-023-00808-5
F. Hasford, Nadia Khelassi-Toutaoui, Ehab Attalla, Theophilus Sackey, Mohammed Talbi, Alsadeg Ahmed, Abir Darsalih, Ahmad Refaat Thabet, Peter Knoll, Virginia Tsapaki
{"title":"Preliminary results of performance testing in diagnostic radiology facilities: Implementation of harmonized IAEA protocol for Africa","authors":"F. Hasford, Nadia Khelassi-Toutaoui, Ehab Attalla, Theophilus Sackey, Mohammed Talbi, Alsadeg Ahmed, Abir Darsalih, Ahmad Refaat Thabet, Peter Knoll, Virginia Tsapaki","doi":"10.1007/s12553-023-00808-5","DOIUrl":"https://doi.org/10.1007/s12553-023-00808-5","url":null,"abstract":"","PeriodicalId":12941,"journal":{"name":"Health and Technology","volume":"35 12","pages":""},"PeriodicalIF":2.5,"publicationDate":"2023-12-28","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"139149908","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":0,"RegionCategory":"","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 0
A zero trust architecture for health information systems 卫生信息系统的零信任架构
IF 2.5
Health and Technology Pub Date : 2023-12-26 DOI: 10.1007/s12553-023-00809-4
Onome Christopher Edo, David Ang, Praveen Billakota, Johnny C. Ho
{"title":"A zero trust architecture for health information systems","authors":"Onome Christopher Edo, David Ang, Praveen Billakota, Johnny C. Ho","doi":"10.1007/s12553-023-00809-4","DOIUrl":"https://doi.org/10.1007/s12553-023-00809-4","url":null,"abstract":"","PeriodicalId":12941,"journal":{"name":"Health and Technology","volume":"52 6","pages":""},"PeriodicalIF":2.5,"publicationDate":"2023-12-26","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"139157124","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":0,"RegionCategory":"","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 0
The underuse of AI in the health sector: Opportunity costs, success stories, risks and recommendations 人工智能在卫生部门的应用不足：机会成本、成功案例、风险和建议
IF 2.5
Health and Technology Pub Date : 2023-12-12 DOI: 10.1007/s12553-023-00806-7
U. Pagallo, S. O’Sullivan, Nathalie Nevejans, Andreas Holzinger, Michael Friebe, Fleur Jeanquartier, Claire Jean-Quartier, Arkadiusz Miernik
{"title":"The underuse of AI in the health sector: Opportunity costs, success stories, risks and recommendations","authors":"U. Pagallo, S. O’Sullivan, Nathalie Nevejans, Andreas Holzinger, Michael Friebe, Fleur Jeanquartier, Claire Jean-Quartier, Arkadiusz Miernik","doi":"10.1007/s12553-023-00806-7","DOIUrl":"https://doi.org/10.1007/s12553-023-00806-7","url":null,"abstract":"","PeriodicalId":12941,"journal":{"name":"Health and Technology","volume":"21 11","pages":""},"PeriodicalIF":2.5,"publicationDate":"2023-12-12","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"138977131","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":0,"RegionCategory":"","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 0
A pre-processing tool to increase performance of deep learning-based CAD in digital breast Tomosynthesis 提高基于深度学习的 CAD 在数字乳腺断层合成中的性能的预处理工具
IF 2.5
Health and Technology Pub Date : 2023-12-10 DOI: 10.1007/s12553-023-00804-9
Daniele Esposito, Gianfranco Paternò, R. Ricciardi, A. Sarno, Paolo Russo, G. Mettivier
{"title":"A pre-processing tool to increase performance of deep learning-based CAD in digital breast Tomosynthesis","authors":"Daniele Esposito, Gianfranco Paternò, R. Ricciardi, A. Sarno, Paolo Russo, G. Mettivier","doi":"10.1007/s12553-023-00804-9","DOIUrl":"https://doi.org/10.1007/s12553-023-00804-9","url":null,"abstract":"","PeriodicalId":12941,"journal":{"name":"Health and Technology","volume":"621 2","pages":""},"PeriodicalIF":2.5,"publicationDate":"2023-12-10","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"138982889","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":0,"RegionCategory":"","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 0
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