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Automatic detection of breast masses using deep learning with YOLO approach 基于YOLO方法的深度学习乳腺肿块自动检测
Q2 MEDICAL INFORMATICS Pub Date : 2023-10-16 DOI: 10.1007/s12553-023-00783-x
Alejandro Ernesto Quiñones-Espín, Marlen Perez-Diaz, Rafaela Mayelín Espín-Coto, Deijany Rodriguez-Linares, José Daniel Lopez-Cabrera
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引用次数: 0
Ways public health users interact with online health information: a qualitative study 公共卫生用户与在线卫生信息互动的方式:一项定性研究
Q2 MEDICAL INFORMATICS Pub Date : 2023-10-05 DOI: 10.1007/s12553-023-00784-w
Lívia G Fernandes, Karime A Mescouto, Leonardo O P Costa, Bruno Tirotti Saragiotto
Abstract Purpose The use of internet for health-related purposes has increased in the past years; however, the overabundance of information led the world to a health “infodemic”. Little is known about the ways public health users seek health information online and how it influences the relationship between patients and healthcare practitioners. We aimed to investigate how public health users seek health information online and how this practice affects health encounters. Methods We conducted a qualitative study in a public secondary level healthcare facility. Thirty participants were interviewed using a semi-structured grid designed upon the definition of digital health literacy. Participants were mostly women with an average age of 50 years old and educational level equal to or lower than high school degree. Traditionally and digitally illiterate participants participated in the study. Data analysis was performed using a reflexive thematic analysis underpinned by critical theory. Results We identified three interrelated themes: (1) failing to be a digitally engaged patient, (2) health information on the internet resonates better with individuals’ literacy, and (3) vulnerability is welcomed on the internet. Themes explored power dynamics that appeared to be mediated by formal knowledge, sociocultural contexts, use of technical language, and the presence of emotional and affective domains. Conclusion Our findings suggest that health information online might facilitate the understanding of technical terms and fill an emotional gap often overlooked by healthcare practitioners. Findings may assist health professionals in developing ways of considering health information online as part of the health encounter.
在过去的几年里,与健康相关的互联网使用有所增加;然而,信息的过剩导致世界出现了卫生“信息大流行”。关于公共卫生用户在线寻求健康信息的方式以及它如何影响患者和医疗保健从业人员之间的关系,人们知之甚少。我们的目的是调查公共卫生用户如何在网上寻求健康信息,以及这种做法如何影响健康遭遇。方法对某公立二级医疗机构进行定性研究。使用根据数字健康素养定义设计的半结构化网格对30名参与者进行了访谈。参与者大多是平均年龄50岁,教育程度等于或低于高中的女性。传统和数字文盲参与了这项研究。数据分析采用了以批判理论为基础的反身性主题分析。结果:我们确定了三个相互关联的主题:(1)未能成为数字参与的患者,(2)互联网上的健康信息与个人的素养更能产生共鸣,(3)脆弱性在互联网上受到欢迎。主题探讨了权力动态,似乎是由正式知识、社会文化背景、技术语言的使用以及情感和情感领域的存在所介导的。结论网络健康信息可以促进专业术语的理解,填补医护人员经常忽视的情感鸿沟。研究结果可能有助于卫生专业人员制定将在线卫生信息视为健康接触的一部分的方法。
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引用次数: 0
An innovative 4.0 system to prevent the spreading of the diseases which threaten the globalized world 一个创新的4.0系统,以防止威胁全球化世界的疾病传播
Q2 MEDICAL INFORMATICS Pub Date : 2023-09-01 DOI: 10.1007/s12553-023-00773-z
Roberto Mosca, Marco Mosca, Roberto Revetria, Fabio Currò, Federico Briatore
Abstract Purpose The purpose of this research is to provide an effective contribution to contrast the spread of Covid19. Therefore, the authors aimed to model a new strategy (technologies and processes), using the principles made available by Industry 4.0. Method The strategy consists in an IoT thermoscanner (developed by the authors, strategically placed throughout the settlement), and an innovative method of disinfection (achieved by redesigning the sanitization processes, using UV-C rays and gaseous Ozone produced by IoT machines, again conceptualized and developed by the authors, being capable of reproducing the Chapman Cycle and its associated benefits). This method was discussed in the article "Sanitizing of Confined Spaces Using Gaseous Ozone Produced by 4.0 Machines," which was presented at the WCE 2021 IAENG Congress (Best Paper Award of the 2021 International Conference of Systems Biology and Bioengineering). Result The results consist in: 1. an absolute disinfection system based on a reversible cycle Oxygen-Ozone-Oxygen, with quick re-habitability of the treated rooms, at a minimum treatment costs, without expensive and harmful chemicals or moist water vapor (incompatible by nature with paper and electronics); 2. a 4.0 device for quick detection of fever; 3. clear processes for disease spread prevention. Conclusion The target contribution was widely achieved, providing machinery, processes and procedures. The authors aim now to extend the solution proposed to any other type virus, bacteria, or pathogen agent introduced by subjects who, despite being unaware of acting as vectors, develop infection along their stay in hotels, offices or any other public place.
目的本研究的目的是为对比covid - 19的传播提供有效的贡献。因此,作者的目标是利用工业4.0提供的原则,建立一个新的战略(技术和流程)模型。该策略包括物联网热扫描仪(由作者开发,战略性地放置在整个解决方案中)和一种创新的消毒方法(通过重新设计消毒过程来实现,使用物联网机器产生的UV-C射线和气态臭氧,再次由作者概念化和开发,能够重现查普曼循环及其相关好处)。在WCE 2021 IAENG大会(2021年系统生物学与生物工程国际会议最佳论文奖)上发表的文章《利用4.0机器产生的气体臭氧消毒密闭空间》中讨论了这种方法。结果结果包括:1.结果如下:基于氧气-臭氧-氧气可逆循环的绝对消毒系统,处理室可快速重新居住,处理成本最低,不含昂贵和有害的化学品或潮湿的水蒸气(本质上与纸张和电子产品不相容);2. 发热快速检测4.0装置;3.明确预防疾病传播的程序。结论目标贡献已广泛实现,提供了机制、流程和程序。作者现在的目标是将提出的解决方案扩展到任何其他类型的病毒、细菌或病原体,这些病毒、细菌或病原体是由受试者引入的,尽管他们没有意识到自己是媒介,但他们在酒店、办公室或任何其他公共场所逗留期间感染了病毒。
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引用次数: 0
Quantification of Parkinsonian unilateral involvement from ocular fixational patterns using a deep video representation 利用深度视频表征从眼部注视模式量化帕金森病单侧受累
Q2 MEDICAL INFORMATICS Pub Date : 2023-09-01 DOI: 10.1007/s12553-023-00782-y
Juan Olmos, Brayan Valenzuela, Fabio Martínez
Abstract Purpose Lateralisation of motor symptoms is a prevalent characteristic of Parkinson’s disease (PD). Hence, unilateral involvement is crucial for personalized treatments and measuring therapy effectiveness. Nonetheless, most motor symptoms, including lateralization, are mainly evident at advanced stages of the disease. Recently, ocular fixation instability emerged as a promising PD biomarker with a high sensitivity to discriminate PD. We hypothesize that unilateral involvement can be recovered from the assessment and quantification of PD-related ocular abnormalities. Methods This method proposes a computer-based strategy to quantify PD lateralization from ocular fixation patterns. The method follows a markerless strategy fed by slices with spatiotemporal eye movement information. A deep convolutional model was used to discriminate between PD and a control population. Additionally, model prediction probabilities were analyzed to select the dominant eye associated with unilateral involvement. Results The proposed approach reports an average accuracy of 91.92% classifying PD. Interestingly, using the dominant side, the approach achieves an average PD prediction probability of 93.3% (95% CI: [91.61,95.07]), evidencing capabilities to capture the most affected side. Besides, the reported results strongly correlate with the disease, even for patients categorized at early stages. A low-dimensional projection tool was used to support the classification results by finding a 2d space that eases the discrimination among classes. Conclusions The strategy is sensitive to detecting and classifying PD fixational patterns and determining the side with major impairments. This approach may be a potential tool to support the characterization of the disease and as an alternative to defining personalized treatments.
运动症状偏侧化是帕金森病(PD)的一个普遍特征。因此,单侧受累对于个性化治疗和衡量治疗效果至关重要。尽管如此,大多数运动症状,包括偏侧,主要在疾病的晚期才明显。近年来,眼固定不稳定性作为一种有前景的帕金森病生物标志物,具有很高的敏感性。我们假设单侧受累可以从pd相关眼部异常的评估和量化中恢复。方法本方法提出了一种基于计算机的策略来量化眼固定模式的PD侧化。该方法采用一种无标记策略,由具有时空眼动信息的切片馈送。使用深度卷积模型来区分PD和对照人群。此外,分析模型预测概率以选择与单侧受累相关的优势眼。结果该方法对PD的平均分类准确率为91.92%。有趣的是,使用优势侧,该方法实现了93.3%的平均PD预测概率(95% CI:[91.61,95.07]),证明能够捕获受影响最大的侧。此外,报告的结果与疾病密切相关,即使是在早期阶段分类的患者。使用低维投影工具通过寻找二维空间来支持分类结果,从而减轻类别之间的歧视。结论该策略对PD固定模式的检测和分类以及对主要损伤侧的判断具有较好的敏感性。这种方法可能是一种潜在的工具来支持疾病的特征,并作为一种替代定义个性化治疗。
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引用次数: 0
Is medical device regulatory compliance growing as fast as extended reality to avoid misunderstandings in the future? 医疗器械法规遵从性的增长速度是否与扩展现实一样快,以避免未来的误解?
IF 2.5 Q2 MEDICAL INFORMATICS Pub Date : 2023-09-01 DOI: 10.1007/s12553-023-00775-x
F. Bini, Michela Franzo', A. Maccaro, Davide Piaggio, Leandro Pecchia, F. Marinozzi
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引用次数: 0
Acceptance factors of digitalization in hospitals: a mixed-methods study 医院数字化接受因素的混合方法研究
IF 2.5 Q2 MEDICAL INFORMATICS Pub Date : 2023-09-01 DOI: 10.1007/s12553-023-00779-7
A. Burmann, Susann Schepers, Sven Meister
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引用次数: 0
Electronic medical records and patient engagement: examining post-adoptive and non-adoptive behavior 电子医疗记录和患者参与:检查收养后和非收养行为
IF 2.5 Q2 MEDICAL INFORMATICS Pub Date : 2023-09-01 DOI: 10.1007/s12553-023-00778-8
Zeynep Altinay
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引用次数: 0
Explainable and transparency machine learning approach to predict diabetes develop 可解释和透明的机器学习方法来预测糖尿病的发展
Q2 MEDICAL INFORMATICS Pub Date : 2023-09-01 DOI: 10.1007/s12553-023-00781-z
Francesco Curia
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引用次数: 0
Physics audit of selected diagnostic X-Ray machines in Ghana: towards implementation of a national dosimetry audit programme 加纳选定诊断x射线机的物理审计:实施国家剂量学审计方案
IF 2.5 Q2 MEDICAL INFORMATICS Pub Date : 2023-09-01 DOI: 10.1007/s12553-023-00777-9
E. Sosu, M. Boadu, F. Hasford, S. Inkoom, S. Issahaku, T. Sackey, M. Pokoo-Aikins, T. Dery, E. Eduful, Linda Osei-Poku, L. A. Sarsah, K. O. Akyea-Larbi
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引用次数: 0
The application of artificial intelligence: perceptions from healthcare professionals 人工智能的应用:来自医疗保健专业人员的看法
Q2 MEDICAL INFORMATICS Pub Date : 2023-09-01 DOI: 10.1007/s12553-023-00780-0
Aishwarya Sonawane, Shrushti Shah, Suyog Pote, Mengying He
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引用次数: 0
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