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The first year of the Covid-19 pandemic through the lens of r/Coronavirus subreddit: an exploratory study. 从reddit的r/冠状病毒子版块看Covid-19大流行的第一年:一项探索性研究。
IF 2.5 Q2 MEDICAL INFORMATICS Pub Date : 2023-01-01 DOI: 10.1007/s12553-023-00734-6
Zachary Tan, Anwitaman Datta

Data: This study looks at the content on Reddit's COVID-19 community, r/Coronavirus, to capture and understand the main themes and discussions around the global pandemic, and their evolution over the first year of the pandemic. It studies 356,690 submissions (posts) and 9,413,331 comments associated with the submissions, corresponding to the period of 20th January 2020 and 31st January 2021.

Methodology: On each of these datasets we carried out analysis based on lexical sentiment and topics generated from unsupervised topic modelling. The study found that negative sentiments show higher ratio in submissions while negative sentiments were of the same ratio as positive ones in the comments. Terms associated more positively or negatively were identified. Upon assessment of the upvotes and downvotes, this study also uncovered contentious topics, particularly "fake" or misleading news.

Results: Through topic modelling, 9 distinct topics were identified from submissions while 20 were identified from comments. Overall, this study provides a clear overview on the dominating topics and popular sentiments pertaining the pandemic during the first year.

Conclusion: Our methodology provides an invaluable tool for governments and health decision makers and authorities to obtain a deeper understanding of the dominant public concerns and attitudes, which is vital for understanding, designing and implementing interventions for a global pandemic.

数据:本研究着眼于Reddit的COVID-19社区r/冠状病毒的内容,以捕捉和理解围绕全球大流行的主题和讨论,以及它们在大流行第一年的演变。它研究了356,690份提交(帖子)和9,413,331条与提交相关的评论,对应于2020年1月20日至2021年1月31日期间。方法:在这些数据集上,我们基于词汇情感和由无监督主题建模生成的主题进行了分析。研究发现,在提交的文章中,负面情绪的比例更高,而在评论中,负面情绪与正面情绪的比例相同。确定了更多积极或消极相关的术语。通过对“赞”和“贬”的评估,这项研究还发现了有争议的话题,尤其是“假”或误导性新闻。结果:通过主题建模,从提交中确定了9个不同的主题,从评论中确定了20个主题。总的来说,这项研究清楚地概述了第一年与大流行有关的主要话题和公众情绪。结论:我们的方法为政府和卫生决策者和当局提供了一个宝贵的工具,可以更深入地了解主要的公众关切和态度,这对于理解、设计和实施针对全球大流行的干预措施至关重要。
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引用次数: 1
Digital health in smart cities: Rethinking the remote health monitoring architecture on combining edge, fog, and cloud. 智慧城市中的数字健康:重新思考边缘、雾和云相结合的远程健康监测架构。
IF 3.1 Q2 MEDICAL INFORMATICS Pub Date : 2023-01-01 Epub Date: 2023-04-27 DOI: 10.1007/s12553-023-00753-3
Vinicius Facco Rodrigues, Rodrigo da Rosa Righi, Cristiano André da Costa, Felipe André Zeiser, Bjoern Eskofier, Andreas Maier, Daeyoung Kim

Purpose: Smart cities that support the execution of health services are more and more in evidence today. Here, it is mainstream to use IoT-based vital sign data to serve a multi-tier architecture. The state-of-the-art proposes the combination of edge, fog, and cloud computing to support critical health applications efficiently. However, to the best of our knowledge, initiatives typically present the architectures, not bringing adaptation and execution optimizations to address health demands fully.

Methods: This article introduces the VitalSense model, which provides a hierarchical multi-tier remote health monitoring architecture in smart cities by combining edge, fog, and cloud computing.

Results: Although using a traditional composition, our contributions appear in handling each infrastructure level. We explore adaptive data compression and homomorphic encryption at the edge, a multi-tier notification mechanism, low latency health traceability with data sharding, a Serverless execution engine to support multiple fog layers, and an offloading mechanism based on service and person computing priorities.

Conclusions: This article details the rationale behind these topics, describing VitalSense use cases for disruptive healthcare services and preliminary insights regarding prototype evaluation.

目的:支持医疗服务执行的智慧城市如今越来越明显。在这里,使用基于物联网的生命体征数据来服务于多层架构是主流。最先进的技术提出了边缘、雾和云计算的组合,以有效地支持关键的健康应用程序。然而,据我们所知,计划通常呈现架构,而不是带来适应和执行优化来充分满足健康需求。方法:本文介绍了VitalSense模型,该模型结合边缘、雾和云计算,在智能城市中提供了一种分层的多层远程健康监测架构。结果:尽管使用了传统的组合,但我们的贡献体现在处理每个基础设施级别上。我们探索了边缘的自适应数据压缩和同态加密、多层通知机制、数据分片的低延迟健康可追溯性、支持多个雾层的无服务器执行引擎,以及基于服务和个人计算优先级的卸载机制。结论:本文详细介绍了这些主题背后的基本原理,描述了VitalSense用于颠覆性医疗服务的用例,以及关于原型评估的初步见解。
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引用次数: 0
Report of the European Health Tech Summit. 欧洲卫生技术首脑会议报告。
IF 2.5 Q2 MEDICAL INFORMATICS Pub Date : 2023-01-01 DOI: 10.1007/s12553-023-00760-4
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引用次数: 0
SPECT/CT-based dosimetry of salivary glands and iodine-avid lesions following 131I therapy. 基于SPECT/ ct的131I治疗后唾液腺和碘中毒病变剂量测定。
IF 2.5 Q2 MEDICAL INFORMATICS Pub Date : 2023-01-01 DOI: 10.1007/s12553-022-00718-y
Mohammad Abuqbeitah, Mustafa Demir, Sağit Sağer, Sertaç Asa, Nazenin Ipek Işıkcı, Kerim Sönmezoğlu

Objective: The purpose was to provide uptake and radiation dose estimates to salivary glands (SG) and pathologic lesions following radioiodine therapy (RIT) of differentiated thyroid cancer patients (DTC).

Methods: A group of DTC patients (n = 25) undergoing 131I therapy joined this study with varying amounts of therapeutic activity. Sequential SPECT/CT scans were acquired at 4 ± 2, 24 ± 2, and 168 ± 3 h following administration of 3497-9250 MBq 131I. An earlier experiment with Acrylic glass body phantom (PET Phantom NEMA 2012 / IEC 2008) was conducted for system calibration including scatter, partial volume effect and count loss correction. Dose calculation was made via IDAC-Dose 2.1 code.

Results: The absorbed dose to parotid glands was 0.04-0.97 Gy/GBq (median: 0.26 Gy/GBq). The median absorbed dose to submandibular glands was 0.14 Gy/GBq (0.05 to 0.56 Gy/GBq). The absorbed dose to thyroid residues was from 0.55 to 399.5 Gy/GBq (median: 21.8 Gy/GBq), and that to distal lesions ranged from 0.78 to 28.0 Gy/GBq (median: 3.12 Gy/GBq). 41% of the thyroid residues received dose > 80 Gy, 18% between 70-80 Gy, 18% between 40-70 Gy, and 23% has dose < 40 Gy. In contrast, 18% of the metastases exhibited a dose > 80 Gy, 9% between 40-60 Gy, and the dose to the vast majority of lesions (64%) was < 40 Gy.

Conclusion: It was inferred that dose estimation after RIT with SPECT/CT is feasible to apply, together with good agreement with published 124I PET/CT dose estimates. A broad and sub-effective dose range was estimated for thyroid residues and distal lesions. Moreover, the current methodology might be useful for establishing a dose-effect relationship and radiation-induced salivary glands damage after RIT.

目的:为分化型甲状腺癌(DTC)患者放射碘治疗(RIT)后唾液腺(SG)和病理病变的吸收和辐射剂量提供估计。方法:一组接受131I治疗的DTC患者(n = 25)以不同的治疗活性加入本研究。在给药3497-9250 MBq 131I后4±2、24±2和168±3小时进行顺序SPECT/CT扫描。前期实验采用丙烯酸玻璃体模体(PET phantom NEMA 2012 / IEC 2008)进行系统标定,包括散射、部分体积效应和计数损耗校正。剂量计算采用IDAC-Dose 2.1程序。结果:腮腺吸收剂量为0.04 ~ 0.97 Gy/GBq(中位数:0.26 Gy/GBq)。颌下腺的中位吸收剂量为0.14 Gy/GBq (0.05 ~ 0.56 Gy/GBq)。甲状腺残留吸收剂量范围为0.55 ~ 399.5 Gy/GBq(中位数:21.8 Gy/GBq),远端病变吸收剂量范围为0.78 ~ 28.0 Gy/GBq(中位数:3.12 Gy/GBq)。41%的甲状腺残留物接受剂量> 80 Gy, 18%在70-80 Gy之间,18%在40-70 Gy之间,23%的剂量为80 Gy, 9%在40-60 Gy之间,绝大多数病变(64%)的剂量为。结论:推断SPECT/CT RIT后的剂量估计是可行的,并且与已发表的124I PET/CT剂量估计吻合良好。估计甲状腺残留和远端病变的剂量范围很广,而且亚有效。此外,目前的方法可能有助于建立RIT后剂量效应关系和辐射引起的唾液腺损伤。
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引用次数: 0
Electronic self-assessment of COVID-19 symptoms among healthcare workers. 卫生保健工作者COVID-19症状电子自我评估
IF 2.5 Q2 MEDICAL INFORMATICS Pub Date : 2023-01-01 DOI: 10.1007/s12553-023-00744-4
Rana Al-Ghatam, Aaruni Suresh, Asma Alkhan

Purpose: Daily monitoring of COVID-19 symptoms/history of contact in hospital staff is useful for ensuring safety in the hospital. An electronic self- assessment tool could be used to monitor staff without using excessive resources and resulting in unnecessary contact. The objective of our study was to describe the results of a self-assessment COVID-19 daily monitor log in hospital employees.

Methods: A description of characteristics of staff who filled the log and follow-up of those who reported symptoms/history of contact was collected. An online self-assessment of COVID-19 symptoms/contact history was developed and used at a hospital in Bahrain. All staff completed the daily COVID-19 log. Data were collected during the month of June 2020.

Results: Out of 47,388 responses, 853 (2%) of staff reported either COVID-19 symptoms/history of contact with diagnosed COVID-19 case. The most frequently reported symptom was sore throat (23%), followed by muscle pain (12.6%). The highest frequency of staff who reported symptoms and/or contact was in nurses. Of those who reported symptoms/contact, 18 were diagnosed with COVID-19. The majority (83.3%) of the infected staff obtained the virus through community transmission, and only 16.7% obtained the virus through hospital transmission.

Conclusion: The electronic self-assessment log for staff during COVID-19 could be used as a safety measure in hospitals. Moreover, the study highlights the importance of targeting community transmission in an effort to increase hospital safety.

目的:每日监测医院工作人员COVID-19症状/接触史,有助于确保医院安全。电子自我评估工具可以用来监测员工,而不会使用过多的资源和造成不必要的联系。我们研究的目的是描述医院员工COVID-19每日监测日志的自我评估结果。方法:收集填写日志的工作人员的特征描述,并对报告症状/接触史的人员进行随访。巴林一家医院开发并使用了COVID-19症状/接触史在线自我评估。所有员工都完成了每日COVID-19日志。数据收集于2020年6月。结果:在47,388份回复中,853名(2%)工作人员报告了COVID-19症状/与诊断的COVID-19病例的接触史。最常见的症状是喉咙痛(23%),其次是肌肉痛(12.6%)。报告出现症状和/或接触的工作人员最多的是护士。在报告出现症状/接触的人中,18人被诊断患有COVID-19。大多数感染人员(83.3%)是通过社区传播感染的,只有16.7%是通过医院传播感染的。结论:新型冠状病毒肺炎期间工作人员电子自评日志可作为医院安全措施。此外,该研究强调了以社区传播为目标以提高医院安全的重要性。
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引用次数: 0
Patient experiences of virtual care across specialist neuroscience and psychiatry clinics related to the second wave of the COVID-19 pandemic in Calgary, Alberta. 艾伯塔省卡尔加里市第二波新冠肺炎疫情相关的神经科学和精神病学专科诊所的虚拟护理患者体验。
IF 2.5 Q2 MEDICAL INFORMATICS Pub Date : 2023-01-01 Epub Date: 2023-05-02 DOI: 10.1007/s12553-023-00754-2
Michelle Lu, Rachel E Crooks, Diana F Pricop, Emily Cox, Beatrice Anghelescu, Mark Hamilton, Davide Martino, Veronica Bruno, Colin B Josephson, Scott Patten, Eric E Smith, Pamela Roach

Purpose: The emergence of the COVID-19 (SARS-CoV-2) pandemic has led to public health restrictions and a shift towards virtual care and telehealth. The aim of this study was to explore barriers and facilitators of virtual care from the perspective of neurological and psychiatric patients.

Methods: One-on-one interviews were conducted remotely using telephone and online video teleconferencing. There was a total of 57 participants, and a thematic content analysis was conducted using NVivo software.

Results: The two main themes were (1) virtual health service delivery and (2) virtual physician/patient interaction, with subthemes around how virtual care improved accessibility of care for patients and improved patient-centered care; how privacy and technical issues impact patients using virtual care; and the need for relationality and connection between health care providers and patients while using virtual care.

Conclusions: This study showed that virtual care can increase accessibility and efficiency for patients and providers, indicating its potential for ongoing use in the delivery of clinical care. Virtual care was found to be an acceptable mode of healthcare delivery from the perspective of patients; however, there is a continued need for relationship-building between care providers and patients.

目的:新冠肺炎(SARS-CoV-2)大流行的出现导致了公共卫生限制,并转向虚拟护理和远程医疗。本研究的目的是从神经和精神病患者的角度探讨虚拟护理的障碍和促进因素。方法:通过电话和在线视频电话会议远程进行一对一访谈。共有57名参与者,并使用NVivo软件进行了主题内容分析。结果:两个主要主题是(1)虚拟医疗服务提供和(2)虚拟医生/患者互动,分主题是虚拟护理如何提高患者的护理可及性和改善以患者为中心的护理;隐私和技术问题如何影响使用虚拟护理的患者;以及在使用虚拟护理的同时,医疗保健提供者和患者之间需要关系和联系。结论:这项研究表明,虚拟护理可以提高患者和提供者的可及性和效率,表明其在临床护理中的持续使用潜力。从患者的角度来看,虚拟护理是一种可接受的医疗保健模式;然而,护理提供者和患者之间仍然需要建立关系。
{"title":"Patient experiences of virtual care across specialist neuroscience and psychiatry clinics related to the second wave of the COVID-19 pandemic in Calgary, Alberta.","authors":"Michelle Lu,&nbsp;Rachel E Crooks,&nbsp;Diana F Pricop,&nbsp;Emily Cox,&nbsp;Beatrice Anghelescu,&nbsp;Mark Hamilton,&nbsp;Davide Martino,&nbsp;Veronica Bruno,&nbsp;Colin B Josephson,&nbsp;Scott Patten,&nbsp;Eric E Smith,&nbsp;Pamela Roach","doi":"10.1007/s12553-023-00754-2","DOIUrl":"10.1007/s12553-023-00754-2","url":null,"abstract":"<p><strong>Purpose: </strong>The emergence of the COVID-19 (SARS-CoV-2) pandemic has led to public health restrictions and a shift towards virtual care and telehealth. The aim of this study was to explore barriers and facilitators of virtual care from the perspective of neurological and psychiatric patients.</p><p><strong>Methods: </strong>One-on-one interviews were conducted remotely using telephone and online video teleconferencing. There was a total of 57 participants, and a thematic content analysis was conducted using NVivo software.</p><p><strong>Results: </strong>The two main themes were (1) virtual health service delivery and (2) virtual physician/patient interaction, with subthemes around how virtual care improved accessibility of care for patients and improved patient-centered care; how privacy and technical issues impact patients using virtual care; and the need for relationality and connection between health care providers and patients while using virtual care.</p><p><strong>Conclusions: </strong>This study showed that virtual care can increase accessibility and efficiency for patients and providers, indicating its potential for ongoing use in the delivery of clinical care. Virtual care was found to be an acceptable mode of healthcare delivery from the perspective of patients; however, there is a continued need for relationship-building between care providers and patients.</p>","PeriodicalId":12941,"journal":{"name":"Health and Technology","volume":"13 3","pages":"523-533"},"PeriodicalIF":2.5,"publicationDate":"2023-01-01","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"https://www.ncbi.nlm.nih.gov/pmc/articles/PMC10152010/pdf/","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"9623229","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
The use and role of telemedicine in maternal fetal medicine around the world: an up-to-date. 远程医疗在世界各地母婴医学中的应用和作用:最新进展。
IF 2.5 Q2 MEDICAL INFORMATICS Pub Date : 2023-01-01 Epub Date: 2023-02-21 DOI: 10.1007/s12553-023-00742-6
Bruna Achtschin Fernandes, Bernardo Alves, Ana Carolina Matosinhos, Bárbara Linhares Calácio E Silva, Raphael Dias, Ursula Gramiscelli Hasparyk, Júlia Damásio, Fernando Macedo Bastos, Ana Cristina Simões E Silva

Purpose: The aim of this narrative review is to sumarize data about the use and role of telemedicine in maternal fetal medicine (MFM).

Methods: We searched pubmed and scopus to find articles about telemedicine in MFM by using the terms telmedicine or telehealth and maternal fetal medicine.

Results: Telehealth has been widely used for several medical specialties. During the coronavirus disease 2019 (COVID-19) pandemic, telehealth has gained investment and further research. Even though telemedicine in MFM has not been frequently applied, from 2020 onwards it has increased in both implementation and acceptance worldwide. The need to screen the patients in overloaded centers in a pandemic scenario required telemedicine in MFM, which has exhibited consistently good results concerning health and budget. The aim of this study was to review the telehealth programs and research focused on MFM around the world. Few studies have been applied to MFM and even fewer in developing and undeveloped countries. The majority of studies were concentrated in the USA and in Europe.

Conclusion: Further research is needed, especially in non-developed countries, to comprehend the potential role of telemedicine in MFM for improving the life quality of the patients, health professionals, and to be cost-efficient.

目的:这篇叙述性综述的目的是总结远程医疗在母婴医学(MFM)中的使用和作用。结果:远程医疗已广泛应用于多个医学专业。在2019冠状病毒病(新冠肺炎)大流行期间,远程医疗获得了投资和进一步研究。尽管远程医疗在MFM中的应用并不频繁,但从2020年起,它在全球范围内的实施和接受度都有所提高。在大流行的情况下,需要在超负荷的中心对患者进行筛查,这需要MFM的远程医疗,它在健康和预算方面一直表现出良好的结果。本研究的目的是回顾世界各地针对MFM的远程医疗计划和研究。很少有研究应用于MFM,在发展中国家和不发达国家的研究更少。大多数研究集中在美国和欧洲。结论:需要进一步的研究,特别是在非发达国家,以了解远程医疗在MFM中的潜在作用,从而提高患者和卫生专业人员的生活质量,并具有成本效益。
{"title":"The use and role of telemedicine in maternal fetal medicine around the world: an up-to-date.","authors":"Bruna Achtschin Fernandes,&nbsp;Bernardo Alves,&nbsp;Ana Carolina Matosinhos,&nbsp;Bárbara Linhares Calácio E Silva,&nbsp;Raphael Dias,&nbsp;Ursula Gramiscelli Hasparyk,&nbsp;Júlia Damásio,&nbsp;Fernando Macedo Bastos,&nbsp;Ana Cristina Simões E Silva","doi":"10.1007/s12553-023-00742-6","DOIUrl":"10.1007/s12553-023-00742-6","url":null,"abstract":"<p><strong>Purpose: </strong>The aim of this narrative review is to sumarize data about the use and role of telemedicine in maternal fetal medicine (MFM).</p><p><strong>Methods: </strong>We searched pubmed and scopus to find articles about telemedicine in MFM by using the terms telmedicine or telehealth and maternal fetal medicine.</p><p><strong>Results: </strong>Telehealth has been widely used for several medical specialties. During the coronavirus disease 2019 (COVID-19) pandemic, telehealth has gained investment and further research. Even though telemedicine in MFM has not been frequently applied, from 2020 onwards it has increased in both implementation and acceptance worldwide. The need to screen the patients in overloaded centers in a pandemic scenario required telemedicine in MFM, which has exhibited consistently good results concerning health and budget. The aim of this study was to review the telehealth programs and research focused on MFM around the world. Few studies have been applied to MFM and even fewer in developing and undeveloped countries. The majority of studies were concentrated in the USA and in Europe.</p><p><strong>Conclusion: </strong>Further research is needed, especially in non-developed countries, to comprehend the potential role of telemedicine in MFM for improving the life quality of the patients, health professionals, and to be cost-efficient.</p>","PeriodicalId":12941,"journal":{"name":"Health and Technology","volume":"13 3","pages":"365-372"},"PeriodicalIF":2.5,"publicationDate":"2023-01-01","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"https://www.ncbi.nlm.nih.gov/pmc/articles/PMC9942621/pdf/","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"9670036","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: 1
Correction to: Patients undergoing multiple 18F‑FDG PET/CT scans: frequency, clinical indications, and cumulative dose 更正:接受多次18F - FDG PET/CT扫描的患者:频率、临床适应症和累积剂量
IF 2.5 Q2 MEDICAL INFORMATICS Pub Date : 2023-01-01 DOI: 10.1007/s12553-023-00729-3
Mohammad Abuqbeitah, M. Demir, K. Sönmezoğlu, H. Sayman, L. Kabasakal, Sağit Sağer, S. Asa, L. Uslu-Beşli, M. Rehani
{"title":"Correction to: Patients undergoing multiple 18F‑FDG PET/CT scans: frequency, clinical indications, and cumulative dose","authors":"Mohammad Abuqbeitah, M. Demir, K. Sönmezoğlu, H. Sayman, L. Kabasakal, Sağit Sağer, S. Asa, L. Uslu-Beşli, M. Rehani","doi":"10.1007/s12553-023-00729-3","DOIUrl":"https://doi.org/10.1007/s12553-023-00729-3","url":null,"abstract":"","PeriodicalId":12941,"journal":{"name":"Health and Technology","volume":"5 1","pages":"99"},"PeriodicalIF":2.5,"publicationDate":"2023-01-01","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"85197315","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
Artificial Intelligence Applied to clinical trials: opportunities and challenges. 人工智能应用于临床试验:机遇与挑战。
IF 2.5 Q2 MEDICAL INFORMATICS Pub Date : 2023-01-01 DOI: 10.1007/s12553-023-00738-2
Scott Askin, Denis Burkhalter, Gilda Calado, Samar El Dakrouni

Background: Clinical Trials (CTs) remain the foundation of safe and effective drug development. Given the evolving data-driven and personalized medicine approach in healthcare, it is imperative for companies and regulators to utilize tailored Artificial Intelligence (AI) solutions that enable expeditious and streamlined clinical research. In this paper, we identified opportunities, challenges, and potential implications of AI in CTs.

Methods: Following an extensive search in relevant databases and websites, we gathered publications tackling the use of AI and Machine Learning (ML) in CTs from the past 5 years in the US and Europe, including Regulatory Authorities' documents.

Results: Documented applications of AI commonly concern the oncology field and are mostly being applied in the area of recruitment. Main opportunities discussed aim to create efficiencies across CT activities, including the ability to reduce sample sizes, improve enrollment and conduct faster, more optimized adaptive CTs. While AI is an area of enthusiastic development, the identified challenges are ethical in nature and relate to data availability, standards, and most importantly, lack of regulatory guidance hindering the acceptance of AI tools in drug development. However, future implications are significant and are anticipated to improve the probability of success, reduce trial burden and overall, speed up research and regulatory approval.

Conclusion: The use of AI in CTs is in its relative infancy; however, it is a fast-evolving field. As regulators provide more guidance on the acceptability of AI in specific areas, we anticipate the scope of use to broaden and the volume of implementation to increase rapidly.

背景:临床试验(CTs)仍然是安全有效药物开发的基础。鉴于医疗保健领域不断发展的数据驱动和个性化医疗方法,公司和监管机构必须利用量身定制的人工智能(AI)解决方案,以实现快速和简化的临床研究。在本文中,我们确定了人工智能在ct中的机遇、挑战和潜在影响。方法:在相关数据库和网站上进行广泛搜索后,我们收集了过去5年美国和欧洲在ct中使用人工智能和机器学习(ML)的出版物,包括监管机构的文件。结果:人工智能的文献应用普遍涉及肿瘤领域,主要应用于招聘领域。讨论的主要机会旨在提高CT活动的效率,包括减少样本量、提高入学率以及进行更快、更优化的自适应CT。虽然人工智能是一个充满热情的发展领域,但所确定的挑战本质上是道德的,与数据可用性、标准有关,最重要的是,缺乏监管指导阻碍了人工智能工具在药物开发中的接受。然而,未来的影响是重大的,预计将提高成功的可能性,减少试验负担,总体而言,加快研究和监管审批。结论:人工智能在ct中的应用尚处于起步阶段;然而,这是一个快速发展的领域。随着监管机构就人工智能在特定领域的可接受性提供更多指导,我们预计人工智能的使用范围将扩大,实施量将迅速增加。
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引用次数: 11
Long-term stability of over-the-counter cuffless blood pressure monitors: a proposal. 非处方无袖带血压监测仪的长期稳定性:一项建议。
IF 2.5 Q2 MEDICAL INFORMATICS Pub Date : 2023-01-01 DOI: 10.1007/s12553-023-00726-6
Toshiyo Tamura, Shigeru Shimizu, Nobuhiro Nishimura, Masachika Takeuchi

Blood pressure is an important cardiovascular parameter. Currently, the cuff-based sphygmomanometer is a popular, reliable, measurement method, but blood pressure monitors without cuffs have become popular and are now available without a prescription. Blood pressure monitors must be approved by regulatory authorities. Current cuffless blood pressure (CL-BP) monitors are not suitable for at-home management and prevention of hypertension. This paper proposes simple criteria for over-the-counter CL-BP monitoring. First, the history of the sphygmomanometer and current standard blood pressure protocol are reviewed. The main components of CL-BP monitoring are accuracy during the resting condition, accuracy during dynamic blood pressure changes, and long-term stability. In this proposal we recommend intermittent measurement to ensure that active measurement accuracy mirrors resting condition accuracy. A new experimental protocol is proposed to maintain long-term stability. A medically approved automated sphygmomanometer was used as the standard device in this study. The long-term accuracy of the test device is based on the definition of propagation error, i.e., for an oscillometric automated sphygmomanometer (5 ± 8 mmHg) ± the error for the test device static accuracy (-0.12 ± 5.49 mmHg for systolic blood pressure and - 1.17 ± 5.06 mmHg for diastolic blood pressure). Thus, the long-term stabilities were - 3.38 ± 7.1 mmHg and - 1.38 ± 5.4 mmHg, which satisfied propagation error. Further research and discussion are necessary to create standards for use by manufacturers; such standards should be readily evaluated and ensure high-quality evidence.

Supplementary information: The online version contains supplementary material available at 10.1007/s12553-023-00726-6.

血压是一项重要的心血管指标。目前,基于袖带的血压计是一种流行的、可靠的测量方法,但没有袖带的血压计也变得流行起来,现在不需要处方就可以买到。血压监测器必须得到监管机构的批准。目前的无袖带血压(CL-BP)监测仪不适合家庭管理和预防高血压。本文提出了非处方CL-BP监测的简单标准。首先,回顾血压计的历史和目前的标准血压方案。CL-BP监测的主要组成部分是静息状态下的准确性、动态血压变化时的准确性和长期稳定性。在这个建议中,我们推荐间歇性测量,以确保主动测量精度反映静止状态精度。提出了一种新的实验方案以保持长期稳定性。医学上认可的自动血压计被用作本研究的标准设备。测试设备的长期精度基于传播误差的定义,即,对于振荡式自动血压计(5±8 mmHg)±测试设备静态精度的误差(收缩压-0.12±5.49 mmHg,舒张压- 1.17±5.06 mmHg)。因此,长期稳定性为- 3.38±7.1 mmHg和- 1.38±5.4 mmHg,满足传播误差。有必要进一步研究和讨论,以制定供制造商使用的标准;这些标准应易于评估,并确保高质量的证据。补充信息:在线版本包含补充资料,下载地址:10.1007/s12553-023-00726-6。
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引用次数: 0
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