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A registration method for total hip arthroplasty navigation system based on point cloud alignment. 基于点云对齐的全髋关节置换术导航系统配准方法。
IF 4.6 Q3 ENGINEERING, BIOMEDICAL Pub Date : 2026-05-15 eCollection Date: 2026-01-01 DOI: 10.3389/fmedt.2026.1775840
Zhenling Wang, Qiurui He, Xinwei Yue

Hip replacement surgery requires high precision in aligning intraoperative anatomical structure localization with preoperative imaging spatial alignment. To address the registration difficulties caused by the limited number and sparse distribution of intraoperative probe acquisition points, our paper proposes a method based on point cloud registration between an intraoperative probe tracked by a passive binocular optical tracking system (NDI) and a CT surface, aimed at improving patient registration accuracy in intraoperative navigation scenarios. First, we define the patient-registration problem and describe the methods for acquiring pre-operative and intra-operative data. Subsequently, the centroids of the NDI optical tracking markers are employed as common features shared by the patient and image spaces, and an initial registration is performed using a three-point method. Finally, an improved ICP algorithm is used to perform accurate registration between the two point clouds, and the registration results are validated using a fixture platform. In the experiments conducted on 3D-printed acetabular and femoral models, the target registration errors (TRE) of the proposed method for registering the acetabular model and the femoral model are (0.55 ± 0.15) mm and (0.67 ± 0.18) mm, respectively. The experimental results demonstrate that the proposed method achieves good registration accuracy and stability under phantom experimental conditions. Using the TRE as the primary evaluation metric to measure the spatial localization error of target points, the method exhibits superior geometric registration performance compared to the traditional iterative closest point (ICP) algorithm. Additionally, it features a concise workflow and ease of implementation, providing a feasible technical solution for sparse point cloud registration in intraoperative navigation scenarios.

髋关节置换术对术中解剖结构定位与术前影像空间对准的精度要求很高。针对术中探头采集点数量有限且分布稀疏所带来的配准困难,本文提出了一种基于点云的被动双目光学跟踪系统(NDI)跟踪术中探头与CT表面配准的方法,旨在提高术中导航场景下患者的配准精度。首先,我们定义了患者登记问题,并描述了获取术前和术中数据的方法。随后,将NDI光学跟踪标记的质心作为患者和图像空间共享的共同特征,采用三点法进行初始配准。最后,采用改进的ICP算法对两个点云进行精确配准,并在夹具平台上对配准结果进行验证。在3d打印的髋臼和股骨模型实验中,所提出的髋臼模型和股骨模型配准方法的靶配准误差(TRE)分别为(0.55±0.15)mm和(0.67±0.18)mm。实验结果表明,该方法在模拟实验条件下具有良好的配准精度和稳定性。该方法以TRE作为衡量目标点空间定位误差的主要评价指标,与传统的迭代最近点(ICP)算法相比,具有优越的几何配准性能。此外,该方法工作流程简洁,易于实现,为术中导航场景下稀疏点云配准提供了可行的技术方案。
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引用次数: 0
Real-time face keypoint detection for pre-anesthetic assessment with optimized YOLO11 model based on DeBiFormer. 基于DeBiFormer优化的YOLO11模型用于麻醉前评估的实时面部关键点检测。
IF 4.6 Q3 ENGINEERING, BIOMEDICAL Pub Date : 2026-05-13 eCollection Date: 2026-01-01 DOI: 10.3389/fmedt.2026.1780084
Daotong Wang, Jianbo Su

Introduction: Pre-anesthetic assessment involves a series of evaluations for airway management. However, the lack of quantitative analysis may limit its reliability. In this study, we propose an optimized YOLO11-Pose framework with a DeBiFormer module for automated, image-based pre-anesthetic assessment.

Methods: The proposed model performs single-stage inference to localize clinically relevant facial and hand keypoints associated with mouth opening, thyromental distance, and neck mobility. The framework was evaluated on a dataset collected from Ruijin Hospital under controlled acquisition conditions.

Results: Experimental results demonstrated high detection performance. Measurement-based evaluations, including Bland-Altman analysis, pixel-level error, and normalized mean error (NME), indicated reliable agreement with reference annotations. In addition, Mallampati classification was evaluated to assess clinical applicability. The model achieved an accuracy of 77.34% in the four-class setting and improved performance in a clinically motivated binary setting, with an accuracy of 83.99% and a quadratic weighted kappa of 0.65, indicating substantial agreement.

Discussion: These results suggest that the proposed method provides robust and clinically meaningful assessment of airway characteristics and may support automated pre-anesthetic evaluation in clinical practice.

麻醉前评估包括气道管理的一系列评估。然而,缺乏定量分析可能会限制其可靠性。在这项研究中,我们提出了一个优化的YOLO11-Pose框架,该框架带有DeBiFormer模块,用于自动的、基于图像的麻醉前评估。方法:提出的模型进行单阶段推理,以定位与张嘴、甲状腺距离和颈部活动有关的临床相关面部和手部关键点。在受控获取条件下,对从瑞金医院收集的数据集进行了框架评估。结果:实验结果显示了较高的检测性能。基于测量的评估,包括Bland-Altman分析、像素级误差和归一化平均误差(NME),表明与参考注释可靠一致。此外,还对Mallampati分类进行了评估,以评估其临床适用性。该模型在四类设置下的准确率为77.34%,在临床动机的二元设置下的准确率为83.99%,二次加权kappa为0.65,表明具有实质性的一致性。讨论:这些结果表明,所提出的方法提供了可靠且有临床意义的气道特征评估,并可能支持临床实践中的自动麻醉前评估。
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引用次数: 0
Economic evaluation of hearing aid use and quality of life in older adults with hearing impairment in India. 印度老年听力障碍患者助听器使用和生活质量的经济评价
IF 4.6 Q3 ENGINEERING, BIOMEDICAL Pub Date : 2026-05-12 eCollection Date: 2026-01-01 DOI: 10.3389/fmedt.2026.1800134
Rakesh Kumar Sahoo, Krushna Chandra Sahoo, Urmi Pattanayak, Abhinav Sinha, Abhisek Jena, Lanu Wanboy Aimol, Kavitha Rajsekar, Debdutta Bhattacharya, Sanghamitra Pati

Hearing impairment is a growing public health challenge among older adults in India, with low uptake of hearing aids despite potential benefits for communication, social participation, and health-related quality of life (HRQoL). This study evaluated the cost-utility of hearing aid provision for older adults (≥60 years) with hearing impairment in India to inform policy and financing decisions. A cost-utility analysis compared hearing aid use with no hearing aid over a 3-year decision tree and a 15-year Markov model. Data were collected in 2023 from 636 participants (276 users, 360 non-users). HRQoL was measured using EQ-5D-5L and converted to QALYs with the India value set. Costs were based on the government ceiling price for digital behind-the-ear hearing aids (₹8,000 per ear), modelled for unilateral and bilateral use. ICERs and budget impact were estimated. Mean EQ-5D-5L utility was higher among hearing aid users than non-users (0.832 vs. 0.601), with corresponding QALYs of 5.824 vs. 4.207 (incremental gain 1.617 QALYs). In the 3-year decision tree, ICERs were ₹5,419/QALY (one-year) and ₹10,359/QALY (two-year). In the discounted 15-year Markov model, ICERs were ₹3,076/QALY (one-year) and ₹5,971/QALY (two-year). Budget impact was ₹1,230 crore over 3 years (₹410 crore annually) for the modelled scale-up among older adults. Hearing-aid provision for older adults with hearing impairment in India is highly cost-effective in short- and long-term modelling. Prioritising access within healthy ageing and universal health coverage, alongside strengthened assessment, fitting, counselling, and follow-up, could maximise real-world benefits.

听力障碍是印度老年人面临的一个日益严重的公共卫生挑战,尽管助听器在沟通、社会参与和健康相关生活质量(HRQoL)方面有潜在益处,但其使用率很低。本研究评估了为印度老年人(≥60岁)提供助听器的成本效用,为政策和融资决策提供信息。一项成本效用分析比较了使用助听器和不使用助听器的3年决策树和15年马尔可夫模型。数据是在2023年从636名参与者(276名用户,360名非用户)中收集的。使用EQ-5D-5L测量HRQoL,并将其转换为具有印度值集的QALYs。成本基于政府对数字耳后助听器的最高价格(每只耳朵8,000卢比),为单侧和双侧使用建模。对ICERs和预算影响进行了估计。助听器使用者的EQ-5D-5L平均效用高于非助听器使用者(0.832比0.601),相应的QALYs为5.824比4.207(增量增益为1.617 QALYs)。在3年的决策树中,ICERs为₹5,419/QALY(一年)和₹10,359/QALY(两年)。在贴现的15年马尔可夫模型中,ICERs为3,076卢比/QALY(一年期)和5,971卢比/QALY(两年)。预算影响为3年内1230亿卢比(每年410亿卢比),用于模拟老年人的规模扩大。在印度,为有听力障碍的老年人提供助听器在短期和长期模型中都具有很高的成本效益。在健康老龄化和全民健康覆盖范围内优先考虑可及性,同时加强评估、拟合、咨询和后续工作,可最大限度地发挥实际效益。
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引用次数: 0
Powering care at the frontlines: healthcare providers' perspectives on solarised primary health centres in rural Karnataka, India, using the WHO HHFA framework. 在第一线提供护理:卫生保健提供者对印度卡纳塔克邦农村孤立的初级卫生保健中心的看法,使用世卫组织HHFA框架。
IF 4.6 Q3 ENGINEERING, BIOMEDICAL Pub Date : 2026-05-07 eCollection Date: 2026-01-01 DOI: 10.3389/fmedt.2026.1800307
Veeresh Tadahal, Rinshu Dwivedi, Ramesh Athe

Introduction: Reliable electricity is fundamental to effective healthcare delivery; however, healthcare facilities in low- and middle-income countries continue to experience chronic energy shortage and frequent power interruptions. In rural India, Primary Health Centres (PHCs) often struggle to provide essential care due to unreliable electricity. This study explored healthcare providers' perspective on the impact of solar energy interventions on healthcare infrastructure and service delivery in an aspirational district of Karnataka, India.

Methods: A qualitative phenomenological study was conducted across the Yadgir district of North Karnataka, India. Focus Group Discussion (FGDs) and In-depth Interviews (IDIs) were carried out with 55 participants (16 men and 39 women), primarily healthcare providers, including medical officers, nurses, technicians, Accredited Social Health Activists (ASHAs), and other support staff. The interviews and discussions were audio-recorded, transcribed, translated into English, and thematically analysed. The study adhered to the Consolidated Criteria for Reporting Qualitative Research (COREQ) guidelines and applied the Harmonized Healthcare Assessment (HHFA) framework.

Results: Four main themes emerged: (1) strengthened service availability; (2) enhanced service readiness; (3) advanced quality of care; and (4) improved data management, costs, operation, and maintenance. Solarisation of healthcare facilities significantly improved service quality, reliability, and resilience by enabling safe maternal deliveries, ensuring reliable vaccine cold storage, and supporting timely emergency care. The perspectives of healthcare providers offer a sustainable pathway to universal health coverage in underserved regions.

导读:可靠的电力是有效医疗服务的基础;然而,低收入和中等收入国家的医疗保健机构继续面临长期的能源短缺和频繁的电力中断。在印度农村,由于电力不可靠,初级保健中心往往难以提供基本护理。本研究探讨了印度卡纳塔克邦一个理想地区太阳能干预对医疗基础设施和服务提供的影响。方法:在印度北卡纳塔克邦的Yadgir地区进行定性现象学研究。对55名参与者(16名男性和39名女性)进行了焦点小组讨论(fgd)和深度访谈(IDIs),主要是医疗保健提供者,包括医务人员、护士、技术人员、认可的社会卫生活动家(ASHAs)和其他支持人员。访谈和讨论被录音、转录、翻译成英语,并进行主题分析。本研究遵循《定性研究报告综合标准》(COREQ)指南,并应用《卫生保健协调评估》(HHFA)框架。研究结果表明:(1)服务可得性增强;(2)增强服务准备;(3)护理质量先进;(4)改进数据管理、成本、操作和维护。医疗设施的日光化大大提高了服务质量、可靠性和复原力,使产妇能够安全分娩,确保可靠的疫苗冷藏,并支持及时的紧急护理。卫生保健提供者的观点为服务不足地区的全民健康覆盖提供了一条可持续的途径。
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引用次数: 0
Direct-visualization endoscopic retrograde appendicitis therapy for chronic appendicitis with diarrhea: clinical features and outcomes. 直接可视化内镜逆行阑尾炎治疗慢性阑尾炎伴腹泻:临床特点和结果。
IF 4.6 Q3 ENGINEERING, BIOMEDICAL Pub Date : 2026-05-01 eCollection Date: 2026-01-01 DOI: 10.3389/fmedt.2026.1754047
Chun Gao, Cheng-Zhou Du, Run-Long He, Wei Wang

Background and aims: Chronic appendicitis complicated with diarrhea presents diagnostic and therapeutic challenges due to its atypical and prolonged symptoms, often mimicking functional gastrointestinal disorders. This study aimed to evaluate the clinical characteristics and therapeutic efficacy of Direct-visualization Endoscopic Retrograde Appendicitis Therapy (D-ERAT) in these patients.

Methods: We retrospectively analyzed 55 patients with chronic appendicitis and diarrhea who underwent D-ERAT under direct endoscopic visualization. Baseline demographic, clinical, and laboratory data, imaging findings, intraoperative endoscopic observations, and postoperative recovery indicators were collected. Diarrhea frequency, stool consistency, inflammatory markers, postoperative complications, and quality of life were assessed. Patients were followed up at 1, 3, and 6 months postoperatively.

Results: Preoperatively, patients experienced a mean of 7.5 ± 2.5 diarrhea episodes per day, with Bristol stool types 5-7. Abdominal CT identified appendiceal abnormalities in all patients, while ultrasound detected 69.1%. Endoscopic findings revealed intraluminal fecaliths in 91.5% and mucosal fibrosis in 87.27%. The patency of the appendiceal lumen was well restored in all cases after the operation. Postoperatively, diarrhea frequency decreased to 1.5 ± 0.4/day, and stool consistency normalized to Bristol types 3-4. Inflammatory markers, including WBC, neutrophil percentage, and CRP, significantly improved. At 6 months, 85.5% of patients remained largely asymptomatic, indicating stable medium-term efficacy. No major adverse events occurred.

Conclusions: D-ERAT is a safe and effective minimally invasive therapy for chronic appendicitis with diarrhea, offering rapid symptom relief, preserved appendiceal function, and shorter hospitalization.

背景和目的:慢性阑尾炎合并腹泻,由于其不典型和持续的症状,往往模仿功能性胃肠道疾病,提出了诊断和治疗的挑战。本研究旨在评价直接可视化内镜下逆行性阑尾炎治疗(D-ERAT)的临床特点和治疗效果。方法:回顾性分析55例在内镜直视下行D-ERAT治疗的慢性阑尾炎腹泻患者。收集基线人口统计学、临床和实验室数据、影像学发现、术中内窥镜观察和术后恢复指标。评估腹泻频率、大便一致性、炎症指标、术后并发症和生活质量。分别于术后1、3、6个月进行随访。结果:术前患者平均每天腹泻7.5±2.5次,布里斯托大便5-7型。所有患者腹部CT均发现阑尾异常,超声发现69.1%。内镜检查结果显示91.5%为腔内结石,87.27%为黏膜纤维化。所有病例术后阑尾管腔通畅均恢复良好。术后腹泻次数减少至1.5±0.4次/天,大便一致性归为布里斯托尔3-4型。炎症标志物,包括白细胞、中性粒细胞百分比和CRP显著改善。6个月时,85.5%的患者基本无症状,中期疗效稳定。未发生重大不良事件。结论:D-ERAT是一种安全有效的慢性阑尾炎伴腹泻的微创治疗方法,可快速缓解症状,保留阑尾功能,缩短住院时间。
{"title":"Direct-visualization endoscopic retrograde appendicitis therapy for chronic appendicitis with diarrhea: clinical features and outcomes.","authors":"Chun Gao, Cheng-Zhou Du, Run-Long He, Wei Wang","doi":"10.3389/fmedt.2026.1754047","DOIUrl":"10.3389/fmedt.2026.1754047","url":null,"abstract":"<p><strong>Background and aims: </strong>Chronic appendicitis complicated with diarrhea presents diagnostic and therapeutic challenges due to its atypical and prolonged symptoms, often mimicking functional gastrointestinal disorders. This study aimed to evaluate the clinical characteristics and therapeutic efficacy of Direct-visualization Endoscopic Retrograde Appendicitis Therapy (D-ERAT) in these patients.</p><p><strong>Methods: </strong>We retrospectively analyzed 55 patients with chronic appendicitis and diarrhea who underwent D-ERAT under direct endoscopic visualization. Baseline demographic, clinical, and laboratory data, imaging findings, intraoperative endoscopic observations, and postoperative recovery indicators were collected. Diarrhea frequency, stool consistency, inflammatory markers, postoperative complications, and quality of life were assessed. Patients were followed up at 1, 3, and 6 months postoperatively.</p><p><strong>Results: </strong>Preoperatively, patients experienced a mean of 7.5 ± 2.5 diarrhea episodes per day, with Bristol stool types 5-7. Abdominal CT identified appendiceal abnormalities in all patients, while ultrasound detected 69.1%. Endoscopic findings revealed intraluminal fecaliths in 91.5% and mucosal fibrosis in 87.27%. The patency of the appendiceal lumen was well restored in all cases after the operation. Postoperatively, diarrhea frequency decreased to 1.5 ± 0.4/day, and stool consistency normalized to Bristol types 3-4. Inflammatory markers, including WBC, neutrophil percentage, and CRP, significantly improved. At 6 months, 85.5% of patients remained largely asymptomatic, indicating stable medium-term efficacy. No major adverse events occurred.</p><p><strong>Conclusions: </strong>D-ERAT is a safe and effective minimally invasive therapy for chronic appendicitis with diarrhea, offering rapid symptom relief, preserved appendiceal function, and shorter hospitalization.</p>","PeriodicalId":94015,"journal":{"name":"Frontiers in medical technology","volume":"8 ","pages":"1754047"},"PeriodicalIF":4.6,"publicationDate":"2026-05-01","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"https://www.ncbi.nlm.nih.gov/pmc/articles/PMC13176228/pdf/","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"147966330","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
Multi-Stage micro-CT-based dimensional accuracy assessment of a voronoi-based patient-specific cranial implant fabricated by electron beam melting. 电子束熔化制备的基于voronoi的患者特异性颅骨植入物的多阶段微ct尺寸精度评估。
IF 4.6 Q3 ENGINEERING, BIOMEDICAL Pub Date : 2026-04-24 eCollection Date: 2026-01-01 DOI: 10.3389/fmedt.2026.1811963
Horațiu Rotar, Cosmin Cosma, Nicolae Bâlc, Seong-Gon Kim, Daniel Ostaș

Introduction: Patient-specific cranial implants fabricated using powder bed fusion technologies require rigorous dimensional validation to ensure reliable digital-to-physical translation, particularly when complex architectures are employed. However, multistage quantitative evaluations that distinguish deviations introduced during additive manufacturing and post-processing remain limited.

Methods: A multistage dimensional accuracy assessment workflow based on high-resolution micro-computed tomography (micro-CT) was applied to a representative patient-specific cranial implant featuring a Voronoi-based macrostructure fabricated in Ti-6Al-4 V using Electron Beam Melting (EBM). The implant was digitized in the unpolished and surface-finished conditions. Three-dimensional surface models were compared with the original virtual design using full-field deviation analysis to quantify geometric variations attributable to manufacturing and post-processing.

Results: After the finishing procedure, the surface roughness decreased significantly, with Ra reduced from 19.41 µm to 1.43 µm and Rz from 83.28 µm to 6.31 µm. A comparison between the virtual model and the unpolished implant revealed dimensional deviations predominantly within -0.20 to +0.35 mm, with localized positive deviations up to +0.55 mm associated with powder adhesion and support interaction. Following post-processing, deviations shifted predominantly toward negative values owing to controlled material removal, with a mean deviation of -0.05 mm and a maximum negative deviation of -0.18 mm. Surface finishing reduced the maximum positive deviation from +0.55 mm to +0.04 mm, corresponding to an approximate 93% reduction in positive dimensional deviation. The overall topology and structural continuity of the Voronoi-based architecture were preserved throughout manufacturing and finishing.

Discussion: This proof-of-concept study demonstrated the feasibility of a multistage micro-CT-based workflow for the dimensional validation of complex patient-specific cranial implants fabricated by EBM. The proposed methodology enables differentiation between manufacturing- and post-processing-induced deviations and supports reproducible quality assessment of additively manufactured cranial implant geometries.

使用粉末床融合技术制造的患者特异性颅骨植入物需要严格的尺寸验证,以确保可靠的数字到物理转换,特别是当采用复杂的结构时。然而,区分增材制造和后处理过程中引入的偏差的多阶段定量评估仍然有限。方法:基于高分辨率微计算机断层扫描(micro-CT)的多阶段尺寸精度评估工作流程应用于具有代表性的患者特异性颅骨植入物,该植入物采用电子束熔化(EBM)技术在ti - 6al - 4v中制备了基于voronoi的宏观结构。在未抛光和表面加工的条件下对植入物进行数字化处理。三维表面模型与原始虚拟设计进行了比较,使用全场偏差分析来量化可归因于制造和后处理的几何变化。结果:表面粗糙度显著降低,Ra从19.41µm降至1.43µm, Rz从83.28µm降至6.31µm。虚拟模型和未抛光种植体之间的比较显示,尺寸偏差主要在-0.20至+0.35 mm之间,与粉末粘附和支撑相互作用相关的局部正偏差高达+0.55 mm。经过后处理后,由于受控的材料去除,偏差主要向负值偏移,平均偏差为-0.05 mm,最大负偏差为-0.18 mm。表面处理将最大正偏差从+0.55 mm减小到+0.04 mm,相当于减小了约93%的正尺寸偏差。在整个制造和精加工过程中,voronoi建筑的整体拓扑结构和结构连续性都得到了保留。讨论:这项概念验证研究证明了基于微ct的多阶段工作流程的可行性,该工作流程用于EBM制造的复杂患者特异性颅骨植入物的尺寸验证。所提出的方法能够区分制造和后处理引起的偏差,并支持增材制造颅种植体几何形状的可重复质量评估。
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引用次数: 0
Enhancing context-aware SARS disorder management: a proposed multi-agent simulation framework with machine learning and bio-sensor data integration. 增强上下文感知SARS疾病管理:一种具有机器学习和生物传感器数据集成的多智能体模拟框架。
IF 4.6 Q3 ENGINEERING, BIOMEDICAL Pub Date : 2026-04-15 eCollection Date: 2026-01-01 DOI: 10.3389/fmedt.2026.1780837
Abdullah, Zulaikha Fatima, Nida Hafeez, Muhammad Ateeb Ather, Rolando Quintero Tellez, Grigori Sidorov, Carlos Guzmán Sánchez-Mejorada, Miguel Jesús Torres Ruiz

In this work, SARS disorder denotes a generic acute severe respiratory distress condition characterized by abnormal respiratory rate, oxygen saturation, fever, and cardiovascular stress indicators, and does not represent a COVID-19 diagnostic system. Our research aims at analyzing a context-aware SARS disorder management system through the implementation of a multi-agent simulation framework using the NetLogo setting. The system relies on the use of interacting agents as well as non-monotonic, context-sensitive reasoning to reduce uncertainty and deal with the possible inconsistencies that happen due to biosensor recordings. A knowledge-based inference component is the combination of physiological sensor outputs and domain specific contextual data to assist in making informed decisions. The research involved the use of several machine-learning classifiers, that is, Naïve Bayes, Multinomial Naïve Bayes, Decision Table, Logistic Regression, and Sequential Minimal Optimization (SMO) so as to evaluate their appropriateness in being incorporated into the developed structure. To measure the system performance, standard evaluation measures were used such as True Positive (TP), False Positive (FP), Precision, Recall, F-Measure, Matthews Correlation Coefficient (MCC), Receiver Operating Characteristic (ROC) curve, and the Precision-Recall curve (PRC). The framework includes a list of physiological, environmental, and contextual variables, such as electrocardiographic parameters, heart-rate parameters, blood-pressure parameters, arterial oxygen saturation parameters, core body temperature, room temperature, the past history of the patient, and parameters that relate to alerts. The classification task is to produce probabilistic forecasts that help to define whether a patient should be alerted or clinical staff members informed in order to facilitate context-specific healthcare response.

在这项工作中,SARS疾病是指以呼吸频率异常、血氧饱和度、发烧和心血管应激指标为特征的一般急性严重呼吸窘迫,不代表COVID-19诊断系统。我们的研究旨在通过使用NetLogo设置实现多智能体模拟框架来分析上下文感知的SARS疾病管理系统。该系统依赖于相互作用剂的使用,以及非单调的、上下文敏感的推理,以减少不确定性,并处理由于生物传感器记录而可能发生的不一致。基于知识的推理组件是生理传感器输出和特定领域上下文数据的组合,以帮助做出明智的决策。本研究涉及使用几种机器学习分类器,即Naïve贝叶斯、多项Naïve贝叶斯、决策表、逻辑回归和顺序最小优化(SMO),以评估它们是否适合纳入所开发的结构。为了衡量系统的性能,采用了标准的评价指标,如真阳性(TP)、假阳性(FP)、精密度、召回率、F-Measure、马修斯相关系数(MCC)、受试者工作特征(ROC)曲线和精确召回率曲线(PRC)。该框架包括一系列生理、环境和上下文变量,如心电图参数、心率参数、血压参数、动脉血氧饱和度参数、核心体温、室温、患者过去病史以及与警报相关的参数。分类任务是生成概率预测,帮助确定是否应该向患者发出警报或通知临床工作人员,以便促进针对具体情况的医疗保健响应。
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引用次数: 0
Characterization of endovascular rescue of massive gastroduodenal artery hemorrhage following upper gastrointestinal surgery. 上消化道手术后大量胃十二指肠动脉出血的血管内抢救特点。
IF 4.6 Q3 ENGINEERING, BIOMEDICAL Pub Date : 2026-04-10 eCollection Date: 2026-01-01 DOI: 10.3389/fmedt.2026.1746432
Zhiyuan Zhou, Lei Zheng, Weiqing Tang, Bin Liu, Pengfei Wang, Chaoran Yu, Weimin Wang

Background: Postoperative hemorrhage from the gastroduodenal artery (GDA) is a rare but life-threatening complication following upper gastrointestinal surgery. Its management is particularly challenging due to the frequent co-occurrence of hypovolemic shock, complex intra-abdominal infection, and malnutrition, which collectively contribute to high morbidity and mortality.

Methods: We conducted a retrospective analysis of patients who underwent either gastrectomy or pancreaticoduodenectomy and subsequently developed delayed massive GDA bleeding between January 2021 and June 2025 in the Department of General Surgery, Shanghai Ninth People's Hospital, Shanghai Jiao Tong University School of Medicine.

Results: Six patients was included in this study, of whom five had undergone radical D2 lymphadenectomy and developed duodenal stump leakage or anastomotic leakage and one had undergone pancreaticoduodenectomy. All cases experienced massive postoperative arterial hemorrhage. Emergent angiographic arterial embolization was successfully performed in all cases, achieving effective hemostasis with satisfactory outcomes. Specifically, one patient required four sequential interventions, one required three, one required two, and the remaining three achieved hemostasis after a single emergent procedure. Notably, acute liver function abnormalities were observed in two cases following embolization of the common hepatic artery.

Conclusion: Massive postoperative GDA hemorrhage is a life-threatening complication after abdominal surgery. Emergent arterial embolization proves to be a rapid, minimally invasive, effective, and safe therapeutic option for this critical condition.

背景:胃十二指肠动脉(GDA)术后出血是上消化道手术后罕见但危及生命的并发症。由于低血容量性休克、复杂的腹腔感染和营养不良经常同时发生,其治疗尤其具有挑战性,这些因素共同导致了高发病率和死亡率。方法:我们回顾性分析了2021年1月至2025年6月在上海交通大学医学院上海第九人民医院普外科接受胃切除术或胰十二指肠切除术并随后发生延迟性大出血的患者。结果:本研究纳入6例患者,其中5例行根治性D2淋巴结切除术并发十二指肠残端漏或吻合口漏,1例行胰十二指肠切除术。所有病例术后均出现大量动脉出血。所有病例均成功行急诊血管造影动脉栓塞术,止血有效,效果满意。具体来说,一名患者需要四次连续干预,一名需要三次,一名需要两次,其余三名患者在一次紧急手术后实现了止血。值得注意的是,两例肝总动脉栓塞后出现急性肝功能异常。结论:腹部手术后大量GDA出血是危及生命的并发症。急诊动脉栓塞被证明是一种快速、微创、有效和安全的治疗选择。
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引用次数: 0
Design strategies for flexible core biopsy needles: insights from patent literature. 柔性芯活检针的设计策略:来自专利文献的见解。
IF 4.6 Q3 ENGINEERING, BIOMEDICAL Pub Date : 2026-04-01 eCollection Date: 2026-01-01 DOI: 10.3389/fmedt.2026.1771655
Nynke M Ansems, Dalibor Vasilic, Paul Breedveld

Flexible biopsy needles are essential for minimally invasive cancer diagnostics, enabling core biopsy sampling through endoscopic and catheter-based procedures. These approaches allow clinicians to access deep-seated or anatomically challenging lesions while reducing patient risk compared to traditional percutaneous methods. However, the shift toward minimally invasive techniques imposes competing design demands on the biopsy needle tip, which must be miniaturized and flexible enough to navigate narrow lumens while maintaining cutting efficiency and retaining adequate tissue samples for clinical diagnosis. This review presents a patent-based analysis of flexible core biopsy needle designs, focusing on mechanisms at the needle tip that govern tissue cutting and retention. We systematically evaluated 65 international patent applications and developed a classification framework for cutting and gripping strategies. Using this framework, we identified dominant technological trends and highlighted underexplored concepts. Forward-cutting tips combined with suction or macroshape grips that engage the sample from the front dominate current designs due to their mechanical simplicity. However, alternative approaches such as compliant tip designs and multidirectional cutting mechanisms offer opportunities to enhance tissue yield without increasing device diameter. Implementing these innovations could reduce the need for repeated insertions, improve sampling efficiency, and enable access to lesions previously considered unreachable. This review provides an overview of flexible core biopsy needle designs and offers insights to guide future innovations that advance minimally invasive cancer diagnostics.

灵活的活检针对于微创癌症诊断至关重要,可以通过内窥镜和导管为基础的程序进行核心活检取样。与传统的经皮方法相比,这些方法使临床医生能够接触深层或解剖上具有挑战性的病变,同时降低了患者的风险。然而,向微创技术的转变对活检针尖的设计提出了竞争要求,针尖必须小型化和足够灵活,以便在狭窄的管腔中导航,同时保持切割效率并保留足够的组织样本用于临床诊断。本文综述了基于专利的柔性芯活检针设计分析,重点关注针尖处控制组织切割和保留的机制。我们系统地评估了65项国际专利申请,并制定了切割和夹持策略的分类框架。使用这个框架,我们确定了主要的技术趋势,并强调了未被探索的概念。由于其机械的简单性,向前切割的尖端结合了吸力或宏观握把,使样品从前面参与主导当前的设计。然而,其他方法,如柔性尖端设计和多向切割机制,提供了在不增加设备直径的情况下提高组织成活率的机会。实施这些创新可以减少重复插入的需要,提高采样效率,并能够进入以前认为无法到达的病变。本综述概述了柔性芯活检针的设计,并为指导未来的创新提供了见解,以推进微创癌症诊断。
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引用次数: 0
Exploring the treatment of osteomyelitis based on nanozyme-based antibacterial strategies. 探索基于纳米酶的抗菌策略治疗骨髓炎。
IF 4.6 Q3 ENGINEERING, BIOMEDICAL Pub Date : 2026-03-31 eCollection Date: 2026-01-01 DOI: 10.3389/fmedt.2026.1779701
Junzhen Wu, Shuo Duan, Shuaiwei Li, Yisi Wang, Minglei Zhang

Osteomyelitis is a severe bone infection caused by bacterial invasion, posing significant therapeutic challenges due to biofilm formation and antibiotic resistance. In recent years, nanozymes-a class of functional nanomaterials with enzyme-like catalytic activities-have shown considerable potential in antimicrobial applications owing to their high stability, tunable catalytic activity, and low tendency to induce resistance, positioning them as promising alternatives to conventional antibiotics. This review systematically examines the therapeutic prospects of nanozyme-based delivery systems for treating osteomyelitis. We detail the antibacterial mechanisms of nanozymes exhibiting various enzyme-mimicking activities-primarily peroxidase-, oxidase-, haloperoxidase-, and hydrolase-like functionalities-such as generating reactive oxygen species (ROS) by catalyzing endogenous hydrogen peroxide and physically degrading biofilm components. This review aims to provide a theoretical foundation and novel insights for developing efficient and safe nanozyme-based antimicrobial agents against osteomyelitis.

骨髓炎是一种由细菌侵袭引起的严重骨感染,由于生物膜的形成和抗生素耐药性,给治疗带来了重大挑战。近年来,纳米酶-一类具有酶样催化活性的功能纳米材料-由于其高稳定性,可调节的催化活性和低诱导耐药性的倾向,在抗菌应用中显示出相当大的潜力,使其成为传统抗生素的有希望的替代品。这篇综述系统地探讨了纳米酶为基础的输送系统治疗骨髓炎的治疗前景。我们详细介绍了纳米酶的抗菌机制,这些纳米酶具有各种酶模拟活性,主要是过氧化物酶、氧化酶、卤素过氧化物酶和类似水解酶的功能,例如通过催化内源性过氧化氢和物理降解生物膜成分来产生活性氧(ROS)。本文旨在为开发高效、安全的纳米酶抗骨髓炎药物提供理论基础和新思路。
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引用次数: 0
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Frontiers in medical technology
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