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AI-driven predictive modeling for disease prevention and early detection 基于人工智能的疾病预防和早期检测预测模型。
IF 2.5 4区 医学
SLAS Technology Pub Date : 2025-03-01 DOI: 10.1016/j.slast.2025.100263
Bikash Behera , Azeem Irshad , Imad Rida , Mohammad Shabaz
{"title":"AI-driven predictive modeling for disease prevention and early detection","authors":"Bikash Behera , Azeem Irshad , Imad Rida , Mohammad Shabaz","doi":"10.1016/j.slast.2025.100263","DOIUrl":"10.1016/j.slast.2025.100263","url":null,"abstract":"","PeriodicalId":54248,"journal":{"name":"SLAS Technology","volume":"31 ","pages":"Article 100263"},"PeriodicalIF":2.5,"publicationDate":"2025-03-01","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"143544220","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":4,"RegionCategory":"医学","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"OA","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 0
Association between dietary fiber intake and gallstone disease in US adults: Data from NHANES 2017–2020 美国成年人膳食纤维摄入量与胆结石疾病之间的关系:来自NHANES 2017-2020的数据
IF 2.5 4区 医学
SLAS Technology Pub Date : 2025-02-28 DOI: 10.1016/j.slast.2025.100259
Tian Liu, Huimin Lv, Jia Li, Yusheng Chen, Mengnan Chen
{"title":"Association between dietary fiber intake and gallstone disease in US adults: Data from NHANES 2017–2020","authors":"Tian Liu,&nbsp;Huimin Lv,&nbsp;Jia Li,&nbsp;Yusheng Chen,&nbsp;Mengnan Chen","doi":"10.1016/j.slast.2025.100259","DOIUrl":"10.1016/j.slast.2025.100259","url":null,"abstract":"<div><h3>Background</h3><div>Gallstone disease is a widespread condition affecting the gastrointestinal tract, and poor diet is believed to be one of the reasons for its occurrence. Previous studies of dietary fiber intake and gallstones have limitations. The study's goal is to investigate the relationship between dietary fiber intake and gallstone prevalence in US adults.</div></div><div><h3>Materials and methods</h3><div>Data from NHANES 2017 to March 2020 is used for the study. The association between fiber intake and gallstone prevalence was analyzed using multivariate logistic regression. To confirm the results’ robustness, we performed sensitivity analyses also.</div></div><div><h3>Results</h3><div>Among the 6,051 U.S. adults aged over 20 with complete information, the prevalence of gallstones was 10.8 % (651/6051). After adjusting for relevant covariates, an increase in fiber intake of 5 g/day was associated with an 11 % decrease in the prevalence of gallstones (fully adjusted OR = 0.89, 95 % CI: 0.83–0.95). Participants were divided into high (&gt;25 g/d) and low (≤25 g/d) fiber intake groups. Still significant negative association between dietary fiber intake and gallstones (fully adjusted OR = 0.66, 95 % CI: 0.49–0.91). Further dividing dietary fiber intake level into quintiles sustained this negative relationship, particularly showing the lowest gallstone occurrence in the highest dietary fiber group (OR = 0.63, 95 % CI: 0.44–0.91). While the stratified analyses indicated variability in the relationship between dietary fiber intake and the prevalence of gallstones, no interactive effects were identified in this association according to the interaction analysis.</div></div><div><h3>Conclusions</h3><div>This study confirms that dietary fiber intake is negatively associated with the prevalence of gallstones. Sufficient dietary fiber intake might protect from gallstones. In order to formulate dietary recommendations, it is important to carry out prospective studies to validate the observed associations.</div></div>","PeriodicalId":54248,"journal":{"name":"SLAS Technology","volume":"31 ","pages":"Article 100259"},"PeriodicalIF":2.5,"publicationDate":"2025-02-28","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"143538171","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":4,"RegionCategory":"医学","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"OA","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 0
MRI-based differentiation of Parkinson's disease by cerebellar gray matter volume 基于mri的小脑灰质体积鉴别帕金森病。
IF 2.5 4区 医学
SLAS Technology Pub Date : 2025-02-27 DOI: 10.1016/j.slast.2025.100260
Dacong Zhao , Jiang Guo , Guanghua Lu , Rui Jiang , Chao Tian , Xu Liang
{"title":"MRI-based differentiation of Parkinson's disease by cerebellar gray matter volume","authors":"Dacong Zhao ,&nbsp;Jiang Guo ,&nbsp;Guanghua Lu ,&nbsp;Rui Jiang ,&nbsp;Chao Tian ,&nbsp;Xu Liang","doi":"10.1016/j.slast.2025.100260","DOIUrl":"10.1016/j.slast.2025.100260","url":null,"abstract":"<div><h3>Background</h3><div>The underlying mechanism of Parkinson's disease (PD) is associated with the neurodegeneration of the dopaminergic neurons, and the cerebellum plays a significant role together in non-motor and motor functions in PD progression. Morphological changes in the cerebellum can greatly impact patients' clinical symptoms, especially motor control symptoms, and may also help distinguish patients from healthy subjects. This study aimed to explore the potential of cerebellar gray matter volume, related to motor control function, as a neuroimaging biomarker to classify patients with PD and healthy controls (HC) by using voxel-based morphometric (VBM) measurements and support vector machine (SVM) methods based on independent component analysis (ICA).</div></div><div><h3>Methods</h3><div>Cerebellar gray matter volume was measured using VBM in patients with PD (n = 27) and HC (n = 16) from the Neurocon dataset. ICA analysis was performed on the gray matter volume of all subregions, resulting in 7 independent components. These independent components were then utilized for correlation analysis with clinical scales and trained as input features for the SVM model. PD patients (n = 20) and HC (n = 20) from the TaoWu dataset were used as test data to validate our SVM model.</div></div><div><h3>Results</h3><div>Among patients with PD, 3 out of the 7 independent components showed a significant correlation with clinical scales. The SVM model achieved an accuracy of 86 % in classifying PD patients and HC, with a sensitivity of 72.2 %, specificity of 88 %, and F1 Score of 76.5 %. The accuracy of the SVM model verification analysis using the TaoWu dataset was 70 %, with a sensitivity of 62.5 %, a specificity of 100 %, and the F1 Score was 76.9 %.</div></div><div><h3>Conclusions</h3><div>The results suggest that abnormal cerebellar gray matter volume, which is highly correlated with motor control function in Parkinson's patients, may serve as a valuable neuroimaging biomarker capable of distinguishing Parkinson's patients from healthy individuals. We observed that the combination of the ICA method and the SVM method produced an improved classification model. This model may function as an early warning tool that enables clinicians to conduct preliminary identification and intervention for patients with PD.</div></div>","PeriodicalId":54248,"journal":{"name":"SLAS Technology","volume":"31 ","pages":"Article 100260"},"PeriodicalIF":2.5,"publicationDate":"2025-02-27","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"143538172","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":4,"RegionCategory":"医学","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"OA","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 0
LDM: A web application for automated management and visualization of laboratory screening data LDM:实验室筛选数据自动化管理和可视化的Web应用程序。
IF 2.5 4区 医学
SLAS Technology Pub Date : 2025-02-21 DOI: 10.1016/j.slast.2025.100258
David Meyer , Anastasia Escher , Eva Riegler , David Keller , Michael Prummer , Stephanie Huber , Tijmen Booij
{"title":"LDM: A web application for automated management and visualization of laboratory screening data","authors":"David Meyer ,&nbsp;Anastasia Escher ,&nbsp;Eva Riegler ,&nbsp;David Keller ,&nbsp;Michael Prummer ,&nbsp;Stephanie Huber ,&nbsp;Tijmen Booij","doi":"10.1016/j.slast.2025.100258","DOIUrl":"10.1016/j.slast.2025.100258","url":null,"abstract":"<div><div>High-throughput screening (HTS) is essential in preclinical research to identify new drug candidates for specific diseases. This process typically generates large amounts of data that require effective storage, management, and analysis. Traditional methods for handling HTS data involve several standalone solutions, which can present challenges regarding data accessibility and reproducibility. We introduce Lab Data Management (LDM), an open-source web application developed to automate the management and visualization of HTS data. LDM provides a highly customizable data management system with an intuitive user interface for handling output data from various laboratory instruments, such as plate readers, microscopes, liquid handlers, and barcode readers. The app allows for results visualization and calculation of quality control metrics. An integrated Jupyter notebook can be used to retrieve the stored data and proceed with a more detailed analysis.</div></div>","PeriodicalId":54248,"journal":{"name":"SLAS Technology","volume":"31 ","pages":"Article 100258"},"PeriodicalIF":2.5,"publicationDate":"2025-02-21","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"143484654","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":4,"RegionCategory":"医学","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"OA","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 0
Integrating NLP and LLMs to discover biomarkers and mechanisms in Alzheimer's disease 整合NLP和llm发现阿尔茨海默病的生物标志物和机制。
IF 2.5 4区 医学
SLAS Technology Pub Date : 2025-02-21 DOI: 10.1016/j.slast.2025.100257
JinTao Song, JunJie Huang, RuiLi Liu
{"title":"Integrating NLP and LLMs to discover biomarkers and mechanisms in Alzheimer's disease","authors":"JinTao Song,&nbsp;JunJie Huang,&nbsp;RuiLi Liu","doi":"10.1016/j.slast.2025.100257","DOIUrl":"10.1016/j.slast.2025.100257","url":null,"abstract":"<div><div>Alzheimer's disease (AD) is a progressive neurological condition characterized by cognitive decline, memory loss, and aberrant behaviour. It affects millions of people globally and is one of the main causes of dementia. The neurodegenerative condition known as AD has intricate, multifaceted mechanisms that make it difficult to comprehend and identify in its early stages. Conventional diagnostic techniques frequently fail to detect the disease in its early stages. By combining Natural Language Processing (NLP) and Large Language Models (LLMs), this research suggests a novel approach for identifying potential biomarkers and underlying mechanisms of AD. Clinical data is gathered from publicly accessible databases and healthcare facilities, including genetic information, neuroimaging scans, and medical records. The pre-processing of unstructured clinical notes involves tokenization and genetic profiles and neuroimaging data are normalized by Z-score normalization for consistency. Multi-Input Convolutional Neural Networks (MI-CNN) are employed to efficiently fuse diverse data sources, allowing for a thorough analysis. Key biomarkers linked to AD are identified and categorized using the Genetic Algorithm combined with Bidirectional Encoder Representations from Transformers (BERT) (GenBERT). By fine-tuning BERT's hyperparameters using genetic optimization approaches, GenBERT enables the effective analysis of large medical datasets, such as patient histories, genetic data, and clinical notes. The combination strategy increases feature selection and the model's capacity to identify minute genomic and linguistic patterns suggestive of AD. The goal of this integrated strategy is to provide early diagnostic tools and new insights into the pathogenesis of the disease, which could transform methods for detecting and treating AD. As it concerns early AD prediction, the GenBERT model performs better than current techniques, obtaining the highest accuracy (98.30%) and F1-score (0.97), as well as greater precision (0.95) and recall (0.92). Additionally, it demonstrates its capacity to reliably identify both positive and negative AD cases with sensitivity (98.65%) and specificity (99.73%). Overall, GenBERT offers a trustworthy and useful tool for AD early diagnosis.</div></div>","PeriodicalId":54248,"journal":{"name":"SLAS Technology","volume":"31 ","pages":"Article 100257"},"PeriodicalIF":2.5,"publicationDate":"2025-02-21","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"143484644","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":4,"RegionCategory":"医学","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"OA","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 0
Semi-automated layer-by-layer biofabrication using rotational internal flow layer engineering technology 使用旋转内流层工程技术的半自动化逐层生物制造。
IF 2.5 4区 医学
SLAS Technology Pub Date : 2025-02-21 DOI: 10.1016/j.slast.2025.100256
Gwyneth West , Sneha Ravi , Jamie A Davies , Ian Holland
{"title":"Semi-automated layer-by-layer biofabrication using rotational internal flow layer engineering technology","authors":"Gwyneth West ,&nbsp;Sneha Ravi ,&nbsp;Jamie A Davies ,&nbsp;Ian Holland","doi":"10.1016/j.slast.2025.100256","DOIUrl":"10.1016/j.slast.2025.100256","url":null,"abstract":"<div><div>The automation of biofabrication processes has the potential to increase both the scale and reproducibility of human tissue production for replacing animal usage in research and ultimately clinical use. The biofabrication technology, Rotational Internal Flow Layer Engineering (RIFLE), produces layered tubular constructs with a resolution commensurate with the microscale strata observed in many human tissue types. The previously published RIFLE process required liquid phase cell-laden hydrogels to be manually applied onto the inner surface of a high-speed rotating mould. Here we describe improvement of the RIFLE system by automating elements of the process, in particular the liquid dispensing element, and present the use of this system for two commonly used biofabrication hydrogels; alginate and collagen. Semi-automatically assembled cell layers matched the viabilities of those produced manually, with automated collagen demonstrating the highest viabilities (&gt;91 %) over the 10 days measured, highlighting its advantages as a material for tissue engineering applications. The encapsulation of labelled cells in predefined collagen layer patterns confirmed that the semi-automated RIFLE system was able to assemble separate cell populations in cell-width layers (≈14 µ m). Semi-automated dosing reduced the manual operations in the RIFLE process, reducing the workload on researchers and minimising the opportunity for human error. Further opportunity exists for higher levels of automation in the overall process, particularly needed in the preparation of cell-hydrogel suspensions, a common manual labour-intensive process in many biofabrication technologies.</div></div>","PeriodicalId":54248,"journal":{"name":"SLAS Technology","volume":"31 ","pages":"Article 100256"},"PeriodicalIF":2.5,"publicationDate":"2025-02-21","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"143484656","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":4,"RegionCategory":"医学","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"OA","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 0
Enhanced construction of a bivalent adenovirus-based vaccine for preventing childhood pathogens: Human respiratory syncytial virus and norovirus 以腺病毒为基础的预防儿童病原体:人呼吸道合胞病毒和诺如病毒的二价疫苗的强化构建
IF 2.5 4区 医学
SLAS Technology Pub Date : 2025-02-12 DOI: 10.1016/j.slast.2025.100255
Ying-Chin Chen , Nai-Hsiang Chung , Yu-Ching Lin , Shu-Ling Yu , Chia-Chyi Liu , Yen-Hung Chow
{"title":"Enhanced construction of a bivalent adenovirus-based vaccine for preventing childhood pathogens: Human respiratory syncytial virus and norovirus","authors":"Ying-Chin Chen ,&nbsp;Nai-Hsiang Chung ,&nbsp;Yu-Ching Lin ,&nbsp;Shu-Ling Yu ,&nbsp;Chia-Chyi Liu ,&nbsp;Yen-Hung Chow","doi":"10.1016/j.slast.2025.100255","DOIUrl":"10.1016/j.slast.2025.100255","url":null,"abstract":"<div><div>To impede the spread of respiratory syncytial virus (RSV) and norovirus (NoV) in children, we developed novel recombinant adenoviruses expressing RSV fusion (F) and NoV VP1 proteins driven by different promoter elements (EF1α, SV40, and CMV), resulting in Ad-F/E/NoV, Ad-F/S/NoV, and Ad-F/C/NoV, respectively. The expressed F can be recognized by postfusion-specific antibody targeting to site II and prefusion-specific antibodies targeting to sites V and Ø in the Ad-F-infected cells. However, NoV VP1 is only expressed in Ad-F/E/NoV and Ad-F/C/NoV-infected cells. Intraperitoneal two-dose with monovalent Ad-F and all three bicistronic Ads individually in rodents induced anti-F neutralizing antibodies similarly. Ad-F/C/NoV and Ad-F/E/NoV but not Ad-F/S/NoV significantly induced NoV VP1-specific IgG. The serum from Ad-F/C/NoV-immunized subjects elicited superior anti-NoV activity, as evidenced by reduced binding of NoV VLPs to histo-blood group antigens. Ad-F/C/NoV and Ad-F/E/NoV-immunized mice exhibited elevated cellular immune-mediated splenic IFN-γ and IL-4 secretions. In the RSV challenge study, pulmonary virions were significantly decreased during the vaccination with each of the three bicistronic Ads, confirming their efficacy in preventing RSV infection. Finally, the mucosal (intranasal) immunization in mice with Ad-F/C/NoV induced superior anti-RSV and NoV IgA in both serum and vaginal washes specific to RSV and NoV were highly induced. These findings highlight the optimization of an Ad vaccine targeting two pathogens prevalent in childhood. Additionally, the results underscore the utility of mucosal delivery of Ad vaccines as a valuable strategy for public vaccination efforts.</div></div>","PeriodicalId":54248,"journal":{"name":"SLAS Technology","volume":"31 ","pages":"Article 100255"},"PeriodicalIF":2.5,"publicationDate":"2025-02-12","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"143419191","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":4,"RegionCategory":"医学","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"OA","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 0
Towards robotic Laboratory Automation Plug & Play: LAPP reference implementation with the TIAGo mobile manipulator 迈向机器人实验室自动化即插即用:TIAGo移动机械手的LAPP参考实现。
IF 2.5 4区 医学
SLAS Technology Pub Date : 2025-02-06 DOI: 10.1016/j.slast.2025.100251
Panna Zsoldos , Ádám Wolf , Károly Széll , Péter Galambos
{"title":"Towards robotic Laboratory Automation Plug & Play: LAPP reference implementation with the TIAGo mobile manipulator","authors":"Panna Zsoldos ,&nbsp;Ádám Wolf ,&nbsp;Károly Széll ,&nbsp;Péter Galambos","doi":"10.1016/j.slast.2025.100251","DOIUrl":"10.1016/j.slast.2025.100251","url":null,"abstract":"<div><div>Laboratory automation with mobile manipulators presents a promising avenue for enhancing efficiency and reducing the dependency on human activity in laboratory workflows. To achieve seamless integration, the Laboratory Automation Plag &amp; Play concept has been introduced. This study presents an experimental implementation of the LAPP concept through the development of labware transfer functionality for a mobile manipulator employing the SiLA and ROS frameworks as widely accepted control layers. While validating the feasibility of the LAPP concept, this reference implementation accentuates the need for advancements in both hardware and software environments to fully capitalize on its benefits in contemporary laboratory settings.</div></div>","PeriodicalId":54248,"journal":{"name":"SLAS Technology","volume":"31 ","pages":"Article 100251"},"PeriodicalIF":2.5,"publicationDate":"2025-02-06","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"143374918","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":4,"RegionCategory":"医学","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"OA","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 0
Systemic trafficking of macrophages in implant wear debris-induced periprosthetic osteolysis 巨噬细胞在种植体磨损碎片诱导的假体周围骨溶解中的全身运输。
IF 2.5 4区 医学
SLAS Technology Pub Date : 2025-02-04 DOI: 10.1016/j.slast.2025.100254
Mengyun Lou
{"title":"Systemic trafficking of macrophages in implant wear debris-induced periprosthetic osteolysis","authors":"Mengyun Lou","doi":"10.1016/j.slast.2025.100254","DOIUrl":"10.1016/j.slast.2025.100254","url":null,"abstract":"<div><div>Periprosthetic osteolysis (PPOL) is a significant complication post-joint replacement, often instigated by implant wear debris, leading to chronic inflammation and bone resorption. Herein, this review summarizes the immune mechanisms of PPOL, specifically, the processes where macrophages are recruited by implant wear debris, the mechanisms by which macrophages trigger inflammatory cascades, and the role of chemokines that facilitate macrophage migration, including CCL2, CCL3, CCL4, CCL5, CXCL8, CX3CL1, and XCL1. This review highlights novel findings on these processes and suggests that illustrating these mechanisms offers promising avenues for future therapeutic strategies to prevent and treat PPOL, such as the potential use of anti-inflammatory drugs.</div></div>","PeriodicalId":54248,"journal":{"name":"SLAS Technology","volume":"31 ","pages":"Article 100254"},"PeriodicalIF":2.5,"publicationDate":"2025-02-04","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"143366814","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":4,"RegionCategory":"医学","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"OA","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 0
Life Sciences discovery and technology highlights 生命科学发现和技术亮点。
IF 2.5 4区 医学
SLAS Technology Pub Date : 2025-02-01 DOI: 10.1016/j.slast.2024.100235
Tal Murthy , Jamien Lim
{"title":"Life Sciences discovery and technology highlights","authors":"Tal Murthy ,&nbsp;Jamien Lim","doi":"10.1016/j.slast.2024.100235","DOIUrl":"10.1016/j.slast.2024.100235","url":null,"abstract":"","PeriodicalId":54248,"journal":{"name":"SLAS Technology","volume":"30 ","pages":"Article 100235"},"PeriodicalIF":2.5,"publicationDate":"2025-02-01","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"142792793","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":4,"RegionCategory":"医学","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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