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Cascading Neural Network Methodology for Artificial Intelligence-Assisted Radiographic Detection and Classification of Lead-Less Implanted Electronic Devices within the Chest [article]

Mutlu Demirer, Richard D. White, Vikash Gupta, Ronnie A. Sebro, Barbaros S. Erdal
2022 arXiv   pre-print
& Purpose: Chest X-Ray (CXR) use in pre-MRI safety screening for Lead-Less Implanted Electronic Devices (LLIEDs), easily overlooked or misidentified on a frontal view (often only acquired), is common.  ...  This work focused on developing CXR interpretation-assisting Artificial Intelligence (AI) methodology with: 1. 100% detection for LLIED presence/location; and 2. High classification in LLIED typing.  ...  INTRODUCTION Intra-thoracic placement of Lead-Less Implanted Electronic Devices (LLIEDs) capable of 1. Cardiac pacing, 2. Electrocardiographic recording, 3.  ... 
arXiv:2108.11954v2 fatcat:onktiyunmzbknnohem67lt7ee4

Healthcare Techniques Through Deep Learning: Issues, Challenges and Opportunities

Dur-E-Maknoon Nisar, Rashid Amin, Noor-Ul-Huda Shah, Mohammed A. Al Ghamdi, Sultan H. Almotiri, Meshrif Alruily
2021 IEEE Access  
Artificial neural network (ANN) may be a more widely used algorithm for classification.  ...  Wearable, human activity recognition, and implantable devices have also improved the care for patients with disabilities and those undergoing rehabilitation.  ... 
doi:10.1109/access.2021.3095312 fatcat:3ddvsz5eozav7opv6vvanohcs4

CARS 2021: Computer Assisted Radiology and Surgery Proceedings of the 35th International Congress and Exhibition Munich, Germany, June 21–25, 2021

2021 International Journal of Computer Assisted Radiology and Surgery  
The University Rovira i Virgili also supports this work with project 2019PFR-B2-61. References  ...  Acknowledgements This work has been funded by the research project PI18/00169 from Instituto de Salud Carlos III & FEDER funds.  ...  Learning for Chest Radiograph Diagnosis in the Emergency Department.  ... 
doi:10.1007/s11548-021-02375-4 pmid:34085172 fatcat:6d564hsv2fbybkhw4wvc7uuxcy

Poster Session

2018 Biomedical Engineering  
A bi-directional data transmission between a reader unit and the implant is needed, in order to control the state of the implant.  ...  Nevertheless, small antenna sizes of the implant, implantation inside human body and continuous measurements requires exactly that.  ...  We will present acoustic sound emission characteristics of the osteoporotic femur under physiological load and discuss the options of acoustic emission analysis in diagnosing osteoporosis and the evaluation  ... 
doi:10.1515/bmt-2018-6051 fatcat:4yiodooz5jcafnyjzdjq4f3c2m

Fundamentals of Biomedical Image Processing [chapter]

Thomas M. Deserno
2010 Biomedical Image Processing  
As part of the artificial intelligence, the methods of CI include neural networks, evolutionary algorithms and fuzzy logic.  ...  Thereby, all the procedures have a mathematical-based, complex background. Neural Network Artificial neural networks simulate the information processing in the human brain.  ... 
doi:10.1007/978-3-642-15816-2_1 fatcat:ydlnmausevhyfkcusck43d3vh4

Program

2020 2020 IEEE Canadian Conference on Electrical and Computer Engineering (CCECE)  
by gradient coils within an MRI in the presence of any active implantable medical devices (AIMDs).  ...  This paper presents a novel interface system based on an artificial neural network (ANN) for the MTGs.  ...  This paper proposes a methodology based on artificial neural networks (ANN) to forecast the daily peak demand of a given class-A facility to help manage its PDC.  ... 
doi:10.1109/ccece47787.2020.9255763 fatcat:mpf7smikpfc77bu73ciqstdagm

E-Posters

2019 Global Spine Journal  
Introduction: Artificial cervical disc replacement (ADR) is a newer treatment option that obtained US FDA approval in 2007 that allows for effective discectomy and neural element decompression while preserving  ...  Conclusion: Cervical disc arthroplasty and dynamic cervical implant in treatment of cervical spondylopathy can retain the range of motion, recover, and maintain the height of disc and cervical lordosis  ...  Conclusion: In previously published studies, the frequency of detection in patients with orthopedic implants in walk-through metal detectors varied based on the nature of the implant and the age of the  ... 
doi:10.1177/2192568219839731 pmid:31211024 pmcid:PMC6555104 fatcat:j5xjlgvjrjfddlzbwcwfoqseze

Tracheal Stenosis [chapter]

Khanjan H. Nagarsheth
2015 Encyclopedia of Trauma Care  
According to official criteria, for a headache to be termed PTH, it must occur less than 7 days after the TBI event and resolve within 30 days (Headache Classification Subcommittee of the international  ...  It could be from unmasking of a previous milder syndrome or effects on disrupted neural circuits within the basal ganglia (Ranjan et al. 2011 ).  ...  For individuals with TBI, attention is often impaired and may lead to functional deficits in the ability to perform activities of daily living.  ... 
doi:10.1007/978-3-642-29613-0_159 fatcat:tfp36nh25fb47kxontgzb4snmm

Total Blood Volume [chapter]

2015 Encyclopedia of Trauma Care  
According to official criteria, for a headache to be termed PTH, it must occur less than 7 days after the TBI event and resolve within 30 days (Headache Classification Subcommittee of the international  ...  It could be from unmasking of a previous milder syndrome or effects on disrupted neural circuits within the basal ganglia (Ranjan et al. 2011 ).  ...  For individuals with TBI, attention is often impaired and may lead to functional deficits in the ability to perform activities of daily living.  ... 
doi:10.1007/978-3-642-29613-0_101520 fatcat:khfczzpiwvdxflyr2lly6or3di

ECR 2011 Book of Abstracts - A - Postgraduate Educational Programme

2011 Insights into Imaging  
Whilst until a couple of years ago cardiac pacemakers and neurostimulators were contraindicated in the MRI environment, the advent of 'MRI compatible' pacemakers and other implanted electronic devices  ...  In the acute setting, the Ottawa clinical decision rules are accepted to decide whether or not radiographs are needed; leading to 35% less radiographs.  ...  The presence of metallic implants within a patient distorts the main static magnetic field of an MRI scanner and can lead to very severe image arteacts that may render the resultant image non-diagnostic  ... 
doi:10.1007/s13244-011-0078-3 pmid:23100070 pmcid:PMC3533621 fatcat:qa3ln4hhvve2hhumgwwnmykgoe

ECR 2016 Book of Abstracts - A - Postgraduate Educational Programme

2016 Insights into Imaging  
Whilst until a couple of years ago cardiac pacemakers and neurostimulators were contraindicated in the MRI environment, the advent of 'MRI compatible' pacemakers and other implanted electronic devices  ...  In the acute setting, the Ottawa clinical decision rules are accepted to decide whether or not radiographs are needed; leading to 35% less radiographs.  ...  The presence of metallic implants within a patient distorts the main static magnetic field of an MRI scanner and can lead to very severe image arteacts that may render the resultant image non-diagnostic  ... 
doi:10.1007/s13244-016-0474-9 pmid:26873353 pmcid:PMC4762839 fatcat:itxslbcacjhh3kixfkcwmdbt44

ECR 2015 Book of Abstracts - A - Postgraduate Educational Programme

2015 Insights into Imaging  
Whilst until a couple of years ago cardiac pacemakers and neurostimulators were contraindicated in the MRI environment, the advent of 'MRI compatible' pacemakers and other implanted electronic devices  ...  In the acute setting, the Ottawa clinical decision rules are accepted to decide whether or not radiographs are needed; leading to 35% less radiographs.  ...  The presence of metallic implants within a patient distorts the main static magnetic field of an MRI scanner and can lead to very severe image arteacts that may render the resultant image non-diagnostic  ... 
doi:10.1007/s13244-015-0386-0 pmid:25708993 pmcid:PMC4349897 fatcat:m7eyvqcwojfpvf3lr5hy6dwjb4

ECR 2013 Book of Abstracts - A - Postgraduate Educational Programme

2013 Insights into Imaging  
Whilst until a couple of years ago cardiac pacemakers and neurostimulators were contraindicated in the MRI environment, the advent of 'MRI compatible' pacemakers and other implanted electronic devices  ...  In the acute setting, the Ottawa clinical decision rules are accepted to decide whether or not radiographs are needed; leading to 35% less radiographs.  ...  The presence of metallic implants within a patient distorts the main static magnetic field of an MRI scanner and can lead to very severe image arteacts that may render the resultant image non-diagnostic  ... 
doi:10.1007/s13244-013-0227-y pmid:23468009 pmcid:PMC3666656 fatcat:yitsk227mba2pl7wcypouf6tz4

Abstracts of the 2018 AANS/CNS Joint Section on Disorders of the Spine and Peripheral Nerves Annual Meeting

2018 Neurosurgical Focus  
The mean ODI 1 year postoperatively of 31.1 was significantly (p = 0.003) less than the mean preoperative ODI of 46.2.  ...  The preoperative and postoperative values for the Oswetry Disability Index (ODI) were analyzed to compare outcomes after intervention.  ...  Specifically, a deep convolutional neural network was used for the segmentation process.  ... 
doi:10.3171/2018.3.foc-aspnabstracts pmid:29517273 fatcat:yyrittpuifdmxlmelipbcvmjry

SU-FF-I-79: Java-Based Plugin for Tomographic Reconstruction for SPECT Data

M Andrade, M Costa, A Marques da Silva
2006 Medical Physics (Lancaster)  
The average registration error was 30% less for translations along the dimension of tomographic motion than for the other two dimensions.  ...  Method and Materials: We simulated the online positioning of an anthropomorphic chest phantom with 6 noncoplanar reference BBs attached. Planning CT data of the phantom were acquired with a G.E.  ...  A radial basis function (RBF) based neural network was employed for modeling purpose.  ... 
doi:10.1118/1.2240759 fatcat:5we2nvgwx5hrxcv2ngufce6obq
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