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Sheffield JL, Parkinson B, Bascom A, Bateman T, Magleby S, Howell LL. Expanding research impact through engaging the maker community and collaborating with digital content creators. PLoS One 2024; 19:e0302449. [PMID: 38718013 PMCID: PMC11078436 DOI: 10.1371/journal.pone.0302449] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [MESH Headings] [Grants] [Track Full Text] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 11/27/2023] [Accepted: 03/29/2024] [Indexed: 05/12/2024] Open
Abstract
This paper proposes a method for increasing the impact of academic research by providing materials for public use, thus engaging the maker community, and by collaborating with internet content creators to extend the reach. We propose a framework for engagement and report a multi-year study that evaluates short, intermediate, and long-term outcomes, with a second effort to demonstrate repeatability of the short-term outcomes. In the first study, we posted forty-one 3D printable compliant mechanisms on public repositories and collaborated with physicist and content creator Derek Muller (Veritasium YouTube channel). Outputs and outcomes from this interaction were measured over 3 years. The framework was exercised again with four new 3D printable mechanisms in collaboration with engineer and STEM influencer Mark Rober. The proposed methods aim to help researchers extend the reach of their work to broader audiences, including professional engineers, hardware designers, educators, students, researchers, and hobbyists. This work demonstrates promising impacts of the framework, including (1) extending public awareness of research findings to broader audiences by engaging the maker community and collaborating with content creators, (2) accelerating the pace of innovation and further hardware-based research through public application of research findings, (3) fostering a culture of open-source design and collaboration among other researchers, engineers, educators, and makers, and (4) increasing utilization of peer-reviewed published content. These outreach practices can be valuable tools for researchers to increase impact of and excitement for their research.
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Affiliation(s)
- Jacob L. Sheffield
- Compliant Mechanisms Research Group, Department of Mechanical Engineering, Brigham Young University, Provo, UT, United States of America
| | - Bethany Parkinson
- Compliant Mechanisms Research Group, Department of Mechanical Engineering, Brigham Young University, Provo, UT, United States of America
| | - Aliya Bascom
- Compliant Mechanisms Research Group, Department of Mechanical Engineering, Brigham Young University, Provo, UT, United States of America
| | - Terri Bateman
- Compliant Mechanisms Research Group, Department of Mechanical Engineering, Brigham Young University, Provo, UT, United States of America
| | - Spencer Magleby
- Compliant Mechanisms Research Group, Department of Mechanical Engineering, Brigham Young University, Provo, UT, United States of America
| | - Larry L. Howell
- Compliant Mechanisms Research Group, Department of Mechanical Engineering, Brigham Young University, Provo, UT, United States of America
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Molnar F, Rendeki M, Rendeki S, Nagy B, Bacher V, Bogar P, Schlegl A, Koltai A, Maroti P, Marovics G. Validation of 3D printed MAYO tubes and stethoscope in simulated medical environment - Tools fabricated with additive manufacturing for emergency care. Heliyon 2023; 9:e20866. [PMID: 37916113 PMCID: PMC10616327 DOI: 10.1016/j.heliyon.2023.e20866] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 02/20/2023] [Revised: 09/29/2023] [Accepted: 10/09/2023] [Indexed: 11/03/2023] Open
Abstract
Emergency and disaster medical care often face resource or equipment shortages. 3D printing technology has been proven to be effective in cases with insufficient supply chains. MAYO tubes and stethoscopes are essential components of ABCDE patient examinations; however, 3D-printed variants have not been fully tested. These 3D-printed instruments were substituted and validated in a simulated pre-hospital environment. In total, 26 participants were included in this study. Fifteen clinicians or paramedics with at least 3 years of professional experience and 10 medical students. One student was excluded because he had relevant experience with emergency care. As basic tasks, the placement of MAYO tubes and auscultation with stethoscopes were performed using medical simulators. 3D printed instruments were compared with conventional clinical devices by measuring the time required for the intervention, success rate, and user satisfaction. In the study FFF (Fused Filament Fabrication (FFF), SLS (Selective Laser Sintering (SLS), and SLA (stereolithography) 3D printing were used in this study. The times required for implementation and auscultation were examined for each instrument. There was no significant difference between the MAYO tube (p = 0.798) and the stethoscope (p = 0.676). In the case of stethoscopy, the study investigated the correct diagnosis, and no significant difference was found (p = 0.239), although an interesting trend was observed. Regarding the MAYO tube, the study found no significant difference in correct position formation (p = 0.163). The experience levels of the groups did not influence these factors. However, significant differences in user satisfaction were found in both cases in favour of the conventional versions (p < 0.001). Overall, the results of this study suggest that 3D-printed devices could be suitable replacements for clinic-based devices in emergency situations. The 3D-printed devices did not perform inferiorly at any of the indicated points compared to their classical counterparts. However, the practical applicability of the devices used in this study requires further investigation.
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Affiliation(s)
- Ferenc Molnar
- University of Pecs, Medical School, Medical Skills Education and Innovation Centre ,HU-7624, Pecs, Szigeti str. 12, Hungary
| | - Matyas Rendeki
- University of Pecs, Medical School, Medical Skills Education and Innovation Centre ,HU-7624, Pecs, Szigeti str. 12, Hungary
| | - Szilard Rendeki
- University of Pecs, Medical School, Medical Skills Education and Innovation Centre ,HU-7624, Pecs, Szigeti str. 12, Hungary
- University of Pecs, Clinical Centre, Department of Anesthesiology and Intensive Care HU-7624 ,Pecs, Ifjusag str 13, Hungary
| | - Balint Nagy
- University of Pecs, Medical School, Medical Skills Education and Innovation Centre ,HU-7624, Pecs, Szigeti str. 12, Hungary
- University of Pecs, Clinical Centre, Department of Anesthesiology and Intensive Care HU-7624 ,Pecs, Ifjusag str 13, Hungary
| | - Viktor Bacher
- University of Pecs, Medical School, Medical Skills Education and Innovation Centre ,HU-7624, Pecs, Szigeti str. 12, Hungary
- University of Pecs, Clinical Centre, Department of Anesthesiology and Intensive Care HU-7624 ,Pecs, Ifjusag str 13, Hungary
| | - Peter Bogar
- University of Pecs, Medical School, 3D Printing and Visualization Centre, HU-7624, Boszorkany str. 2, Hungary
| | - Adam Schlegl
- University of Pecs, Clinical Centre, Department of Orthopaedics, HU-7632, Pecs, Akac str. 1, Hungary
| | - Arnold Koltai
- University of Pecs, Medical School, Medical Skills Education and Innovation Centre ,HU-7624, Pecs, Szigeti str. 12, Hungary
| | - Peter Maroti
- University of Pecs, Medical School, Medical Skills Education and Innovation Centre ,HU-7624, Pecs, Szigeti str. 12, Hungary
- University of Pecs, Medical School, 3D Printing and Visualization Centre, HU-7624, Boszorkany str. 2, Hungary
| | - Gergely Marovics
- University of Pecs, Medical School, Department of Public Health Medicine ,HU-7624, Pecs, Szigeti str. 12, Hungary
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Huang DM, Huang J, Qiao K, Zhong NS, Lu HZ, Wang WJ. Deep learning-based lung sound analysis for intelligent stethoscope. Mil Med Res 2023; 10:44. [PMID: 37749643 PMCID: PMC10521503 DOI: 10.1186/s40779-023-00479-3] [Citation(s) in RCA: 8] [Impact Index Per Article: 4.0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 03/29/2023] [Accepted: 09/05/2023] [Indexed: 09/27/2023] Open
Abstract
Auscultation is crucial for the diagnosis of respiratory system diseases. However, traditional stethoscopes have inherent limitations, such as inter-listener variability and subjectivity, and they cannot record respiratory sounds for offline/retrospective diagnosis or remote prescriptions in telemedicine. The emergence of digital stethoscopes has overcome these limitations by allowing physicians to store and share respiratory sounds for consultation and education. On this basis, machine learning, particularly deep learning, enables the fully-automatic analysis of lung sounds that may pave the way for intelligent stethoscopes. This review thus aims to provide a comprehensive overview of deep learning algorithms used for lung sound analysis to emphasize the significance of artificial intelligence (AI) in this field. We focus on each component of deep learning-based lung sound analysis systems, including the task categories, public datasets, denoising methods, and, most importantly, existing deep learning methods, i.e., the state-of-the-art approaches to convert lung sounds into two-dimensional (2D) spectrograms and use convolutional neural networks for the end-to-end recognition of respiratory diseases or abnormal lung sounds. Additionally, this review highlights current challenges in this field, including the variety of devices, noise sensitivity, and poor interpretability of deep models. To address the poor reproducibility and variety of deep learning in this field, this review also provides a scalable and flexible open-source framework that aims to standardize the algorithmic workflow and provide a solid basis for replication and future extension: https://github.com/contactless-healthcare/Deep-Learning-for-Lung-Sound-Analysis .
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Affiliation(s)
- Dong-Min Huang
- Department of Biomedical Engineering, Southern University of Science and Technology, Shenzhen, 518055, Guangdong, China
| | - Jia Huang
- The Third People's Hospital of Shenzhen, Shenzhen, 518112, Guangdong, China
| | - Kun Qiao
- The Third People's Hospital of Shenzhen, Shenzhen, 518112, Guangdong, China
| | - Nan-Shan Zhong
- Guangzhou Institute of Respiratory Health, China State Key Laboratory of Respiratory Disease, National Clinical Research Center for Respiratory Disease, The First Affiliated Hospital of Guangzhou Medical University, Guangzhou, 510120, China.
| | - Hong-Zhou Lu
- The Third People's Hospital of Shenzhen, Shenzhen, 518112, Guangdong, China.
| | - Wen-Jin Wang
- Department of Biomedical Engineering, Southern University of Science and Technology, Shenzhen, 518055, Guangdong, China.
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Liu D, Kulkarni A, Jaqua VF, Cole CA, Pearce JM. Distributed manufacturing of an open-source tourniquet testing system. HARDWAREX 2023; 15:e00442. [PMID: 37457304 PMCID: PMC10338363 DOI: 10.1016/j.ohx.2023.e00442] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Figures] [Subscribe] [Scholar Register] [Received: 03/24/2023] [Revised: 05/16/2023] [Accepted: 06/11/2023] [Indexed: 07/18/2023]
Abstract
Tourniquets are effective for casualty-prevention in emergency situations. The use of centrally-manufactured commercial tourniquets, however, is not always possible due to supply chain disruptions. The open-source hardware model has been applied to overcome these disruptions in humanitarian crises and several low-cost digitally manufacturable open-source tourniquets have been developed. With the low reliability of improvised tourniquets, it is important to ensure that distributed manufacturing of tourniquets is effective and safe. Tourniquets can be tested, but existing tourniquet testers are expensive, bulky, and complex to operate, which limits their accessibility to an even greater extent than tourniquets in extreme settings. This article fulfills a need by providing a small, transportable, open-source additive-manufactured tourniquet tester that enables inexpensive and accurate testing of tourniquets against known clinical parameters. The <$100 tourniquet tester is validated and tested for operating force of tourniquets in the field or in distributed manufacturing facilities. The tourniquet tester has a significant economic and operational advantage compared to proprietary counterparts available on the market. Once calibrated with a blood pressure monitor, the built-in LCD displays the measuring range of the tester as 0 to 200 N, which is enough to test the validation of all tourniquets.
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Affiliation(s)
- Dawei Liu
- Department of Electrical and Computer Engineering, Western University, London, Canada
| | - Apoorv Kulkarni
- Department of Electrical and Computer Engineering, Western University, London, Canada
| | | | | | - Joshua M. Pearce
- Department of Electrical and Computer Engineering, Western University, London, Canada
- Ivey Business School, Western University, London, Canada
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5
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Rennoll V, McLane I, Elhilali M, West JE. Optimized Acoustic Phantom Design for Characterizing Body Sound Sensors. SENSORS (BASEL, SWITZERLAND) 2022; 22:9086. [PMID: 36501787 PMCID: PMC9735779 DOI: 10.3390/s22239086] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Figures] [Subscribe] [Scholar Register] [Received: 10/26/2022] [Revised: 11/19/2022] [Accepted: 11/19/2022] [Indexed: 06/17/2023]
Abstract
Many commercial and prototype devices are available for capturing body sounds that provide important information on the health of the lungs and heart; however, a standardized method to characterize and compare these devices is not agreed upon. Acoustic phantoms are commonly used because they generate repeatable sounds that couple to devices using a material layer that mimics the characteristics of skin. While multiple acoustic phantoms have been presented in literature, it is unclear how design elements, such as the driver type and coupling layer, impact the acoustical characteristics of the phantom and, therefore, the device being measured. Here, a design of experiments approach is used to compare the frequency responses of various phantom constructions. An acoustic phantom that uses a loudspeaker to generate sound and excite a gelatin layer supported by a grid is determined to have a flatter and more uniform frequency response than other possible designs with a sound exciter and plate support. When measured on an optimal acoustic phantom, three devices are shown to have more consistent measurements with added weight and differing positions compared to a non-optimal phantom. Overall, the statistical models developed here provide greater insight into acoustic phantom design for improved device characterization.
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Koerber RM, Vaccarello L, Ho A. The Intelligibility of the Reversed-Stethoscope Technique in Age-Related Hearing Loss. Can Geriatr J 2022; 25:127-133. [PMID: 35747410 PMCID: PMC9156421 DOI: 10.5770/cgj.25.527] [Citation(s) in RCA: 3] [Impact Index Per Article: 1.0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/22/2022] Open
Abstract
Background This study evaluated the effectiveness of the reverse stethoscope technique in improving speech intelligibility. In this technique, a clinician places the earpieces of their stethoscope into the ears of a hearing-impaired patient and speaks into the chest piece. Methods The International Speech Test Signal was presented to four Littman® stethoscope models and a Pocketalker® personal voice amplifier using an Audioscan® hearing instrument test box. The acoustic outputs of the stethoscopes and voice amplifier were measured across the frequency spectrum of speech. The Speech Intelligibility Index of the resulting speech was calculated for natural speech and for each device in relation to 10 standardized hearing losses representing the population of older adults. Results For each of the 10 hearing losses, the speech signal emitted by the stethoscopes was quieter and yielded lower speech intelligibility scores than regular speech. In contrast, the voice amplifier provided mid- and high-frequency amplification and improved speech intelligibility scores for all but the mildest hearing losses. Conclusions The reverse stethoscope technique worsens the clarity of speech and should not be used with older, hearing-impaired patients. Instead, clinicians should use regular speech or, preferably, personal voice amplifiers.
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Affiliation(s)
- Raphaelle M Koerber
- Michael G. DeGroote School of Medicine, McMaster University, Waterloo Regional Campus, Kitchener, ON
| | | | - Allan Ho
- Division of Otolaryngology Head and Neck Surgery, University of Alberta Faculty of Medicine and Dentistry, Edmonton, AB
- Edmonton Ear Clinic, Edmonton, AB
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7
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Capobussi M, Moja L. An open-access and inexpensive 3D printed otoscope for low-resource settings and health crises. 3D Print Med 2021; 7:36. [PMID: 34787772 PMCID: PMC8595962 DOI: 10.1186/s41205-021-00127-3] [Citation(s) in RCA: 1] [Impact Index Per Article: 0.3] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 05/11/2021] [Accepted: 10/11/2021] [Indexed: 11/10/2022] Open
Abstract
Limited access to key diagnostic tools is detrimental to priority health needs of populations. Ear pain, tenderness, itching, and different degree of hearing loss are common problems which require otoscopy as first diagnostic assessment. Where an otoscope is not available because of budget constraints, a self-fabricated low-cost otoscope might represent a feasible opportunity. In this paper, we share the design and construction process of an open-source, 3D printed, otoscope. The prototype was compared to a commercial solution, demonstrating similar overall quality between the instruments.
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Affiliation(s)
- Matteo Capobussi
- Department of Biomedical Sciences for Health, University of Milan, Milan, Italy. .,Interuniversity Center in Clinical Research, University of Milan, Milan, Italy.
| | - Lorenzo Moja
- Department of Biomedical Sciences for Health, University of Milan, Milan, Italy
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8
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Daud A, Hussein IM, Zhang PC, Ahmed Y, Trac J, Vujovic N, Rizvi SF, Kuzyk PR. 3D-Printed Personal Protective Face Shields During the COVID-19 Pandemic: A Survey of Canadian Frontline Workers. Cureus 2021; 13:e18141. [PMID: 34692348 PMCID: PMC8526080 DOI: 10.7759/cureus.18141] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Accepted: 09/20/2021] [Indexed: 11/05/2022] Open
Abstract
Background During the coronavirus disease 2019 pandemic, three-dimensional (3D) printing was utilized to rapidly produce face shields for frontline workers in response to an acute shortage of personal protective equipment (PPE). In this study, we examine the perceived utility and performance of 3D-printed (3DP) face shields through a survey of frontline workers in Ontario, Canada. Methodology Frontline workers who received community-produced 3DP face shields from the Canadian initiative "3DPPE GTHA" (March-December 2020) were invited to participate in the study. The survey response rate was 54.3%. Of 63 respondents, 39 were patient-facing and 24 were community-facing frontline workers. Participants were asked to rate performance measures in 10 categories on a five-point Likert scale. Data were categorized by organization and frontline worker type, and a t-test was used to determine statistically significant differences among subgroups. Results The mean preference for 3DP face shields among respondents was 3.2 out of 5 (95% confidence interval [CI]: 2.1-4.3). Community-facing respondents reported significantly greater overall utility scores for 3DP face shields (3.58, 95% CI: 3.38-3.79) compared to respondents working in a patient-facing profession (2.95, 95% CI: 2.77-3.13; p < 0.05). However, no differences were reported in portability and compatibility with other PPE. Respondents from organizations with large service volumes reported significantly lower overall utility scores (2.67, 95% CI: 2.44-2.89) than respondents in organizations with smaller service volumes (3.45, 95% CI: 3.28-3.62; p < 0.05). Conclusions Community-facing frontline workers and those from smaller service volume organizations endorse higher utility for 3DP face shields than patient-facing frontline workers. Despite this, frontline workers generally rate 3DP face shields positively. 3DP face shields are a viable option for personal and community use and can be used to supplement supply in a community setting.
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Affiliation(s)
- Anser Daud
- Faculty of Medicine, University of Toronto, Toronto, CAN.,Granovsky Gluskin Division of Orthopaedic Surgery, Sinai Health System, Toronto, CAN
| | - Isra M Hussein
- Faculty of Medicine, University of Toronto, Toronto, CAN
| | - Peter Chengming Zhang
- Leslie Dan Faculty of Pharmacy, University of Toronto, Toronto, CAN.,Rotman School of Management, University of Toronto, Toronto, CAN
| | - Yousuf Ahmed
- Faculty of Medicine, University of Toronto, Toronto, CAN
| | - Jessica Trac
- Faculty of Medicine, University of Toronto, Toronto, CAN
| | - Nina Vujovic
- Faculty of Medicine, University of Toronto, Toronto, CAN
| | - Syed F Rizvi
- Michael G. DeGroote School of Medicine, McMaster University, Hamilton, CAN
| | - Paul R Kuzyk
- Division of Orthopaedic Surgery, University of Toronto, Toronto, CAN.,Granovsky Gluskin Division of Orthopaedic Surgery, Sinai Health System, Toronto, CAN
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Rendeki S, Nagy B, Bene M, Pentek A, Toth L, Szanto Z, Told R, Maroti P. An Overview on Personal Protective Equipment (PPE) Fabricated with Additive Manufacturing Technologies in the Era of COVID-19 Pandemic. Polymers (Basel) 2020; 12:E2703. [PMID: 33207712 PMCID: PMC7697679 DOI: 10.3390/polym12112703] [Citation(s) in RCA: 29] [Impact Index Per Article: 5.8] [Reference Citation Analysis] [Abstract] [Key Words] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 10/06/2020] [Revised: 11/10/2020] [Accepted: 11/11/2020] [Indexed: 12/18/2022] Open
Abstract
Different additive manufacturing technologies have proven effective and useful in remote medicine and emergency or disaster situations. The coronavirus disease 2019 (COVID-19) disease, caused by the Severe Acute Respiratory Syndrome Coronavirus 2 (SARS-CoV-2) virus, has had a huge impact on our society, including in relation to the continuous supply of personal protective equipment (PPE). The aim of the study is to give a detailed overview of 3D-printed PPE devices and provide practical information regarding the manufacturing and further design process, as well as describing the potential risks of using them. Open-source models of a half-face mask, safety goggles, and a face-protecting shield are evaluated, considering production time, material usage, and cost. Estimations have been performed with fused filament fabrication (FFF) and selective laser sintering (SLS) technology, highlighting the material characteristics of polylactic acid (PLA), polyamide, and a two-compound silicone. Spectrophotometry measurements of transparent PMMA samples were performed to determine their functionality as goggles or face mask parts. All the tests were carried out before and after the tetra-acetyl-ethylene-diamine (TAED)-based disinfection process. The results show that the disinfection has no significant effect on the mechanical and structural stability of the used polymers; therefore, 3D-printed PPE is reusable. For each device, recommendations and possible means of development are explained. The files of the modified models are provided. SLS and FFF additive manufacturing technology can be useful tools in PPE development and small-series production, but open-source models must be used with special care.
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Affiliation(s)
- Szilard Rendeki
- Medical Simulation Education Center, Medical School, University of Pecs, 7624 Pecs, Hungary;
- Department of Operational Medicine, Medical School, University of Pecs, 7624 Pecs, Hungary;
- Department of Anaesthesiology and Intensive Therapy, Medical School, University of Pecs, 7624 Pecs, Hungary
| | - Balint Nagy
- Department of Operational Medicine, Medical School, University of Pecs, 7624 Pecs, Hungary;
- Department of Anaesthesiology and Intensive Therapy, Medical School, University of Pecs, 7624 Pecs, Hungary
| | - Matyas Bene
- 3D Printing and Visualization Centre, University of Pecs, 7624 Pecs, Hungary; (M.B.); (A.P.); (L.T.); (R.T.)
| | - Attila Pentek
- 3D Printing and Visualization Centre, University of Pecs, 7624 Pecs, Hungary; (M.B.); (A.P.); (L.T.); (R.T.)
| | - Luca Toth
- 3D Printing and Visualization Centre, University of Pecs, 7624 Pecs, Hungary; (M.B.); (A.P.); (L.T.); (R.T.)
- Department of Neurosurgery, Medical School, University of Pecs, 7623 Pecs, Hungary
- Institute for Translational Medicine, Medical School, University of Pecs, 7624 Pecs, Hungary
| | - Zalan Szanto
- Department of Surgery, Medical School, University of Pecs, 7624 Pecs, Hungary;
| | - Roland Told
- 3D Printing and Visualization Centre, University of Pecs, 7624 Pecs, Hungary; (M.B.); (A.P.); (L.T.); (R.T.)
| | - Peter Maroti
- Medical Simulation Education Center, Medical School, University of Pecs, 7624 Pecs, Hungary;
- 3D Printing and Visualization Centre, University of Pecs, 7624 Pecs, Hungary; (M.B.); (A.P.); (L.T.); (R.T.)
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Bello H, Zhou B, Lukowicz P. Facial Muscle Activity Recognition with Reconfigurable Differential Stethoscope-Microphones. SENSORS 2020; 20:s20174904. [PMID: 32872633 PMCID: PMC7506891 DOI: 10.3390/s20174904] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Download PDF] [Figures] [Subscribe] [Scholar Register] [Received: 07/28/2020] [Revised: 08/21/2020] [Accepted: 08/27/2020] [Indexed: 12/02/2022]
Abstract
Many human activities and states are related to the facial muscles’ actions: from the expression of emotions, stress, and non-verbal communication through health-related actions, such as coughing and sneezing to nutrition and drinking. In this work, we describe, in detail, the design and evaluation of a wearable system for facial muscle activity monitoring based on a re-configurable differential array of stethoscope-microphones. In our system, six stethoscopes are placed at locations that could easily be integrated into the frame of smart glasses. The paper describes the detailed hardware design and selection and adaptation of appropriate signal processing and machine learning methods. For the evaluation, we asked eight participants to imitate a set of facial actions, such as expressions of happiness, anger, surprise, sadness, upset, and disgust, and gestures, like kissing, winkling, sticking the tongue out, and taking a pill. An evaluation of a complete data set of 2640 events with 66% training and a 33% testing rate has been performed. Although we encountered high variability of the volunteers’ expressions, our approach shows a recall = 55%, precision = 56%, and f1-score of 54% for the user-independent scenario(9% chance-level). On a user-dependent basis, our worst result has an f1-score = 60% and best result with f1-score = 89%. Having a recall ≥60% for expressions like happiness, anger, kissing, sticking the tongue out, and neutral(Null-class).
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Affiliation(s)
- Hymalai Bello
- German Research Center for Artificial Intelligence(DFKI), 67663 Kaiserslautern, Germany; (B.Z.); (P.L.)
- Correspondence:
| | - Bo Zhou
- German Research Center for Artificial Intelligence(DFKI), 67663 Kaiserslautern, Germany; (B.Z.); (P.L.)
| | - Paul Lukowicz
- German Research Center for Artificial Intelligence(DFKI), 67663 Kaiserslautern, Germany; (B.Z.); (P.L.)
- Department of Computer Science, University of Kaiserslautern, 67663 Kaiserslautern, Germany
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11
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Levesque JN, Shah A, Ekhtiari S, Yan JR, Thornley P, Williams DS. Three-dimensional printing in orthopaedic surgery: a scoping review. EFORT Open Rev 2020; 5:430-441. [PMID: 32818070 PMCID: PMC7407871 DOI: 10.1302/2058-5241.5.190024] [Citation(s) in RCA: 28] [Impact Index Per Article: 5.6] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Indexed: 12/14/2022] Open
Abstract
Three-dimensional printing (3DP) has become more frequently used in surgical specialties in recent years. These uses include pre-operative planning, patient-specific instrumentation (PSI), and patient-specific implant production.The purpose of this review was to understand the current uses of 3DP in orthopaedic surgery, the geographical and temporal trends of its use, and its impact on peri-operative outcomesOne-hundred and eight studies (N = 2328) were included, published between 2012 and 2018, with over half based in China.The most commonly used material was titanium.Three-dimensional printing was most commonly reported in trauma (N = 41) and oncology (N = 22). Pre-operative planning was the most common use of 3DP (N = 63), followed by final implants (N = 32) and PSI (N = 22).Take-home message: Overall, 3DP is becoming more common in orthopaedic surgery, with wide range of uses, particularly in complex cases. 3DP may also confer some important peri-operative benefits. Cite this article: EFORT Open Rev 2020;5:430-441. DOI: 10.1302/2058-5241.5.190024.
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Affiliation(s)
- Jasmine N. Levesque
- Michael G. DeGroote School of Medicine, McMaster University, Hamilton, Ontario, Canada
| | - Ajay Shah
- Michael G. DeGroote School of Medicine, McMaster University, Hamilton, Ontario, Canada
| | - Seper Ekhtiari
- Division of Orthopaedic Surgery, Department of Surgery, McMaster University, Hamilton, Ontario, Canada
| | - James R. Yan
- Division of Orthopaedic Surgery, Department of Surgery, McMaster University, Hamilton, Ontario, Canada
| | - Patrick Thornley
- Division of Orthopaedic Surgery, Department of Surgery, McMaster University, Hamilton, Ontario, Canada
| | - Dale S. Williams
- Division of Orthopaedic Surgery, Department of Surgery, McMaster University, Hamilton, Ontario, Canada
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Wilk R, Likus W, Hudecki A, Syguła M, Różycka-Nechoritis A, Nechoritis K. What would you like to print? Students' opinions on the use of 3D printing technology in medicine. PLoS One 2020; 15:e0230851. [PMID: 32240212 PMCID: PMC7117709 DOI: 10.1371/journal.pone.0230851] [Citation(s) in RCA: 18] [Impact Index Per Article: 3.6] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 07/21/2019] [Accepted: 03/10/2020] [Indexed: 02/08/2023] Open
Abstract
Background Recent advances in 3D printing technology, and biomaterials are revolutionizing medicine. The beneficiaries of this technology are primarily patients, but also students of medical faculties. Taking into account that not all students have full, direct access to the latest advances in additive technologies, we surveyed their opinion on 3D printing and education in this area. The research aimed to determine what knowledge about the use of 3D printing technology in medicine, do students of medical faculties have. Methods The research was carried out in the form of a questionnaire among 430 students of the Medical University of Silesia in Katowice (Poland) representing various fields of medicine and health sciences. The questions included in the survey analyzed the knowledge of the respondents for 3D printing technology and the opportunities it creates in medicine. Results The results indicate that students do have knowledge about 3D printing obtained mainly from the internet. They would be happy to deepen their knowledge at specialized courses in this field. Students appreciated the value of 3D printing in order to obtain accurate anatomical models, helpful in learning. However, they do not consider the possibility of complete abandonment of human cadavers in the anatomy classes. Their knowledge includes basic information about current applications of 3D printing in medicine, but not in all areas. However, they have no ethical doubts regarding the use of 3D printing in any form. The vast majority of students deemed it necessary to incorporate information regarding 3D printing technology into the curriculum of different medical majors. Conclusion This research is the first of its kind, which allows for probing students' knowledge about the additive technologies in medicine. Medical education should be extended to include issues related to the use of 3D printing for medical applications.
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Affiliation(s)
- Renata Wilk
- Department of Anatomy, School of Health Sciences in Katowice, Medical University of Silesia, Katowice, Poland
| | - Wirginia Likus
- Department of Anatomy, School of Health Sciences in Katowice, Medical University of Silesia, Katowice, Poland
- * E-mail: ,
| | - Andrzej Hudecki
- Łukasiewicz Research Network–Institute of Non-Ferrous Metals, Gliwice, Poland
| | - Marita Syguła
- Department of Anatomy, School of Health Sciences in Katowice, Medical University of Silesia, Katowice, Poland
| | | | - Konstantinos Nechoritis
- Department of Anatomy, School of Health Sciences in Katowice, Medical University of Silesia, Katowice, Poland
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Fleischer JC, Diehl JC, Wauben LSGL, Dankelman J. The Effect of Chemical Cleaning on Mechanical Properties of Three-Dimensional Printed Polylactic Acid. J Med Device 2020; 14:011109. [PMID: 32328212 PMCID: PMC7164496 DOI: 10.1115/1.4046120] [Citation(s) in RCA: 8] [Impact Index Per Article: 1.6] [Reference Citation Analysis] [Abstract] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 08/15/2019] [Revised: 01/15/2020] [Indexed: 01/17/2023] Open
Abstract
Three-dimensional (3D) printing may be a solution to shortages of equipment and spare parts in the healthcare sector of low- and middle-income countries (LMICs). Polylactic acid (PLA) for 3D printing is widely available and biocompatible, but there is a gap in knowledge concerning its compatibility with chemical disinfectants. In this study, 3D-printed PLA tensile samples were created with six different printer settings. Each of these six batches consisted of five sets with five or six samples. The first set remained untreated, the others were soaked in Cidex OPA or in a chlorine solution. These were applied for seven consecutive days or in 25 short cycles. All samples were weighed before and after treatment and subjected to a tensile test. Results showed that a third of the treatments led to an increase of the median weight with a maximum of 8.3%, however, the samples with the best surface quality did not change. The median strength increase was 12.5% and the largest decrease was 8.8%. The median stiffness decreased 3.6% in one set and increased in three others up to 13.6%. When 3D printing PLA medical tools, surface porosity must be minimized to prevent transfer of disinfectants to people. The wide variability of mechanical properties due to 3D printing itself and as a consequence of disinfection must be considered when designing medical tools by selecting appropriate printer settings. If these conditions are met, reusing 3D-printed PLA medical tools seems safe from a mechanical point of view.
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Affiliation(s)
- Julie C Fleischer
- BioMechanical Engineering, Delft University of Technology, Delft 2628CD, The Netherlands
| | - Jan C Diehl
- Design for Sustainability, Delft University of Technology
| | - Linda S G L Wauben
- Healthcare Technology, Rotterdam University of Applied Sciences, Rotterdam 3015 GG, The Netherlands; BioMechanical Engineering, Delft University of Technology, Delft 2628CD, The Netherlands
| | - Jenny Dankelman
- BioMechanical Engineering, Delft University of Technology, Delft 2628CD, The Netherlands
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Chen JV, Dang ABC, Lee CS, Dang ABC. 3D printed PLA Army-Navy retractors when used as linear retractors yield clinically acceptable tolerances. 3D Print Med 2019; 5:16. [PMID: 31754879 PMCID: PMC6873412 DOI: 10.1186/s41205-019-0053-z] [Citation(s) in RCA: 13] [Impact Index Per Article: 2.2] [Reference Citation Analysis] [Abstract] [Key Words] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 07/17/2019] [Accepted: 10/24/2019] [Indexed: 02/07/2023] Open
Abstract
BACKGROUND Modern low-cost 3D printing technologies offer the promise of access to surgical tools in resource scarce areas, however optimal designs for manufacturing have not yet been established. We explore how the optimization of 3D printing parameters when manufacturing polylactic acid filament based Army-Navy retractors vastly increases the strength of retractors, and investigate sources of variability in retractor strength, material cost, printing time, and parameter limitations. METHODS Standard retractors were printed from various polylactic acid filament spools intra-manufacturer and inter-manufacturer to measure variability in retractor strength. Printing parameters were systematically varied to determine optimum printing parameters. These parameters include retractor width, thickness, infill percentage, infill geometry, perimeter number, and a reinforced joint design. Estimated retractor mass from computer models allows us to estimate material cost. RESULTS We found statistically significant differences in retractor strength between spools of the same manufacturer and between manufacturers. We determined the true strength optimized retractor to have 30% infill, 3 perimeters, 0.25 in. thickness, 0.75 in. width, and has "Triangle" infill geometry and reinforced joints, failing at more than 15X the threshold for clinically excessive retraction and costs $1.25 USD. CONCLUSIONS The optimization of 3D printed Army-Navy retractors greatly improve the efficacy of this instrument and expedite the adoption of 3D printing technology in many diverse fields in medicine not necessarily limited to resource poor settings.
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Affiliation(s)
- Joshua V. Chen
- Department of Orthopaedic Surgery, University of California, San Francisco, CA USA
| | - Alexis B. C. Dang
- Department of Orthopaedic Surgery, University of California, San Francisco, CA USA
- Department of Surgery, Orthopaedic Section, San Francisco VA Health Center, San Francisco, CA USA
| | - Carlin S. Lee
- Department of Orthopaedic Surgery, University of California, San Francisco, CA USA
| | - Alan B. C. Dang
- Department of Orthopaedic Surgery, University of California, San Francisco, CA USA
- Department of Surgery, Orthopaedic Section, San Francisco VA Health Center, San Francisco, CA USA
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Abstract
Many laboratories utilize different types of opto-mechanical positioning devices in their experiments. Such devices include lateral stages, which provide 1-dimenstional translational movement, 3-dimensional translation stages, and laboratory jacks, which provide a convenient way of changing the vertical position of a sample. Recent advances in and affordability of 3-D printing have opened up a variety of possibilities, not only providing versatile and custom-designed laboratory equipment but also reducing the cost of constructing typical laboratory opto-mechanical positioning stages. Here, we present the possibility of printing typical linear stages, thereby constructing a full XYZ stage. In addition, a vertical laboratory jack, which utilizes a scissor format, has also been printed using polylactic acid (PLA) filament. The design of these systems required modeling the strength of material to estimate the deflection, which was conducted by finite element analysis. The effectiveness of the proposed 3-D-printed positioning devices was tested by measuring the stroke and the repeatability. As an example of application, a multispectral reflection imaging device was constructed with the help of 3-D-printed linear stages and a laboratory scissor jack.
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Abstract
A recent paper, entitled "Validation of an effective, low cost, free/open access 3D-printed stethoscope", recently appeared on PLoS One, reports on the validation of a 3D-printed stethoscope that costs about 100 times less than the classic Littman most of us carry in our pockets. The stethoscope model, called Glia, can be downloaded for free. This unusual paper may deepened our understanding of inequalities in health care around the world, but may also show how much we can learn from the inventive approaches employed by colleagues struggling to provide health care when they literally have nothing. Teaching students to monitor heart auscultation with an inexpensive, well-functioning 3D-printed stethoscope can be a lesson in creating a better world. Furthermore, the article reminds that good research can be done without sponsorship. The study design is clear; the methods are reproducible; validation is up to us. At a time in which we may have to re-think our complex relationship with the medical industry, this paper underlines the importance of intellectual independence. Will the 3D-printer bring a wind of innovation to our practice? Will it contribute to the development of low-cost artificial kidneys? These are good questions, still without answers. For now, we might limit to one first, basic question: are we ready for 3D thinking?
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Affiliation(s)
- Giorgina Barbara Piccoli
- Nephrology, Centre Hospitalier Le Mans, Avenue Roubillard 194, 72000, Le Mans, France.
- Dipartimento di Scienze Cliniche e Biologiche, Università di Torino, Torino, Italy.
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