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137


Real-Time Loosely Coupled 3DMA GNSS/Doppler Measurements Integration Using a Graph Optimization and Its Performance Assessments in Urban Canyons of New York

Ng, Hoi-Fung; Hsu, Li-Ta; Lee, Max Jwo Lem; Feng, Junchi; Naeimi, Tahereh; Beheshti, Mahya; Rizzo, John-Ross
Smart health applications have received significant attention in recent years. Novel applications hold significant promise to overcome many of the inconveniences faced by persons with disabilities throughout daily living. For people with blindness and low vision (BLV), environmental perception is compromised, creating myriad difficulties. Precise localization is still a gap in the field and is critical to safe navigation. Conventional GNSS positioning cannot provide satisfactory performance in urban canyons. 3D mapping-aided (3DMA) GNSS may serve as an urban GNSS solution, since the availability of 3D city models has widely increased. As a result, this study developed a real-time 3DMA GNSS-positioning system based on state-of-the-art 3DMA GNSS algorithms. Shadow matching was integrated with likelihood-based ranging 3DMA GNSS, generating positioning hypothesis candidates. To increase robustness, the 3DMA GNSS solution was then optimized with Doppler measurements using factor graph optimization (FGO) in a loosely-coupled fashion. This study also evaluated positioning performance using an advanced wearable system's recorded data in New York City. The real-time forward-processed FGO can provide a root-mean-square error (RMSE) of about 21 m. The RMSE drops to 16 m when the data is post-processed with FGO in a combined direction. Overall results show that the proposed loosely-coupled 3DMA FGO algorithm can provide a better and more robust positioning performance for the multi-sensor integration approach used by this wearable for persons with BLV.
PMCID:9460112
PMID: 36080991
ISSN: 1424-8220
CID: 5335992

Let's Write a Manuscript - A Primer with Tips & Tricks for Penning an Original Article

Ozcakar, Levent; Rizzo, John-Ross; Franchignoni, Franco; Negrini, Stefano; Frontera, Walter R
A group of international researchers and editors summarize how (promptly and easily) an original manuscript can be written using certain tips and tricks. In other words, the authors guide novice colleagues with minimal experience using simple hints and straightforward advice in scholarly publishing. The main body of an original article is composed of four parts: Introduction, Methods, Results and Discussion (the IMRaD format). We make recommendations about how to write these sections. We also make suggestions regarding the title, abstract, key words, and references. In addition, we underline the importance of carefully reading and following both general recommendations for the conduct, reporting, editing, and publication of scholarly papers. Specific guidelines are reviewed for improving clarity, accuracy and transparency, from protocol registration and ethical approval to submission issues, inclusive of rehabilitation specificities. A thorough review of the mission and instructions of the journals under consideration is critical inclusive of manuscript preparation guidelines such as word limits of main text, limits in number and style of references, tables and figures, format, checklist, and other specific instructions. Finally, each and every sentence should be iteratively revised for grammar, style, and clarity.
PMID: 34297520
ISSN: 1537-7385
CID: 5087842

Evidence-Based Medicine Training in US-based Physiatry Residency Programs

Annaswamy, Thiru M; Rizzo, John-Ross; Schnappinger, Amy; Morgenroth, David C; Engkasan, Julia Patrick; Ilieva, Elena; Arnold, W David; Boninger, Mike; Bean, Allison C; Cirstea, Carmen M; Dicianno, Brad E; Fredericson, Michael; Jayabalan, Prakash; Raghavan, Preeti; Sawaki, Lumy; Suri, Pradeep; Suskauer, Stacy J; Wang, Qing Mei; Hosseini, Maryam; Case, Christina; Whyte, John; Paganoni, Sabrina
ABSTRACT/UNASSIGNED:While the physiatric community increasingly embraces Evidence-Based Medicine (EBM), the current state of EBM training for trainees in physiatry is unclear. The purpose of this article is to report the results of the Association of Academic Physiatrists (AAP)'s surveys of physiatry residency programs in the United States (US), to discuss the implications of their findings, and to better delineate the 'baseline' upon which sound and clear recommendations for systematic EBM training can be made. The two AAP surveys of US physiatry residency programs reveal that most survey respondents report that they include EBM training in their programs that covers the five recommended steps of EBM core competencies. However, while most respondents reported using traditional pedagogical methods of training such as journal club, very few reported that their EBM training used a structured and systematic approach. Future work is needed to support and facilitate physiatry residency programs interested in adopting structured EBM training curricula that include recommended EBM core-competencies and the evaluation of their impact.
PMID: 33852491
ISSN: 1537-7385
CID: 4871172

The MICK (Mobile integrated cognitive kit) app: Digital rapid automatized naming for visual assessment across the spectrum of neurological disorders

Park, George; Balcer, Marc J; Hasanaj, Lisena; Joseph, Binu; Kenney, Rachel; Hudson, Todd; Rizzo, John-Ross; Rucker, Janet C; Galetta, Steven L; Balcer, Laura J; Grossman, Scott N
OBJECTIVE:Rapid automatized naming (RAN) tasks have been utilized for decades to evaluate neurological conditions. Time scores for the Mobile Universal Lexicon Evaluation System (MULES, rapid picture naming) and Staggered Uneven Number (SUN, rapid number naming) are prolonged (worse) with concussion, mild cognitive impairment, multiple sclerosis and Parkinson's disease. The purpose of this investigation was to compare paper/pencil versions of MULES and SUN with a new digitized format, the MICK app. METHODS:Participants (healthy office-based volunteers, professional women's hockey players), completed two trials of the MULES and SUN tests on both platforms (tablet, paper/pencil). The order of presentation of the testing platforms was randomized. Between-platform variability was calculated using the two-way random-effects intraclass correlation coefficient (ICC). RESULTS:Among 59 participants (median age 32, range 22-83), no significant differences were observed for comparisons of mean best scores for the paper/pencil versus MICK app platforms, counterbalanced for order of administration (P = 0.45 for MULES, P = 0.50 for SUN, linear regression). ICCs for agreement between the MICK and paper/pencil tests were 0.92 (95% CI 0.86, 0.95) for MULES and 0.94 (95% CI 0.89, 0.96) for SUN, representing excellent levels of agreement. Inter-platform differences did not vary systematically across the range of average best time score for either test. CONCLUSION/CONCLUSIONS:The MICK app for digital administration of MULES and SUN demonstrates excellent agreement of time scores with paper/pencil testing. The computerized app allows for greater accessibility and scalability in neurological diseases, inclusive of remote monitoring. Sideline testing for sports-related concussion may also benefit from this technology.
PMID: 35038658
ISSN: 1878-5883
CID: 5131412

A virtual reality platform to simulate orientation and mobility training for the visually impaired

Ricci, Fabiana Sofia; Boldini, Alain; Beheshti, Mahya; Rizzo, John Ross; Porfiri, Maurizio
Blindness and low vision are an urgent, steadily increasing public health concern. One of the most dramatic consequences of the debilitating conditions that cause visual impairment (VI) is the loss of mobility. Immobility is a grave impediment to quality of life. Orientation and mobility (O&M) training is a profession specific to VI that teaches safe, efficient, and effective travel skills to persons of all ages and in all types of environments. However, the lack of standardized best practices for objective assessment of performance and the exposure of trainees to harm during training are key hurdles for O&M education success. To partially mitigate these drawbacks, we propose a virtual reality platform that can support O&M trainers in the evaluation and refinement of O&M practice, help O&M trainees learn new O&M techniques in a completely safe, yet realistic, environment, and raise awareness for VI in the general public. The proposed platform is tested with a proof-of-concept experiment that evaluates the clinical utility of a custom VI simulation, the immersivity of the virtual reality experience"”a crucial attribute for training and educational purposes"”and participants"™ disability awareness and gained knowledge about the challenges faced by persons with VI in their daily life. The first concept is tested by assessing participants"™ performance in virtual reality-based wayfinding tasks while the second and third are tested through a series of dedicated questionnaires.
SCOPUS:85138042624
ISSN: 1359-4338
CID: 5330872

Learning to use electronic travel AIDS for visually impaired in virtual reality

Chapter by: Ricci, Fabiana Sofia; Boldini, Alain; Rizzo, John Ross; Porfiri, Maurizio
in: Proceedings of SPIE - The International Society for Optical Engineering by
[S.l.] : SPIE, 2022
pp. ?-?
ISBN: 9781510649651
CID: 5315132

Deep Augmentation for Electrode Shift Compensation in Transient High-density sEMG: Towards Application in Neurorobotics

Chapter by: Sun, Tianyun; Libby, Jacqueline; Rizzo, John Ross; Atashzar, S. Farokh
in: IEEE International Conference on Intelligent Robots and Systems by
[S.l.] : Institute of Electrical and Electronics Engineers Inc., 2022
pp. 6148-6153
ISBN: 9781665479271
CID: 5408842

Network-Aware 5G Edge Computing for Object Detection: Augmenting Wearables to “See” More, Farther and Faster

Yuan, Zhongzheng; Azzino, Tommy; Hao, Yu; Lyu, Yixuan; Pei, Haoyang; Boldini, Alain; Mezzavilla, Marco; Beheshti, Mahya; Porfiri, Maurizio; Hudson, Todd; Seiple, William; Fang, Yi; Rangan, Sundeep; Wang, Yao; Rizzo, J. R.
Advanced wearable devices are increasingly incorporating high-resolution multi-camera systems. As state-of-the-art neural networks for processing the resulting image data are computationally demanding, there has been a growing interest in leveraging fifth generation (5G) wireless connectivity and mobile edge computing for offloading this processing closer to end-users. To assess this possibility, this paper presents a detailed simulation and evaluation of 5G wireless offloading for object detection in the case of a powerful, new smart wearable called VIS4ION, for the Blind-and-Visually Impaired (BVI). The current VIS4ION system is an instrumented book-bag with high-resolution cameras, vision processing, and haptic and audio feedback. The paper considers uploading the camera data to a mobile edge server to perform real-time object detection and transmitting the detection results back to the wearable. To determine the video requirements, the paper evaluates the impact of video bit rate and resolution on object detection accuracy and range. A new street scene dataset with labeled objects relevant to BVI navigation is leveraged for analysis. The vision evaluation is combined with a full-stack wireless network simulation to determine the distribution of throughputs and delays with real navigation paths and ray-tracing from new high-resolution 3D models in an urban environment. For comparison, the wireless simulation considers both a standard 4G-Long Term Evolution (LTE) sub-6-GHz carrier and high-rate 5G millimeter-wave (mmWave) carrier. The work thus provides a thorough and detailed assessment of edge computing for object detection with mmWave and sub-6-GHz connectivity in an application with both high bandwidth and low latency requirements.
SCOPUS:85126309496
ISSN: 2169-3536
CID: 5189272

The Utopia of Disability Inclusion in the Rehabilitation Sciences: An Insider's Perspective

Kim, Sonya; Rizzo, John-Ross; Forber-Pratt, Anjali J; Capo-Lugo, Carmen; Heyn, Patricia C
The inclusion of people with disabilities has historically been, and continues to be, challenging work. In the health professions, the practice of inclusion should promote and advance the dissemination of efforts to decrease the impact of societal and physical barriers on the lives of people with disability, as well as promote innovative approaches to effectively foster an inclusive society. In addition to a focus on concepts such as the intact abilities of people with disabilities and the facilitation of community participation, an important shift in inclusion-related research requires listening to the lived experience of individuals with disabilities. Listening to their lived experiences and including the valuable insights gleaned from their insider's perspective can enrich efforts to evaluate clinical and educational programs, define population needs, and set research agendas and rehabilitation goals. Building on seminal work from Tamara Dembo, Beatrice Wright, and Margaret Brown, this communication from the Disability Representation Task Force at the American Congress of Rehabilitation Medicine also explores how healthcare providers living with a disability can make a significant contribution to rehabilitation treatment by analyzing how their own experience applies to clinical practice.
PMID: 36473220
ISSN: 1945-404x
CID: 5381692

'Are They Doing Better In The Clinic Or At Home?': Understanding Clinicians' Needs When Visualizing Wearable Sensor Data Used In Remote Gait Assessments For People With Multiple Sclerosis

Chapter by: Seals, Ayanna; Pilloni, Giuseppina; Kim, Jin; Sanchez, Raul; Rizzo, John Ross; Charvet, Leigh; Nov, Oded; Dove, Graham
in: PROCEEDINGS OF THE 2022 CHI CONFERENCE ON HUMAN FACTORS IN COMPUTING SYSTEMS (CHI\ 22) by
pp. -
ISBN: 978-1-4503-9157-3
CID: 5444592