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Chen C, Granados A, Brodie JF, Kays R, Davies TJ, Liu R, Fisher JT, Ahumada J, McShea W, Sheil D, Mohd-Azlan J, Agwanda B, Andrianarisoa MH, Appleton RD, Bitariho R, Espinosa S, Grigione MM, Helgen KM, Hubbard A, Hurtado CM, Jansen PA, Jiang X, Jones A, Kalies EL, Kiebou-Opepa C, Li X, Lima MGM, Meyer E, Miller AB, Murphy T, Piana R, Quan RC, Rota CT, Rovero F, Santos F, Schuttler S, Uduman A, van Bommel JK, Young H, Burton AC. Combining camera trap surveys and IUCN range maps to improve knowledge of species distributions. Conserv Biol 2023:e14221. [PMID: 37937455 DOI: 10.1111/cobi.14221] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [Grants] [Track Full Text] [Subscribe] [Scholar Register] [Received: 12/05/2022] [Revised: 10/05/2023] [Accepted: 10/31/2023] [Indexed: 11/09/2023]
Abstract
Reliable maps of species distributions are fundamental for biodiversity research and conservation. The International Union for Conservation of Nature (IUCN) range maps are widely recognized as authoritative representations of species' geographic limits, yet they might not always align with actual occurrence data. In recent area of habitat (AOH) maps, areas that are not habitat have been removed from IUCN ranges to reduce commission errors, but their concordance with actual species occurrence also remains untested. We tested concordance between occurrences recorded in camera trap surveys and predicted occurrences from the IUCN and AOH maps for 510 medium- to large-bodied mammalian species in 80 camera trap sampling areas. Across all areas, cameras detected only 39% of species expected to occur based on IUCN ranges and AOH maps; 85% of the IUCN only mismatches occurred within 200 km of range edges. Only 4% of species occurrences were detected by cameras outside IUCN ranges. The probability of mismatches between cameras and the IUCN range was significantly higher for smaller-bodied mammals and habitat specialists in the Neotropics and Indomalaya and in areas with shorter canopy forests. Our findings suggest that range and AOH maps rarely underrepresent areas where species occur, but they may more often overrepresent ranges by including areas where a species may be absent, particularly at range edges. We suggest that combining range maps with data from ground-based biodiversity sensors, such as camera traps, provides a richer knowledge base for conservation mapping and planning.
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Affiliation(s)
- Cheng Chen
- Department of Forest Resources Management, University of British Columbia, Vancouver, British Columbia, Canada
- Biodiversity Research Centre, University of British Columbia, Vancouver, British Columbia, Canada
| | - Alys Granados
- Department of Forest Resources Management, University of British Columbia, Vancouver, British Columbia, Canada
- Biodiversity Research Centre, University of British Columbia, Vancouver, British Columbia, Canada
- Felidae Conservation Fund, Mill Valley, California, USA
| | - Jedediah F Brodie
- Division of Biological Sciences and Wildlife Biology Program, University of Montana, Missoula, Montana, USA
| | - Roland Kays
- North Carolina Museum of Natural Sciences, Raleigh, North Carolina, USA
- Department of Forestry and Environmental Resources, North Carolina State University, Raleigh, North Carolina, USA
| | - T Jonathan Davies
- Biodiversity Research Centre, University of British Columbia, Vancouver, British Columbia, Canada
- Department of Botany, University of British Columbia, Vancouver, British Columbia, Canada
- Department of Forest and Conservation Sciences, University of British Columbia, Vancouver, British Columbia, Canada
| | - Runzhe Liu
- Department of Forest Resources Management, University of British Columbia, Vancouver, British Columbia, Canada
- Biology Department, Lund University, Lund, Sweden
| | - Jason T Fisher
- School of Environmental Studies, University of Victoria, Victoria, British Columbia, Canada
| | - Jorge Ahumada
- Moore Center for Science, Conservation International, Arlington, Virginia, USA
| | - William McShea
- Conservation Ecology Center, Smithsonian's National Zoo & Conservation Biology Institute, Front Royal, Virginia, USA
| | - Douglas Sheil
- Forest Ecology and Forest Management Group, Wageningen University & Research, Wageningen, The Netherlands
- Department of Ecology and Natural Resource Management, Norwegian University of Life Sciences, Akershus, Norway
- Center for International Forestry Research, Bogor, Indonesia
| | - Jayasilan Mohd-Azlan
- Institute of Biodiversity and Environmental Conservation, Universiti Malaysia Sarawak, Kota Samarahan, Malaysia
| | | | | | - Robyn D Appleton
- Department of Forest and Conservation Sciences, University of British Columbia, Vancouver, British Columbia, Canada
- Spectacled Bear Conservation Society Peru, Lambayeque, Peru
| | - Robert Bitariho
- Institute of Tropical Forest Conservation, Mbarara University of Science and Technology, Mbarara, Uganda
| | - Santiago Espinosa
- Facultad de Ciencias, Universidad Autónoma de San Luis Potosí, San Luis Potosí, México
- Escuela de Ciencias Biológicas, Pontificia Universidad Católica del Ecuador, Quito, Ecuador
| | | | - Kristofer M Helgen
- Australian Museum Research Institute, Australian Museum, Sydney, New South Wales, Australia
| | - Andy Hubbard
- National Park Service, Sonoran Desert Network, Tucson, Arizona, USA
| | - Cindy M Hurtado
- Department of Forest Resources Management, University of British Columbia, Vancouver, British Columbia, Canada
- Biodiversity Research Centre, University of British Columbia, Vancouver, British Columbia, Canada
| | - Patrick A Jansen
- Wildlife Ecology and Conservation Group, Wageningen University & Research, Wageningen, The Netherlands
- Smithsonian Tropical Research Institute, Panamá, República de Panamá
| | - Xuelong Jiang
- State Key Laboratory of Genetic Resources and Evolution, Kunming Institute of Zoology, Chinese Academy of Sciences, Kunming, China
| | - Alex Jones
- Campus Natural Reserves, University of California, Santa Cruz, Santa Cruz, California, USA
| | | | | | - Xueyou Li
- State Key Laboratory of Genetic Resources and Evolution, Kunming Institute of Zoology, Chinese Academy of Sciences, Kunming, China
| | | | - Erik Meyer
- Sequoia & Kings Canyon National Parks, Three Rivers, California, USA
| | - Anna B Miller
- Department of Environment and Society, Institute of Outdoor Recreation and Tourism, Utah State University, Logan, Utah, USA
| | - Thomas Murphy
- Department of Anthropology, Edmonds College, Lynwood, Washington, USA
| | - Renzo Piana
- Spectacled Bear Conservation Society Peru, Lambayeque, Peru
| | - Rui-Chang Quan
- Center for Integrative Conservation, Xishuangbanna Tropical Botanical Garden, Chinese Academy of Sciences, Mengla, China
| | - Christopher T Rota
- Division of Forestry and Natural Resources, West Virginia University, Morgantown, West Virginia, USA
| | - Francesco Rovero
- Department of Biology, University of Florence, Trento, Italy
- MUSE - Museo delle Scienze, Trento, Italy
| | | | | | - Aisha Uduman
- Department of Forest Resources Management, University of British Columbia, Vancouver, British Columbia, Canada
- Biodiversity Research Centre, University of British Columbia, Vancouver, British Columbia, Canada
| | - Joanna Klees van Bommel
- Department of Forest Resources Management, University of British Columbia, Vancouver, British Columbia, Canada
- Biodiversity Research Centre, University of British Columbia, Vancouver, British Columbia, Canada
| | - Hilary Young
- Department of Ecology, Evolution and Marine Biology, University of California, Santa Barbara, California, USA
| | - A Cole Burton
- Department of Forest Resources Management, University of British Columbia, Vancouver, British Columbia, Canada
- Biodiversity Research Centre, University of British Columbia, Vancouver, British Columbia, Canada
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13
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Macaron G, Moss BP, Li H, Baldassari LE, Rao SM, Schindler D, Alberts JL, Weber M, Ayers M, Bethoux F, Boissy A, Chizmadia D, Conway DS, Fink C, Fox RJ, Gales S, Green B, Hara-Cleaver C, Jordan N, Mahajan KR, McGinley MP, Miller DM, Namey M, Rae-Grant A, Rensel M, Young H, Willis MA, Ontaneda D, Cohen JA, Bermel RA. Technology-enabled assessments to enhance multiple sclerosis clinical care and research. Neurol Clin Pract 2020; 10:222-231. [PMID: 32642324 PMCID: PMC7292568 DOI: 10.1212/cpj.0000000000000710] [Citation(s) in RCA: 7] [Impact Index Per Article: 1.8] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 03/13/2019] [Accepted: 06/19/2019] [Indexed: 11/15/2022]
Abstract
BACKGROUND Comprehensive and efficient assessments are necessary for clinical care and research in chronic diseases. Our objective was to assess the implementation of a technology-enabled tool in MS practice. METHOD We analyzed prospectively collected longitudinal data from routine multiple sclerosis (MS) visits between September 2015 and May 2018. The MS Performance Test, comprising patient-reported outcome measures (PROMs) and neuroperformance tests (NPTs) self-administered using a tablet, was integrated into routine care. Descriptive statistics, Spearman correlations, and linear mixed-effect models were used to examine the implementation process and relationship between patient characteristics and completion of assessments. RESULTS A total of 8022 follow-up visits from 4199 patients (median age 49.9 [40.2-58.8] years, 32.1% progressive course, and median disease duration 13.6 [5.9-22.3] years) were analyzed. By the end of integration, the tablet version of the Timed 25-Foot Walk was obtained in 89.0% of patients and the 9-Hole Peg Test in 94.8% compared with 74.2% and 64.3%, respectively before implementation. The greatest increase in data capture occurred in processing speed and low-contrast acuity assessments (0% prior vs 78.4% and 36.7%, respectively, following implementation). Four PROMs were administered in 41%-98% of patients compared with a single depression questionnaire with a previous capture rate of 70.6%. Completion rates and time required to complete each NPT improved with subsequent visits. Younger age and lower disability scores were associated with shorter completion time and higher completion rates. CONCLUSIONS Integration of technology-enabled data capture in routine clinical practice allows acquisition of comprehensive standardized data for use in patient care and clinical research.
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Affiliation(s)
- Gabrielle Macaron
- Mellen Center for Multiple Sclerosis (GM, BPM, LEB, MW, MA, FB, AB, DC, DSC, CF, RJF, SG, BG, CH-C, KRM, MPM, DMM, MN, AR-G, MR, HY, MAW, DO, JAC, RAB), Neurological Institute, Cleveland Clinic Foundation; Department of Quantitative Health Sciences (HL), Cleveland Clinic; Schey Center for Cognitive Neuroimaging (SMR), Lou Ruvo Center for Brain Health, Neurological Institute, Cleveland Clinic Foundation; Department of Biomedical Engineering (DS, JLA), Lerner Research Institute, Cleveland Clinic Foundation, OH; and Epic Systems Corporation (NJ), Verona, WI
| | - Brandon P Moss
- Mellen Center for Multiple Sclerosis (GM, BPM, LEB, MW, MA, FB, AB, DC, DSC, CF, RJF, SG, BG, CH-C, KRM, MPM, DMM, MN, AR-G, MR, HY, MAW, DO, JAC, RAB), Neurological Institute, Cleveland Clinic Foundation; Department of Quantitative Health Sciences (HL), Cleveland Clinic; Schey Center for Cognitive Neuroimaging (SMR), Lou Ruvo Center for Brain Health, Neurological Institute, Cleveland Clinic Foundation; Department of Biomedical Engineering (DS, JLA), Lerner Research Institute, Cleveland Clinic Foundation, OH; and Epic Systems Corporation (NJ), Verona, WI
| | - Hong Li
- Mellen Center for Multiple Sclerosis (GM, BPM, LEB, MW, MA, FB, AB, DC, DSC, CF, RJF, SG, BG, CH-C, KRM, MPM, DMM, MN, AR-G, MR, HY, MAW, DO, JAC, RAB), Neurological Institute, Cleveland Clinic Foundation; Department of Quantitative Health Sciences (HL), Cleveland Clinic; Schey Center for Cognitive Neuroimaging (SMR), Lou Ruvo Center for Brain Health, Neurological Institute, Cleveland Clinic Foundation; Department of Biomedical Engineering (DS, JLA), Lerner Research Institute, Cleveland Clinic Foundation, OH; and Epic Systems Corporation (NJ), Verona, WI
| | - Laura E Baldassari
- Mellen Center for Multiple Sclerosis (GM, BPM, LEB, MW, MA, FB, AB, DC, DSC, CF, RJF, SG, BG, CH-C, KRM, MPM, DMM, MN, AR-G, MR, HY, MAW, DO, JAC, RAB), Neurological Institute, Cleveland Clinic Foundation; Department of Quantitative Health Sciences (HL), Cleveland Clinic; Schey Center for Cognitive Neuroimaging (SMR), Lou Ruvo Center for Brain Health, Neurological Institute, Cleveland Clinic Foundation; Department of Biomedical Engineering (DS, JLA), Lerner Research Institute, Cleveland Clinic Foundation, OH; and Epic Systems Corporation (NJ), Verona, WI
| | - Stephen M Rao
- Mellen Center for Multiple Sclerosis (GM, BPM, LEB, MW, MA, FB, AB, DC, DSC, CF, RJF, SG, BG, CH-C, KRM, MPM, DMM, MN, AR-G, MR, HY, MAW, DO, JAC, RAB), Neurological Institute, Cleveland Clinic Foundation; Department of Quantitative Health Sciences (HL), Cleveland Clinic; Schey Center for Cognitive Neuroimaging (SMR), Lou Ruvo Center for Brain Health, Neurological Institute, Cleveland Clinic Foundation; Department of Biomedical Engineering (DS, JLA), Lerner Research Institute, Cleveland Clinic Foundation, OH; and Epic Systems Corporation (NJ), Verona, WI
| | - David Schindler
- Mellen Center for Multiple Sclerosis (GM, BPM, LEB, MW, MA, FB, AB, DC, DSC, CF, RJF, SG, BG, CH-C, KRM, MPM, DMM, MN, AR-G, MR, HY, MAW, DO, JAC, RAB), Neurological Institute, Cleveland Clinic Foundation; Department of Quantitative Health Sciences (HL), Cleveland Clinic; Schey Center for Cognitive Neuroimaging (SMR), Lou Ruvo Center for Brain Health, Neurological Institute, Cleveland Clinic Foundation; Department of Biomedical Engineering (DS, JLA), Lerner Research Institute, Cleveland Clinic Foundation, OH; and Epic Systems Corporation (NJ), Verona, WI
| | - Jay L Alberts
- Mellen Center for Multiple Sclerosis (GM, BPM, LEB, MW, MA, FB, AB, DC, DSC, CF, RJF, SG, BG, CH-C, KRM, MPM, DMM, MN, AR-G, MR, HY, MAW, DO, JAC, RAB), Neurological Institute, Cleveland Clinic Foundation; Department of Quantitative Health Sciences (HL), Cleveland Clinic; Schey Center for Cognitive Neuroimaging (SMR), Lou Ruvo Center for Brain Health, Neurological Institute, Cleveland Clinic Foundation; Department of Biomedical Engineering (DS, JLA), Lerner Research Institute, Cleveland Clinic Foundation, OH; and Epic Systems Corporation (NJ), Verona, WI
| | - Malory Weber
- Mellen Center for Multiple Sclerosis (GM, BPM, LEB, MW, MA, FB, AB, DC, DSC, CF, RJF, SG, BG, CH-C, KRM, MPM, DMM, MN, AR-G, MR, HY, MAW, DO, JAC, RAB), Neurological Institute, Cleveland Clinic Foundation; Department of Quantitative Health Sciences (HL), Cleveland Clinic; Schey Center for Cognitive Neuroimaging (SMR), Lou Ruvo Center for Brain Health, Neurological Institute, Cleveland Clinic Foundation; Department of Biomedical Engineering (DS, JLA), Lerner Research Institute, Cleveland Clinic Foundation, OH; and Epic Systems Corporation (NJ), Verona, WI
| | - Malissa Ayers
- Mellen Center for Multiple Sclerosis (GM, BPM, LEB, MW, MA, FB, AB, DC, DSC, CF, RJF, SG, BG, CH-C, KRM, MPM, DMM, MN, AR-G, MR, HY, MAW, DO, JAC, RAB), Neurological Institute, Cleveland Clinic Foundation; Department of Quantitative Health Sciences (HL), Cleveland Clinic; Schey Center for Cognitive Neuroimaging (SMR), Lou Ruvo Center for Brain Health, Neurological Institute, Cleveland Clinic Foundation; Department of Biomedical Engineering (DS, JLA), Lerner Research Institute, Cleveland Clinic Foundation, OH; and Epic Systems Corporation (NJ), Verona, WI
| | - François Bethoux
- Mellen Center for Multiple Sclerosis (GM, BPM, LEB, MW, MA, FB, AB, DC, DSC, CF, RJF, SG, BG, CH-C, KRM, MPM, DMM, MN, AR-G, MR, HY, MAW, DO, JAC, RAB), Neurological Institute, Cleveland Clinic Foundation; Department of Quantitative Health Sciences (HL), Cleveland Clinic; Schey Center for Cognitive Neuroimaging (SMR), Lou Ruvo Center for Brain Health, Neurological Institute, Cleveland Clinic Foundation; Department of Biomedical Engineering (DS, JLA), Lerner Research Institute, Cleveland Clinic Foundation, OH; and Epic Systems Corporation (NJ), Verona, WI
| | - Adrienne Boissy
- Mellen Center for Multiple Sclerosis (GM, BPM, LEB, MW, MA, FB, AB, DC, DSC, CF, RJF, SG, BG, CH-C, KRM, MPM, DMM, MN, AR-G, MR, HY, MAW, DO, JAC, RAB), Neurological Institute, Cleveland Clinic Foundation; Department of Quantitative Health Sciences (HL), Cleveland Clinic; Schey Center for Cognitive Neuroimaging (SMR), Lou Ruvo Center for Brain Health, Neurological Institute, Cleveland Clinic Foundation; Department of Biomedical Engineering (DS, JLA), Lerner Research Institute, Cleveland Clinic Foundation, OH; and Epic Systems Corporation (NJ), Verona, WI
| | - Desiree Chizmadia
- Mellen Center for Multiple Sclerosis (GM, BPM, LEB, MW, MA, FB, AB, DC, DSC, CF, RJF, SG, BG, CH-C, KRM, MPM, DMM, MN, AR-G, MR, HY, MAW, DO, JAC, RAB), Neurological Institute, Cleveland Clinic Foundation; Department of Quantitative Health Sciences (HL), Cleveland Clinic; Schey Center for Cognitive Neuroimaging (SMR), Lou Ruvo Center for Brain Health, Neurological Institute, Cleveland Clinic Foundation; Department of Biomedical Engineering (DS, JLA), Lerner Research Institute, Cleveland Clinic Foundation, OH; and Epic Systems Corporation (NJ), Verona, WI
| | - Devon S Conway
- Mellen Center for Multiple Sclerosis (GM, BPM, LEB, MW, MA, FB, AB, DC, DSC, CF, RJF, SG, BG, CH-C, KRM, MPM, DMM, MN, AR-G, MR, HY, MAW, DO, JAC, RAB), Neurological Institute, Cleveland Clinic Foundation; Department of Quantitative Health Sciences (HL), Cleveland Clinic; Schey Center for Cognitive Neuroimaging (SMR), Lou Ruvo Center for Brain Health, Neurological Institute, Cleveland Clinic Foundation; Department of Biomedical Engineering (DS, JLA), Lerner Research Institute, Cleveland Clinic Foundation, OH; and Epic Systems Corporation (NJ), Verona, WI
| | - Charlene Fink
- Mellen Center for Multiple Sclerosis (GM, BPM, LEB, MW, MA, FB, AB, DC, DSC, CF, RJF, SG, BG, CH-C, KRM, MPM, DMM, MN, AR-G, MR, HY, MAW, DO, JAC, RAB), Neurological Institute, Cleveland Clinic Foundation; Department of Quantitative Health Sciences (HL), Cleveland Clinic; Schey Center for Cognitive Neuroimaging (SMR), Lou Ruvo Center for Brain Health, Neurological Institute, Cleveland Clinic Foundation; Department of Biomedical Engineering (DS, JLA), Lerner Research Institute, Cleveland Clinic Foundation, OH; and Epic Systems Corporation (NJ), Verona, WI
| | - Robert J Fox
- Mellen Center for Multiple Sclerosis (GM, BPM, LEB, MW, MA, FB, AB, DC, DSC, CF, RJF, SG, BG, CH-C, KRM, MPM, DMM, MN, AR-G, MR, HY, MAW, DO, JAC, RAB), Neurological Institute, Cleveland Clinic Foundation; Department of Quantitative Health Sciences (HL), Cleveland Clinic; Schey Center for Cognitive Neuroimaging (SMR), Lou Ruvo Center for Brain Health, Neurological Institute, Cleveland Clinic Foundation; Department of Biomedical Engineering (DS, JLA), Lerner Research Institute, Cleveland Clinic Foundation, OH; and Epic Systems Corporation (NJ), Verona, WI
| | - Shauna Gales
- Mellen Center for Multiple Sclerosis (GM, BPM, LEB, MW, MA, FB, AB, DC, DSC, CF, RJF, SG, BG, CH-C, KRM, MPM, DMM, MN, AR-G, MR, HY, MAW, DO, JAC, RAB), Neurological Institute, Cleveland Clinic Foundation; Department of Quantitative Health Sciences (HL), Cleveland Clinic; Schey Center for Cognitive Neuroimaging (SMR), Lou Ruvo Center for Brain Health, Neurological Institute, Cleveland Clinic Foundation; Department of Biomedical Engineering (DS, JLA), Lerner Research Institute, Cleveland Clinic Foundation, OH; and Epic Systems Corporation (NJ), Verona, WI
| | - Bethany Green
- Mellen Center for Multiple Sclerosis (GM, BPM, LEB, MW, MA, FB, AB, DC, DSC, CF, RJF, SG, BG, CH-C, KRM, MPM, DMM, MN, AR-G, MR, HY, MAW, DO, JAC, RAB), Neurological Institute, Cleveland Clinic Foundation; Department of Quantitative Health Sciences (HL), Cleveland Clinic; Schey Center for Cognitive Neuroimaging (SMR), Lou Ruvo Center for Brain Health, Neurological Institute, Cleveland Clinic Foundation; Department of Biomedical Engineering (DS, JLA), Lerner Research Institute, Cleveland Clinic Foundation, OH; and Epic Systems Corporation (NJ), Verona, WI
| | - Claire Hara-Cleaver
- Mellen Center for Multiple Sclerosis (GM, BPM, LEB, MW, MA, FB, AB, DC, DSC, CF, RJF, SG, BG, CH-C, KRM, MPM, DMM, MN, AR-G, MR, HY, MAW, DO, JAC, RAB), Neurological Institute, Cleveland Clinic Foundation; Department of Quantitative Health Sciences (HL), Cleveland Clinic; Schey Center for Cognitive Neuroimaging (SMR), Lou Ruvo Center for Brain Health, Neurological Institute, Cleveland Clinic Foundation; Department of Biomedical Engineering (DS, JLA), Lerner Research Institute, Cleveland Clinic Foundation, OH; and Epic Systems Corporation (NJ), Verona, WI
| | - Neal Jordan
- Mellen Center for Multiple Sclerosis (GM, BPM, LEB, MW, MA, FB, AB, DC, DSC, CF, RJF, SG, BG, CH-C, KRM, MPM, DMM, MN, AR-G, MR, HY, MAW, DO, JAC, RAB), Neurological Institute, Cleveland Clinic Foundation; Department of Quantitative Health Sciences (HL), Cleveland Clinic; Schey Center for Cognitive Neuroimaging (SMR), Lou Ruvo Center for Brain Health, Neurological Institute, Cleveland Clinic Foundation; Department of Biomedical Engineering (DS, JLA), Lerner Research Institute, Cleveland Clinic Foundation, OH; and Epic Systems Corporation (NJ), Verona, WI
| | - Kedar R Mahajan
- Mellen Center for Multiple Sclerosis (GM, BPM, LEB, MW, MA, FB, AB, DC, DSC, CF, RJF, SG, BG, CH-C, KRM, MPM, DMM, MN, AR-G, MR, HY, MAW, DO, JAC, RAB), Neurological Institute, Cleveland Clinic Foundation; Department of Quantitative Health Sciences (HL), Cleveland Clinic; Schey Center for Cognitive Neuroimaging (SMR), Lou Ruvo Center for Brain Health, Neurological Institute, Cleveland Clinic Foundation; Department of Biomedical Engineering (DS, JLA), Lerner Research Institute, Cleveland Clinic Foundation, OH; and Epic Systems Corporation (NJ), Verona, WI
| | - Marisa P McGinley
- Mellen Center for Multiple Sclerosis (GM, BPM, LEB, MW, MA, FB, AB, DC, DSC, CF, RJF, SG, BG, CH-C, KRM, MPM, DMM, MN, AR-G, MR, HY, MAW, DO, JAC, RAB), Neurological Institute, Cleveland Clinic Foundation; Department of Quantitative Health Sciences (HL), Cleveland Clinic; Schey Center for Cognitive Neuroimaging (SMR), Lou Ruvo Center for Brain Health, Neurological Institute, Cleveland Clinic Foundation; Department of Biomedical Engineering (DS, JLA), Lerner Research Institute, Cleveland Clinic Foundation, OH; and Epic Systems Corporation (NJ), Verona, WI
| | - Deborah M Miller
- Mellen Center for Multiple Sclerosis (GM, BPM, LEB, MW, MA, FB, AB, DC, DSC, CF, RJF, SG, BG, CH-C, KRM, MPM, DMM, MN, AR-G, MR, HY, MAW, DO, JAC, RAB), Neurological Institute, Cleveland Clinic Foundation; Department of Quantitative Health Sciences (HL), Cleveland Clinic; Schey Center for Cognitive Neuroimaging (SMR), Lou Ruvo Center for Brain Health, Neurological Institute, Cleveland Clinic Foundation; Department of Biomedical Engineering (DS, JLA), Lerner Research Institute, Cleveland Clinic Foundation, OH; and Epic Systems Corporation (NJ), Verona, WI
| | - Marie Namey
- Mellen Center for Multiple Sclerosis (GM, BPM, LEB, MW, MA, FB, AB, DC, DSC, CF, RJF, SG, BG, CH-C, KRM, MPM, DMM, MN, AR-G, MR, HY, MAW, DO, JAC, RAB), Neurological Institute, Cleveland Clinic Foundation; Department of Quantitative Health Sciences (HL), Cleveland Clinic; Schey Center for Cognitive Neuroimaging (SMR), Lou Ruvo Center for Brain Health, Neurological Institute, Cleveland Clinic Foundation; Department of Biomedical Engineering (DS, JLA), Lerner Research Institute, Cleveland Clinic Foundation, OH; and Epic Systems Corporation (NJ), Verona, WI
| | - Alexander Rae-Grant
- Mellen Center for Multiple Sclerosis (GM, BPM, LEB, MW, MA, FB, AB, DC, DSC, CF, RJF, SG, BG, CH-C, KRM, MPM, DMM, MN, AR-G, MR, HY, MAW, DO, JAC, RAB), Neurological Institute, Cleveland Clinic Foundation; Department of Quantitative Health Sciences (HL), Cleveland Clinic; Schey Center for Cognitive Neuroimaging (SMR), Lou Ruvo Center for Brain Health, Neurological Institute, Cleveland Clinic Foundation; Department of Biomedical Engineering (DS, JLA), Lerner Research Institute, Cleveland Clinic Foundation, OH; and Epic Systems Corporation (NJ), Verona, WI
| | - Mary Rensel
- Mellen Center for Multiple Sclerosis (GM, BPM, LEB, MW, MA, FB, AB, DC, DSC, CF, RJF, SG, BG, CH-C, KRM, MPM, DMM, MN, AR-G, MR, HY, MAW, DO, JAC, RAB), Neurological Institute, Cleveland Clinic Foundation; Department of Quantitative Health Sciences (HL), Cleveland Clinic; Schey Center for Cognitive Neuroimaging (SMR), Lou Ruvo Center for Brain Health, Neurological Institute, Cleveland Clinic Foundation; Department of Biomedical Engineering (DS, JLA), Lerner Research Institute, Cleveland Clinic Foundation, OH; and Epic Systems Corporation (NJ), Verona, WI
| | - Hilary Young
- Mellen Center for Multiple Sclerosis (GM, BPM, LEB, MW, MA, FB, AB, DC, DSC, CF, RJF, SG, BG, CH-C, KRM, MPM, DMM, MN, AR-G, MR, HY, MAW, DO, JAC, RAB), Neurological Institute, Cleveland Clinic Foundation; Department of Quantitative Health Sciences (HL), Cleveland Clinic; Schey Center for Cognitive Neuroimaging (SMR), Lou Ruvo Center for Brain Health, Neurological Institute, Cleveland Clinic Foundation; Department of Biomedical Engineering (DS, JLA), Lerner Research Institute, Cleveland Clinic Foundation, OH; and Epic Systems Corporation (NJ), Verona, WI
| | - Mary A Willis
- Mellen Center for Multiple Sclerosis (GM, BPM, LEB, MW, MA, FB, AB, DC, DSC, CF, RJF, SG, BG, CH-C, KRM, MPM, DMM, MN, AR-G, MR, HY, MAW, DO, JAC, RAB), Neurological Institute, Cleveland Clinic Foundation; Department of Quantitative Health Sciences (HL), Cleveland Clinic; Schey Center for Cognitive Neuroimaging (SMR), Lou Ruvo Center for Brain Health, Neurological Institute, Cleveland Clinic Foundation; Department of Biomedical Engineering (DS, JLA), Lerner Research Institute, Cleveland Clinic Foundation, OH; and Epic Systems Corporation (NJ), Verona, WI
| | - Daniel Ontaneda
- Mellen Center for Multiple Sclerosis (GM, BPM, LEB, MW, MA, FB, AB, DC, DSC, CF, RJF, SG, BG, CH-C, KRM, MPM, DMM, MN, AR-G, MR, HY, MAW, DO, JAC, RAB), Neurological Institute, Cleveland Clinic Foundation; Department of Quantitative Health Sciences (HL), Cleveland Clinic; Schey Center for Cognitive Neuroimaging (SMR), Lou Ruvo Center for Brain Health, Neurological Institute, Cleveland Clinic Foundation; Department of Biomedical Engineering (DS, JLA), Lerner Research Institute, Cleveland Clinic Foundation, OH; and Epic Systems Corporation (NJ), Verona, WI
| | - Jeffrey A Cohen
- Mellen Center for Multiple Sclerosis (GM, BPM, LEB, MW, MA, FB, AB, DC, DSC, CF, RJF, SG, BG, CH-C, KRM, MPM, DMM, MN, AR-G, MR, HY, MAW, DO, JAC, RAB), Neurological Institute, Cleveland Clinic Foundation; Department of Quantitative Health Sciences (HL), Cleveland Clinic; Schey Center for Cognitive Neuroimaging (SMR), Lou Ruvo Center for Brain Health, Neurological Institute, Cleveland Clinic Foundation; Department of Biomedical Engineering (DS, JLA), Lerner Research Institute, Cleveland Clinic Foundation, OH; and Epic Systems Corporation (NJ), Verona, WI
| | - Robert A Bermel
- Mellen Center for Multiple Sclerosis (GM, BPM, LEB, MW, MA, FB, AB, DC, DSC, CF, RJF, SG, BG, CH-C, KRM, MPM, DMM, MN, AR-G, MR, HY, MAW, DO, JAC, RAB), Neurological Institute, Cleveland Clinic Foundation; Department of Quantitative Health Sciences (HL), Cleveland Clinic; Schey Center for Cognitive Neuroimaging (SMR), Lou Ruvo Center for Brain Health, Neurological Institute, Cleveland Clinic Foundation; Department of Biomedical Engineering (DS, JLA), Lerner Research Institute, Cleveland Clinic Foundation, OH; and Epic Systems Corporation (NJ), Verona, WI
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