{"status":"ok","message-type":"work","message-version":"1.0.0","message":{"indexed":{"date-parts":[[2026,8,5]],"date-time":"2026-08-05T06:47:21Z","timestamp":1785912441543,"version":"3.56.0"},"reference-count":66,"publisher":"MDPI AG","issue":"15","license":[{"start":{"date-parts":[[2025,7,25]],"date-time":"2025-07-25T00:00:00Z","timestamp":1753401600000},"content-version":"vor","delay-in-days":0,"URL":"https:\/\/creativecommons.org\/licenses\/by\/4.0\/"}],"funder":[{"name":"National Institutes of Health","award":["R37HD068290"],"award-info":[{"award-number":["R37HD068290"]}]}],"content-domain":{"domain":[],"crossmark-restriction":false},"short-container-title":["Sensors"],"abstract":"<jats:p>Background: Wearable movement sensors can measure upper limb (UL) activity, but single variables may not capture the full picture. This study aimed to replicate prior work identifying five multivariate categories of UL activity performance in people with stroke and controls and expand those findings to other UL conditions. Methods: Demographic, self-report, and wearable sensor-based UL activity performance variables were collected from 324 participants (stroke n = 49, multiple sclerosis n = 19, distal UL fracture n = 40, proximal UL pain n = 55, post-breast cancer n = 23, control n = 138). Principal component (PC) analyses (12, 9, 7, or 5 accelerometry input variables) were followed by cluster analyses and numerous assessments of model fit across multiple subsets of the total sample. Results: Two PCs explained 70\u201390% variance: PC1 (overall UL activity performance) and PC2 (preferred-limb use). A five-variable, five-cluster model was optimal across samples. In comparison to clusters, two PCs and individual accelerometry variables showed higher convergent validity with self-report outcomes of UL activity performance and disability. Conclusions: A five-variable, five-cluster model was replicable and generalizable. Convergent validity data suggest that UL activity performance in daily life may be better conceptualized on a continuum, rather than categorically. These findings highlight a unified, data-driven approach to tracking functional changes across UL conditions and severity of functional deficits.<\/jats:p>","DOI":"10.3390\/s25154618","type":"journal-article","created":{"date-parts":[[2025,7,25]],"date-time":"2025-07-25T14:40:02Z","timestamp":1753454402000},"page":"4618","update-policy":"https:\/\/doi.org\/10.3390\/mdpi_crossmark_policy","source":"Crossref","is-referenced-by-count":6,"title":["Replication of Sensor-Based Categorization of Upper-Limb Performance in Daily Life in People Post Stroke and Generalizability to Other Populations"],"prefix":"10.3390","volume":"25","author":[{"ORCID":"https:\/\/orcid.org\/0000-0002-9152-2917","authenticated-orcid":false,"given":"Chelsea E.","family":"Macpherson","sequence":"first","affiliation":[{"name":"Program in Physical Therapy, Washington University School of Medicine, St. Louis, MO 63110, USA"}],"role":[{"vocabulary":"crossref","role":"author"}]},{"ORCID":"https:\/\/orcid.org\/0000-0001-9091-2764","authenticated-orcid":false,"given":"Marghuretta D.","family":"Bland","sequence":"additional","affiliation":[{"name":"Program in Physical Therapy, Washington University School of Medicine, St. Louis, MO 63110, USA"},{"name":"Department of Neurology, Washington University School of Medicine, St. Louis, MO 63110, USA"},{"name":"Program in Occupational Therapy, Washington University School of Medicine, St. Louis, MO 63110, USA"}],"role":[{"vocabulary":"crossref","role":"author"}]},{"given":"Christine","family":"Gordon","sequence":"additional","affiliation":[{"name":"Program in Physical Therapy, Washington University School of Medicine, St. Louis, MO 63110, USA"}],"role":[{"vocabulary":"crossref","role":"author"}]},{"ORCID":"https:\/\/orcid.org\/0000-0003-3043-6852","authenticated-orcid":false,"given":"Allison E.","family":"Miller","sequence":"additional","affiliation":[{"name":"Program in Physical Therapy, Washington University School of Medicine, St. Louis, MO 63110, USA"}],"role":[{"vocabulary":"crossref","role":"author"}]},{"ORCID":"https:\/\/orcid.org\/0009-0003-6408-8910","authenticated-orcid":false,"given":"Caitlin","family":"Newman","sequence":"additional","affiliation":[{"name":"Shirley Ryan AbilityLab, Chicago, IL 60611, USA"}],"role":[{"vocabulary":"crossref","role":"author"}]},{"ORCID":"https:\/\/orcid.org\/0000-0001-7740-6250","authenticated-orcid":false,"given":"Carey L.","family":"Holleran","sequence":"additional","affiliation":[{"name":"Program in Physical Therapy, Washington University School of Medicine, St. Louis, MO 63110, USA"},{"name":"Department of Neurology, Washington University School of Medicine, St. Louis, MO 63110, USA"}],"role":[{"vocabulary":"crossref","role":"author"}]},{"ORCID":"https:\/\/orcid.org\/0000-0003-1422-2483","authenticated-orcid":false,"given":"Christopher J.","family":"Dy","sequence":"additional","affiliation":[{"name":"Department of Orthopedic Surgery, Washington University School of Medicine, St. Louis, MO 63110, USA"}],"role":[{"vocabulary":"crossref","role":"author"}]},{"ORCID":"https:\/\/orcid.org\/0000-0002-5012-7347","authenticated-orcid":false,"given":"Lindsay","family":"Peterson","sequence":"additional","affiliation":[{"name":"Department of Medicine, Washington University School of Medicine, St. Louis, MO 63110, USA"}],"role":[{"vocabulary":"crossref","role":"author"}]},{"ORCID":"https:\/\/orcid.org\/0000-0002-7643-3887","authenticated-orcid":false,"given":"Keith R.","family":"Lohse","sequence":"additional","affiliation":[{"name":"Program in Physical Therapy, Washington University School of Medicine, St. Louis, MO 63110, USA"},{"name":"Department of Neurology, Washington University School of Medicine, St. Louis, MO 63110, USA"}],"role":[{"vocabulary":"crossref","role":"author"}]},{"ORCID":"https:\/\/orcid.org\/0000-0002-7120-0136","authenticated-orcid":false,"given":"Catherine E.","family":"Lang","sequence":"additional","affiliation":[{"name":"Program in Physical Therapy, Washington University School of Medicine, St. Louis, MO 63110, USA"},{"name":"Department of Neurology, Washington University School of Medicine, St. Louis, MO 63110, USA"},{"name":"Program in Occupational Therapy, Washington University School of Medicine, St. Louis, MO 63110, USA"}],"role":[{"vocabulary":"crossref","role":"author"}]}],"member":"1968","published-online":{"date-parts":[[2025,7,25]]},"reference":[{"key":"ref_1","doi-asserted-by":"crossref","first-page":"552","DOI":"10.1093\/milmed\/163.8.552","article-title":"Occupational upper-extremity-related disability: Demographic, physical, and psychosocial factors","volume":"163","author":"Huang","year":"1998","journal-title":"Mil. Med."},{"key":"ref_2","doi-asserted-by":"crossref","first-page":"853","DOI":"10.3109\/09638288.2015.1062926","article-title":"An exploratory analysis of the self-reported goals of individuals with chronic upper-extremity paresis following stroke","volume":"38","author":"Waddell","year":"2016","journal-title":"Disabil. Rehabil."},{"key":"ref_3","unstructured":"(2025, May 06). International Classification of Functioning, Disability and Health (ICF). Available online: https:\/\/www.who.int\/standards\/classifications\/international-classification-of-functioning-disability-and-health."},{"key":"ref_4","unstructured":"(2025, May 06). Towards a Common Language for Functioning, Disability and Health: IC. Available online: https:\/\/www.medbox.org\/document\/towards-a-common-language-for-functioning-disability-and-health-icf-the-international-classification-of-functioning-disability-and-health."},{"key":"ref_5","doi-asserted-by":"crossref","first-page":"21","DOI":"10.1186\/1743-0003-9-21","article-title":"A review of wearable sensors and systems with application in rehabilitation","volume":"9","author":"Patel","year":"2012","journal-title":"J. Neuroeng. Rehabil."},{"key":"ref_6","doi-asserted-by":"crossref","first-page":"S220","DOI":"10.1016\/j.pmrj.2018.06.013","article-title":"Wearable Movement Sensors for Rehabilitation: A Focused Review of Technological and Clinical Advances","volume":"10","author":"Porciuncula","year":"2018","journal-title":"PM&R"},{"key":"ref_7","doi-asserted-by":"crossref","first-page":"1460","DOI":"10.1080\/17483107.2025.2459326","article-title":"Advancing stroke rehabilitation: The role of wearable technology according to research experts","volume":"20","author":"Cain","year":"2025","journal-title":"Disabil. Rehabil. Assist. Technol."},{"key":"ref_8","doi-asserted-by":"crossref","unstructured":"Lang, C.E., Barth, J., Holleran, C.L., Konrad, J.D., and Bland, M.D. (2020). Implementation of Wearable Sensing Technology for Movement: Pushing Forward into the Routine Physical Rehabilitation Care Field. Sensors, 20.","DOI":"10.3390\/s20205744"},{"key":"ref_9","doi-asserted-by":"crossref","first-page":"107424","DOI":"10.1016\/j.engappai.2023.107424","article-title":"Recognizing wearable upper-limb rehabilitation gestures by a hybrid multi-feature neural network","volume":"127","author":"Wang","year":"2024","journal-title":"Eng. Appl. Artif. Intell."},{"key":"ref_10","doi-asserted-by":"crossref","first-page":"265","DOI":"10.1002\/mus.26795","article-title":"A step toward the future of seamless measurement with wearable sensors in pediatric populations with neuromuscular diseases","volume":"61","author":"Lang","year":"2020","journal-title":"Muscle Nerve"},{"key":"ref_11","doi-asserted-by":"crossref","unstructured":"Barth, J., Lohse, K.R., Konrad, J.D., Bland, M.D., and Lang, C.E. (2021). Sensor-Based Categorization of Upper Limb Performance in Daily Life of Persons With and Without Neurological Upper Limb Deficits. Front. Rehabil. Sci., 2.","DOI":"10.3389\/fresc.2021.741393"},{"key":"ref_12","doi-asserted-by":"crossref","unstructured":"Harris, P.A., Taylor, R., Minor, B.L., Elliott, V., Fernandez, M., O\u2019Neal, L., McLeod, L., Delacqua, G., Delacqua, F., and Kirby, J. (2019). The REDCap consortium: Building an international community of software platform partners. J. Biomed. Inform., 95.","DOI":"10.1016\/j.jbi.2019.103208"},{"key":"ref_13","doi-asserted-by":"crossref","first-page":"377","DOI":"10.1016\/j.jbi.2008.08.010","article-title":"Research electronic data capture (REDCap)\u2014A metadata-driven methodology and workflow process for providing translational research informatics support","volume":"42","author":"Harris","year":"2009","journal-title":"J. Biomed. Inform."},{"key":"ref_14","doi-asserted-by":"crossref","first-page":"259","DOI":"10.1016\/j.jbi.2012.10.006","article-title":"Procurement of shared data instruments for Research Electronic Data Capture (REDCap)","volume":"46","author":"Obeid","year":"2013","journal-title":"J. Biomed. Inform."},{"key":"ref_15","doi-asserted-by":"crossref","first-page":"345","DOI":"10.1017\/cts.2020.30","article-title":"A REDCap-based model for electronic consent (eConsent): Moving toward a more personalized consent","volume":"4","author":"Lawrence","year":"2020","journal-title":"J. Clin. Transl. Sci."},{"key":"ref_16","unstructured":"(2016). International Standardization Organization Medical Device Single Audit Program (Standard No. ISO 13485:2016)."},{"key":"ref_17","doi-asserted-by":"crossref","unstructured":"Lang, C.E., Waddell, K.J., Klaesner, J.W., and Bland, M.D. (2017). A Method for Quantifying Upper Limb Performance in Daily Life Using Accelerometers. J. Vis. Exp. JoVE, 55673.","DOI":"10.3791\/55673"},{"key":"ref_18","doi-asserted-by":"crossref","first-page":"1213","DOI":"10.1682\/JRRD.2012.12.0222","article-title":"Upper extremity activity in adults: Referent values using accelerometry","volume":"50","author":"Bailey","year":"2014","journal-title":"J. Rehabil. Res. Dev."},{"key":"ref_19","doi-asserted-by":"crossref","first-page":"101","DOI":"10.2522\/ptj.20120473","article-title":"Adherence to Accelerometry Measurement of Community Ambulation Poststroke","volume":"94","author":"Barak","year":"2014","journal-title":"Phys. Ther."},{"key":"ref_20","unstructured":"R Core Team (2023). R: A Language and Environment for Statistical Computing, R Core Team."},{"key":"ref_21","doi-asserted-by":"crossref","unstructured":"Miller, A.E., Lohse, K.R., Bland, M.D., Konrad, J.D., Hoyt, C.R., Lenze, E.J., and Lang, C.E. (2024). A Large Harmonized Upper and Lower Limb Accelerometry Dataset: A Resource for Rehabilitation Scientists. medRxiv.","DOI":"10.1101\/2024.08.15.24312066"},{"key":"ref_22","unstructured":"Lohse, K. (2025, June 01). keithlohse\/HarmonizedAccelData: Harmonized Upper and Lower Limb Accelerometry Data. Available online: https:\/\/zenodo.org\/records\/10999195."},{"key":"ref_23","doi-asserted-by":"crossref","unstructured":"Neishabouri, A., Nguyen, J., Samuelsson, J., Guthrie, T., Biggs, M., Wyatt, J., Cross, D., Karas, M., Migueles, J.H., and Khan, S. (2022). Quantification of acceleration as activity counts in ActiGraph wearable. Sci. Rep., 12.","DOI":"10.1038\/s41598-022-16003-x"},{"key":"ref_24","doi-asserted-by":"crossref","first-page":"662","DOI":"10.1161\/01.STR.31.3.662","article-title":"Objective measurement of functional upper-extremity movement using accelerometer recordings transformed with a threshold filter","volume":"31","author":"Uswatte","year":"2000","journal-title":"Stroke"},{"key":"ref_25","doi-asserted-by":"crossref","unstructured":"Lang, C.E., Hoyt, C.R., Konrad, J.D., Bell, K.R., Marrus, N., Bland, M.D., Lohse, K.R., and Miller, A.E. (2024). Referent data for investigations of upper limb accelerometry: Harmonized data from three cohorts of typically-developing children. Front. Pediatr., 12.","DOI":"10.3389\/fped.2024.1361757"},{"key":"ref_26","doi-asserted-by":"crossref","first-page":"112","DOI":"10.1186\/s12984-015-0090-9","article-title":"On the analysis of movement smoothness","volume":"12","author":"Balasubramanian","year":"2015","journal-title":"J. Neuroeng. Rehabil"},{"key":"ref_27","doi-asserted-by":"crossref","first-page":"2126","DOI":"10.1109\/TBME.2011.2179545","article-title":"A Robust and Sensitive Metric for Quantifying Movement Smoothness","volume":"59","author":"Balasubramanian","year":"2011","journal-title":"IEEE Trans. Biomed. Eng."},{"key":"ref_28","doi-asserted-by":"crossref","first-page":"553","DOI":"10.1186\/s13018-020-02068-9","article-title":"Reporting and utilization of Patient-Reported Outcomes Measurement Information System\u00ae (PROMIS\u00ae) measures in orthopedic research and practice: A systematic review","volume":"15","author":"Horn","year":"2020","journal-title":"J. Orthop. Surg."},{"key":"ref_29","doi-asserted-by":"crossref","first-page":"69","DOI":"10.1186\/s41687-019-0158-6","article-title":"The expansion and validation of a new upper extremity item bank for the Patient-Reported Outcomes Measurement Information System\u00ae (PROMIS)","volume":"3","author":"Kaat","year":"2019","journal-title":"J. Patient-Rep. Outcomes"},{"key":"ref_30","doi-asserted-by":"crossref","unstructured":"Crins, M.H.P., van der Wees, P.J., Klausch, T., van Dulmen, S.A., Roorda, L.D., and Terwee, C.B. (2018). Psychometric properties of the PROMIS Physical Function item bank in patients receiving physical therapy. PLoS ONE, 13.","DOI":"10.1371\/journal.pone.0192187"},{"key":"ref_31","doi-asserted-by":"crossref","first-page":"1410","DOI":"10.1161\/01.STR.0000126900.24964.7e","article-title":"Clinimetric properties of the motor activity log for the assessment of arm use in hemiparetic patients","volume":"35","author":"Beckerman","year":"2004","journal-title":"Stroke"},{"key":"ref_32","doi-asserted-by":"crossref","first-page":"2493","DOI":"10.1161\/01.STR.0000185928.90848.2e","article-title":"Reliability and validity of the upper-extremity Motor Activity Log-14 for measuring real-world arm use","volume":"36","author":"Uswatte","year":"2005","journal-title":"Stroke"},{"key":"ref_33","doi-asserted-by":"crossref","first-page":"128","DOI":"10.1016\/S0894-1130(01)80043-0","article-title":"Measuring the whole or the parts? Validity, reliability, and responsiveness of the Disabilities of the Arm, Shoulder and Hand outcome measure in different regions of the upper extremity","volume":"14","author":"Beaton","year":"2001","journal-title":"J. Hand Ther. Off. J. Am. Soc. Hand Ther."},{"key":"ref_34","doi-asserted-by":"crossref","first-page":"1008","DOI":"10.1016\/j.jclinepi.2004.02.007","article-title":"Reliable change and minimum important difference (MID) proportions facilitated group responsiveness comparisons using individual threshold criteria","volume":"57","author":"Schmitt","year":"2004","journal-title":"J. Clin. Epidemiol."},{"key":"ref_35","doi-asserted-by":"crossref","unstructured":"Gummesson, C., Atroshi, I., and Ekdahl, C. (2003). The disabilities of the arm, shoulder and hand (DASH) outcome questionnaire: Longitudinal construct validity and measuring self-rated health change after surgery. BMC Musculoskelet. Disord., 4.","DOI":"10.1186\/1471-2474-4-11"},{"key":"ref_36","doi-asserted-by":"crossref","first-page":"7603345030","DOI":"10.5014\/ajot.2022.047522","article-title":"Development and Initial Testing of the Electronic Activity Card Sort (ACS3) Among Community-Dwelling Adults","volume":"76","author":"Boone","year":"2022","journal-title":"Am. J. Occup. Ther."},{"key":"ref_37","unstructured":"Baum, C.M., and Edwards, D. (2008). Activity Card Sort, American Occupational Therapy Association. [2nd ed.]."},{"key":"ref_38","first-page":"100282","article-title":"The Critical Period After Stroke Study (CPASS) Upper Extremity Treatment Protocol","volume":"5","author":"Barth","year":"2023","journal-title":"Arch. Rehabil. Res. Clin. Transl."},{"key":"ref_39","doi-asserted-by":"crossref","unstructured":"Dromerick, A.W., Edwardson, M.A., Edwards, D.F., Giannetti, M.L., Barth, J., Brady, K.P., Chan, E., Tan, M.T., Tamboli, I., and Chia, R. (2015). Critical periods after stroke study: Translating animal stroke recovery experiments into a clinical trial. Front. Hum. Neurosci., 9.","DOI":"10.3389\/fnhum.2015.00231"},{"key":"ref_40","first-page":"295","article-title":"Evaluation of a long-term community based rehabilitation program for adult stroke survivors","volume":"22","author":"Eliad","year":"2007","journal-title":"NeuroRehabilitation"},{"key":"ref_41","doi-asserted-by":"crossref","first-page":"33","DOI":"10.1111\/j.1741-6612.2007.00265.x","article-title":"Measuring changes in activity participation of older Australians: Validation of the Activity Card Sort-Australia","volume":"27","author":"Doney","year":"2008","journal-title":"Australas. J. Ageing"},{"key":"ref_42","doi-asserted-by":"crossref","first-page":"23","DOI":"10.1002\/oti.1335","article-title":"Psychometric Properties of the Arab Heritage Activity Card Sort","volume":"20","author":"Hamed","year":"2013","journal-title":"Occup. Ther. Int."},{"key":"ref_43","doi-asserted-by":"crossref","first-page":"50","DOI":"10.1177\/1539449216681277","article-title":"Test\u2013Retest Reliability and Internal Consistency of the Activity Card Sort\u2013Australia (18-64)","volume":"37","author":"Gustafsson","year":"2017","journal-title":"OTJR Occup. Particip. Health"},{"key":"ref_44","doi-asserted-by":"crossref","first-page":"647","DOI":"10.1007\/s11136-020-02688-y","article-title":"Psychometric properties of the EQ-5D-5L: A systematic review of the literature","volume":"30","author":"Feng","year":"2021","journal-title":"Qual. Life Res."},{"key":"ref_45","doi-asserted-by":"crossref","first-page":"8","DOI":"10.1159\/000521288","article-title":"Charlson Comorbidity Index: A Critical Review of Clinimetric Properties","volume":"91","author":"Charlson","year":"2022","journal-title":"Psychother. Psychosom."},{"key":"ref_46","doi-asserted-by":"crossref","first-page":"373","DOI":"10.1016\/0021-9681(87)90171-8","article-title":"A new method of classifying prognostic comorbidity in longitudinal studies: Development and validation","volume":"40","author":"Charlson","year":"1987","journal-title":"J. Chronic Dis."},{"key":"ref_47","doi-asserted-by":"crossref","first-page":"476","DOI":"10.1891\/1061-3749.25.3.476","article-title":"Reliability and Validity of the Center for Epidemiologic Studies Depression Scale in a Population-Based Cohort of Middle-Aged, U.S. Adults","volume":"25","author":"Cosco","year":"2017","journal-title":"J. Nurs. Meas."},{"key":"ref_48","doi-asserted-by":"crossref","first-page":"385","DOI":"10.1177\/014662167700100306","article-title":"The CES-D Scale: A Self-Report Depression Scale for Research in the General Population","volume":"1","author":"Radloff","year":"1977","journal-title":"Appl. Psychol. Meas."},{"key":"ref_49","doi-asserted-by":"crossref","first-page":"241","DOI":"10.1161\/01.STR.17.2.241","article-title":"Screening for depression in stroke patients: The reliability and validity of the Center for Epidemiologic Studies Depression Scale","volume":"17","author":"Shinar","year":"1986","journal-title":"Stroke"},{"key":"ref_50","doi-asserted-by":"crossref","first-page":"300","DOI":"10.1016\/S1052-3057(99)80004-4","article-title":"Screening for depression in stroke: Relationship to rehabilitation efficiency","volume":"8","author":"Gillen","year":"1999","journal-title":"J. Stroke Cerebrovasc. Dis."},{"key":"ref_51","doi-asserted-by":"crossref","first-page":"1686","DOI":"10.21105\/joss.01686","article-title":"Welcome to Tidyverse","volume":"4","author":"Wickham","year":"2019","journal-title":"J. Open Source Softw."},{"key":"ref_52","unstructured":"Kassambara, A., and Mundt, F. (2024, October 14). factoextra: Extract and Visualize the Results of Multivariate Data Analyses 2020. Available online: https:\/\/CRAN.R-project.org\/package=factoextra."},{"key":"ref_53","unstructured":"Pedersen, T. (2024, December 05). patchwork: The Composer of Plots 2024. Available online: https:\/\/CRAN.R-project.org\/package=patchwork."},{"key":"ref_54","doi-asserted-by":"crossref","unstructured":"Dalmaijer, E.S., Nord, C.L., and Astle, D.E. (2021). Statistical power for cluster analysis. BMC Bioinform., 23.","DOI":"10.1186\/s12859-022-04675-1"},{"key":"ref_55","first-page":"9","article-title":"EBK-Means: A Clustering Technique based on Elbow Method and K-Means in WSN","volume":"105","author":"Bholowalia","year":"2014","journal-title":"Int. J. Comput. Appl."},{"key":"ref_56","doi-asserted-by":"crossref","first-page":"53","DOI":"10.1016\/0377-0427(87)90125-7","article-title":"Silhouettes: A graphical aid to the interpretation and validation of cluster analysis","volume":"20","author":"Rousseeuw","year":"1987","journal-title":"J. Comput. Appl. Math."},{"key":"ref_57","doi-asserted-by":"crossref","first-page":"411","DOI":"10.1111\/1467-9868.00293","article-title":"Estimating the Number of Clusters in a Data Set Via the Gap Statistic","volume":"63","author":"Tibshirani","year":"2001","journal-title":"J. R. Stat. Soc. Ser. B Stat. Methodol."},{"key":"ref_58","doi-asserted-by":"crossref","unstructured":"James, G., Witten, D., Hastie, T., and Tibshirani, R. (2021). An Introduction to Statistical Learning: With Applications in R, Springer. [2nd ed.].","DOI":"10.1007\/978-1-0716-1418-1"},{"key":"ref_59","doi-asserted-by":"crossref","first-page":"26","DOI":"10.1179\/1074935714Z.0000000040","article-title":"Real-World Affected Upper Limb Activity in Chronic Stroke: An Examination of Potential Modifying Factors","volume":"22","author":"Bailey","year":"2015","journal-title":"Top. Stroke Rehabil."},{"key":"ref_60","doi-asserted-by":"crossref","first-page":"233","DOI":"10.1007\/s11017-022-09561-8","article-title":"Is the replication crisis a base-rate fallacy?","volume":"42","author":"Autzen","year":"2021","journal-title":"Theor. Med. Bioeth."},{"key":"ref_61","doi-asserted-by":"crossref","first-page":"813","DOI":"10.1111\/odi.12588","article-title":"Reproducibility and transparency in biomedical sciences","volume":"23","author":"Gannot","year":"2017","journal-title":"Oral Dis."},{"key":"ref_62","doi-asserted-by":"crossref","first-page":"138","DOI":"10.1186\/s12984-020-00773-4","article-title":"Relationships between accelerometry and general compensatory movements of the upper limb after stroke","volume":"17","author":"Barth","year":"2020","journal-title":"J. Neuroeng. Rehabil."},{"key":"ref_63","doi-asserted-by":"crossref","first-page":"6119","DOI":"10.1080\/09638288.2021.1957027","article-title":"The use of wearable sensors to assess and treat the upper extremity after stroke: A scoping review","volume":"44","author":"Kim","year":"2022","journal-title":"Disabil. Rehabil."},{"key":"ref_64","doi-asserted-by":"crossref","unstructured":"Schambra, H.M., Parnandi, A., Pandit, N.G., Uddin, J., Wirtanen, A., and Nilsen, D.M. (2019). A Taxonomy of Functional Upper Extremity Motion. Front. Neurol., 10.","DOI":"10.3389\/fneur.2019.00857"},{"key":"ref_65","doi-asserted-by":"crossref","unstructured":"Parnandi, A., Uddin, J., Nilsen, D.M., and Schambra, H.M. (2019). The Pragmatic Classification of Upper Extremity Motion in Neurological Patients: A Primer. Front. Neurol., 10.","DOI":"10.3389\/fneur.2019.00996"},{"key":"ref_66","doi-asserted-by":"crossref","first-page":"16","DOI":"10.1017\/BrImp.2015.21","article-title":"Exploring the Role of Accelerometers in the Measurement of Real World Upper-Limb Use After Stroke","volume":"17","author":"Hayward","year":"2016","journal-title":"Brain Impair."}],"container-title":["Sensors"],"original-title":[],"language":"en","link":[{"URL":"https:\/\/www.mdpi.com\/1424-8220\/25\/15\/4618\/pdf","content-type":"unspecified","content-version":"vor","intended-application":"similarity-checking"}],"deposited":{"date-parts":[[2025,10,9]],"date-time":"2025-10-09T18:16:12Z","timestamp":1760033772000},"score":1,"resource":{"primary":{"URL":"https:\/\/www.mdpi.com\/1424-8220\/25\/15\/4618"}},"subtitle":[],"short-title":[],"issued":{"date-parts":[[2025,7,25]]},"references-count":66,"journal-issue":{"issue":"15","published-online":{"date-parts":[[2025,8]]}},"alternative-id":["s25154618"],"URL":"https:\/\/doi.org\/10.3390\/s25154618","relation":{},"ISSN":["1424-8220"],"issn-type":[{"value":"1424-8220","type":"electronic"}],"subject":[],"published":{"date-parts":[[2025,7,25]]}}}