{"status":"ok","message-type":"work","message-version":"1.0.0","message":{"indexed":{"date-parts":[[2025,11,15]],"date-time":"2025-11-15T11:07:16Z","timestamp":1763204836426,"version":"3.45.0"},"publisher-location":"New York, NY, USA","reference-count":26,"publisher":"ACM","content-domain":{"domain":["dl.acm.org"],"crossmark-restriction":true},"short-container-title":[],"published-print":{"date-parts":[[2025,11,29]]},"DOI":"10.1145\/3764687.3769942","type":"proceedings-article","created":{"date-parts":[[2025,11,15]],"date-time":"2025-11-15T09:15:38Z","timestamp":1763198138000},"page":"903-911","update-policy":"https:\/\/doi.org\/10.1145\/crossmark-policy","source":"Crossref","is-referenced-by-count":0,"title":["Navigating the Challenges of Wearables: A Case Study of Research-Grade Devices"],"prefix":"10.1145","author":[{"ORCID":"https:\/\/orcid.org\/0000-0002-1756-1168","authenticated-orcid":false,"given":"Jemma L","family":"K\u00f6nig","sequence":"first","affiliation":[{"name":"School of Computing and Mathematical Sciences, University of Waikato, Hamilton, New Zealand"}],"role":[{"role":"author","vocabulary":"crossref"}]},{"ORCID":"https:\/\/orcid.org\/0009-0001-0897-5238","authenticated-orcid":false,"given":"Ben J","family":"Bidois","sequence":"additional","affiliation":[{"name":"Health, Sport and Human Performance, University of Waikato, Hamilton, New Zealand"}],"role":[{"role":"author","vocabulary":"crossref"}]},{"ORCID":"https:\/\/orcid.org\/0009-0006-0839-4739","authenticated-orcid":false,"given":"Ryan","family":"Manchester","sequence":"additional","affiliation":[{"name":"School of Computing and Mathematical Sciences, University of Waikato, Hamilton, New Zealand"}],"role":[{"role":"author","vocabulary":"crossref"}]},{"ORCID":"https:\/\/orcid.org\/0000-0001-7690-4610","authenticated-orcid":false,"given":"Mitchell A.","family":"Head","sequence":"additional","affiliation":[{"name":"Te Kotahi Research Institute, University of Waikato, Hamilton, Waikato, New Zealand"}],"role":[{"role":"author","vocabulary":"crossref"}]},{"ORCID":"https:\/\/orcid.org\/0000-0003-1846-2599","authenticated-orcid":false,"given":"Mahonri W","family":"Owen","sequence":"additional","affiliation":[{"name":"Te Kura Mata Ao, Te whare W\u0101nanaga o Waikato, Hamilton, New Zealand"}],"role":[{"role":"author","vocabulary":"crossref"}]},{"ORCID":"https:\/\/orcid.org\/0000-0001-6501-4727","authenticated-orcid":false,"given":"Merel Cornelie Janna","family":"Hoskens","sequence":"additional","affiliation":[{"name":"Te Huataki Waiora School of Health, University of Waikato, Hamilton, New Zealand"}],"role":[{"role":"author","vocabulary":"crossref"}]},{"ORCID":"https:\/\/orcid.org\/0000-0003-3262-6676","authenticated-orcid":false,"given":"Anany","family":"Dwivedi","sequence":"additional","affiliation":[{"name":"Artificial Intelligence Institute, University of Waikato, Hamilton, New Zealand"}],"role":[{"role":"author","vocabulary":"crossref"}]},{"ORCID":"https:\/\/orcid.org\/0009-0008-4421-7662","authenticated-orcid":false,"given":"Luke R.J.","family":"August","sequence":"additional","affiliation":[{"name":"University of Waikato, Hamilton, New Zealand"}],"role":[{"role":"author","vocabulary":"crossref"}]}],"member":"320","published-online":{"date-parts":[[2025,11,28]]},"reference":[{"key":"e_1_3_3_2_2_2","doi-asserted-by":"crossref","unstructured":"Gianluca Borghini Laura Astolfi Giovanni Vecchiato Donatella Mattia and Fabio Babiloni. 2014. Measuring neurophysiological signals in aircraft pilots and car drivers for the assessment of mental workload fatigue and drowsiness. Neuroscience & Biobehavioral Reviews 44 (2014) 58\u201375.","DOI":"10.1016\/j.neubiorev.2012.10.003"},{"key":"e_1_3_3_2_3_2","doi-asserted-by":"crossref","unstructured":"Gianluca Borghini Laura Astolfi Giovanni Vecchiato Donatella Mattia and Fabio Babiloni. 2014. Measuring neurophysiological signals in aircraft pilots and car drivers for the assessment of mental workload fatigue and drowsiness. Neuroscience & Biobehavioral Reviews 44 (2014) 58\u201375.","DOI":"10.1016\/j.neubiorev.2012.10.003"},{"key":"e_1_3_3_2_4_2","doi-asserted-by":"crossref","unstructured":"J Cegarra B Val\u00e9ry Eug\u00e9nie Avril C Calmettes and J Navarro. 2020. OpenMATB: A Multi-Attribute Task Battery promoting task customization software extensibility and experiment replicability. Behavior research methods 52 (2020) 1980\u20131990.","DOI":"10.3758\/s13428-020-01364-w"},{"key":"e_1_3_3_2_5_2","doi-asserted-by":"crossref","unstructured":"Sylvia Cho Ipek Ensari Chunhua Weng Michael\u00a0G Kahn and Karthik Natarajan. 2021. Factors affecting the quality of person-generated wearable device data and associated challenges: rapid systematic review. JMIR mHealth and uHealth 9 3 (2021) e20738.","DOI":"10.2196\/20738"},{"key":"e_1_3_3_2_6_2","doi-asserted-by":"crossref","unstructured":"Mario Cifrek Vladimir Medved Stanko Tonkovi\u0107 and Sa\u0161a Ostoji\u0107. 2009. Surface EMG based muscle fatigue evaluation in biomechanics. Clinical biomechanics 24 4 (2009) 327\u2013340.","DOI":"10.1016\/j.clinbiomech.2009.01.010"},{"key":"e_1_3_3_2_7_2","doi-asserted-by":"crossref","unstructured":"Jes\u00fas D\u00edaz-Garc\u00eda Vicente\u00a0Javier Clemente-Su\u00e1rez Juan\u00a0Pedro Fuentes-Garc\u00eda and Santos Villafaina. 2023. Combining HIIT Plus Cognitive Task Increased Mental Fatigue but Not Physical Workload in Tennis Players. Applied Sciences 13 12 (2023) 7046.","DOI":"10.3390\/app13127046"},{"key":"e_1_3_3_2_8_2","doi-asserted-by":"crossref","unstructured":"Alexander\u00a0E Hramov Vladimir\u00a0A Maksimenko and Alexander\u00a0N Pisarchik. 2021. Physical principles of brain\u2013computer interfaces and their applications for rehabilitation robotics and control of human brain states. Physics Reports 918 (2021) 1\u2013133.","DOI":"10.1016\/j.physrep.2021.03.002"},{"key":"e_1_3_3_2_9_2","doi-asserted-by":"crossref","unstructured":"Ivo K\u00e4thner Selina\u00a0C Wriessnegger Gernot\u00a0R M\u00fcller-Putz Andrea K\u00fcbler and Sebastian Halder. 2014. Effects of mental workload and fatigue on the P300 alpha and theta band power during operation of an ERP (P300) brain\u2013computer interface. Biological psychology 102 (2014) 118\u2013129.","DOI":"10.1016\/j.biopsycho.2014.07.014"},{"key":"e_1_3_3_2_10_2","doi-asserted-by":"publisher","DOI":"10.1145\/3638380.3638415"},{"key":"e_1_3_3_2_11_2","doi-asserted-by":"publisher","DOI":"10.1145\/2801948.2801964"},{"key":"e_1_3_3_2_12_2","doi-asserted-by":"publisher","DOI":"10.1109\/CEEC.2015.7332711"},{"key":"e_1_3_3_2_13_2","doi-asserted-by":"crossref","unstructured":"JD Montagu and Edward\u00a0Michael Coles. 1966. Mechanism and measurement of the galvanic skin response. Psychological Bulletin 65 5 (1966) 261.","DOI":"10.1037\/h0023204"},{"key":"e_1_3_3_2_14_2","unstructured":"Muse. 2023. Muse\u2122 2 Premium Subscription Bundle. https:\/\/choosemuse.com\/products\/muse-2-premium-subscription-bundle"},{"key":"e_1_3_3_2_15_2","unstructured":"Muse. 2023. Muse\u2122 EEG-Powered Meditation & Sleep headband. https:\/\/choosemuse.com\/"},{"key":"e_1_3_3_2_16_2","doi-asserted-by":"crossref","unstructured":"Aleksandr Ometov Viktoriia Shubina Lucie Klus Justyna Skibi\u0144ska Salwa Saafi Pavel Pascacio Laura Flueratoru Darwin\u00a0Quezada Gaibor Nadezhda Chukhno Olga Chukhno et\u00a0al. 2021. A survey on wearable technology: History state-of-the-art and current challenges. Computer Networks 193 (2021) 108074.","DOI":"10.1016\/j.comnet.2021.108074"},{"key":"e_1_3_3_2_17_2","doi-asserted-by":"crossref","unstructured":"Mahonri Owen Jemma K\u00f6nig Mitchell Head Merel Hoskens Katie Sullivan Jadon Miller and Te\u00a0Taka Keegan. 2024. Diversity Equity and Inclusion in I&M: Beyond the Technology: Wearables and the Cultural Compass. IEEE Instrumentation & Measurement Magazine 27 9 (2024) 38\u201343.","DOI":"10.1109\/MIM.2024.10772031"},{"key":"e_1_3_3_2_18_2","doi-asserted-by":"crossref","unstructured":"Kate O\u2019Keeffe Simon Hodder and Alex Lloyd. 2020. A comparison of methods used for inducing mental fatigue in performance research: Individualised dual-task and short duration cognitive tests are most effective. Ergonomics 63 1 (2020) 1\u201312.","DOI":"10.1080\/00140139.2019.1687940"},{"key":"e_1_3_3_2_19_2","doi-asserted-by":"crossref","unstructured":"Gerasimos\u00a0G Samatas and Theodore\u00a0P Pachidis. 2022. Inertial measurement units (imus) in mobile robots over the last five years: A review. Designs 6 1 (2022) 17.","DOI":"10.3390\/designs6010017"},{"key":"e_1_3_3_2_20_2","doi-asserted-by":"crossref","unstructured":"Suranga Seneviratne Yining Hu Tham Nguyen Guohao Lan Sara Khalifa Kanchana Thilakarathna Mahbub Hassan and Aruna Seneviratne. 2017. A survey of wearable devices and challenges. IEEE Communications Surveys & Tutorials 19 4 (2017) 2573\u20132620.","DOI":"10.1109\/COMST.2017.2731979"},{"key":"e_1_3_3_2_21_2","unstructured":"Shimmer Sensing. 2016. Shimmer3 IMU User Guide. https:\/\/shimmersensing.com\/wp-content\/docs\/support\/documentation\/IMU_User_Guide_rev1.4.pdf"},{"key":"e_1_3_3_2_22_2","unstructured":"Shimmer Sensing. 2017. Shimmer3 EMG User Guide. https:\/\/shimmersensing.com\/wp-content\/docs\/support\/documentation\/EMG_User_Guide_Rev1.12.pdf"},{"key":"e_1_3_3_2_23_2","unstructured":"Shimmer Sensing. 2018. Shimmer3 ECG User Guide. https:\/\/shimmersensing.com\/wp-content\/docs\/support\/documentation\/ECG_User_Guide_Rev1.12.pdf"},{"key":"e_1_3_3_2_24_2","unstructured":"Shimmer Sensing. 2018. Shimmer3 GSR+ User Guide. https:\/\/shimmersensing.com\/wp-content\/docs\/support\/documentation\/GSR_User_Guide_rev1.13.pdf"},{"key":"e_1_3_3_2_25_2","doi-asserted-by":"crossref","unstructured":"Mitchell\u00a0R Smith Rifai Chai Hung\u00a0T Nguyen Samuele\u00a0M Marcora and Aaron\u00a0J Coutts. 2019. Comparing the effects of three cognitive tasks on indicators of mental fatigue. The Journal of psychology 153 8 (2019) 759\u2013783.","DOI":"10.1080\/00223980.2019.1611530"},{"key":"e_1_3_3_2_26_2","unstructured":"Shimmer Wearable\u00a0Sensor Technology. 2024. Shimmer Consensys Bundle Development kit. https:\/\/shimmersensing.com\/product\/consensys-bundle-development-kit\/"},{"key":"e_1_3_3_2_27_2","doi-asserted-by":"publisher","DOI":"10.1109\/EMBC.2018.8513512"}],"event":{"name":"OZCHI '25: 37th Australian Conference on Human-Computer Interaction","acronym":"OZCHI '25","location":"Gadigal | Sydney Australia"},"container-title":["Proceedings of the 37th Australian Conference on Human-Computer Interaction"],"original-title":[],"deposited":{"date-parts":[[2025,11,15]],"date-time":"2025-11-15T11:02:28Z","timestamp":1763204548000},"score":1,"resource":{"primary":{"URL":"https:\/\/dl.acm.org\/doi\/10.1145\/3764687.3769942"}},"subtitle":[],"short-title":[],"issued":{"date-parts":[[2025,11,28]]},"references-count":26,"alternative-id":["10.1145\/3764687.3769942","10.1145\/3764687"],"URL":"https:\/\/doi.org\/10.1145\/3764687.3769942","relation":{},"subject":[],"published":{"date-parts":[[2025,11,28]]},"assertion":[{"value":"2025-11-28","order":3,"name":"published","label":"Published","group":{"name":"publication_history","label":"Publication History"}}]}}