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The aim of this paper is to reveal the discrepancies\u00a0in ADAS functions across automakers and discuss the underlying issues and potential solutions. In this pilot study, user manuals of various brands are reviewed systematically and critical analyses of common ADAS functions are conducted. The result shows that terminologies used to describe ADAS functions vary widely across manufacturers and sometimes do not reflect their fundamental functions intuitively. Operational conditions and control procedures also vary across the selected models under this study. Due to this lack of consensus across the industry, drivers are not aware or well informed about ADAS functions in their vehicles, leading to a very low utilization rate and may lead to misuse of those functions. This paper provides insightful suggestions for the transport industry, Artificial Intelligence (AI) experts, and regulators to design frameworks and guidelines in governing the naming convention, operating conditions, control procedures, and information disclosure of ADAS. Such guidelines can be the foundations for regulating future AI-based self-driving functions.<\/jats:p>","DOI":"10.1007\/s00146-022-01442-x","type":"journal-article","created":{"date-parts":[[2022,4,16]],"date-time":"2022-04-16T07:26:15Z","timestamp":1650093975000},"page":"983-993","update-policy":"https:\/\/doi.org\/10.1007\/springer_crossmark_policy","source":"Crossref","is-referenced-by-count":11,"title":["The importance of transparency in naming conventions, designs, and operations of safety features: from modern ADAS to fully autonomous driving functions"],"prefix":"10.1007","volume":"38","author":[{"given":"Mohsin","family":"Murtaza","sequence":"first","affiliation":[]},{"given":"Chi-Tsun","family":"Cheng","sequence":"additional","affiliation":[]},{"given":"Mohammad","family":"Fard","sequence":"additional","affiliation":[]},{"given":"John","family":"Zeleznikow","sequence":"additional","affiliation":[]}],"member":"297","published-online":{"date-parts":[[2022,4,16]]},"reference":[{"key":"1442_CR1","unstructured":"American Automobile Association (2019) Advanced driver assistance technology names: AAA\u2019s recommendation for common naming of advanced safety systems, viewed 21 May 2021, https:\/\/www.aaa.com\/AAA\/common\/AAR\/files\/ADAS-Technology-Names-Research-Report.pdf"},{"key":"1442_CR2","unstructured":"ANCAP (2021) Understanding safety features, ANCAP, viewed 9 June 2021, https:\/\/www.ancap.com.au\/understanding-safety-features"},{"key":"1442_CR3","doi-asserted-by":"crossref","unstructured":"Anderson JM, Nidhi K, Stanley KD, Sorensen P, Samaras C, Oluwatola OA (2016) Autonomous vehicle technology: A guide for policymakers, Rand Corporation","DOI":"10.7249\/RR443-2"},{"key":"1442_CR4","unstructured":"Audi (2020) Audi A8 owner's manual, viewed 15 April 2021, https:\/\/ownersmanuals2.com\/audi\/a8-2020-owners-manual-75019\/page-8>."},{"key":"1442_CR5","unstructured":"Audi (2021) Audi Pre Sense\u00ae systems, Audi of America, viewed 10 May 2021, https:\/\/www.audiusa.com\/us\/web\/en\/inside-audi\/innovation\/driver-assistance.html"},{"issue":"4","key":"1442_CR6","doi-asserted-by":"publisher","first-page":"284","DOI":"10.1007\/s40534-016-0117-3","volume":"24","author":"SA Bagloee","year":"2016","unstructured":"Bagloee SA, Tavana M, Asadi M, Oliver T (2016) Autonomous vehicles: challenges, opportunities, and future implications for transportation policies. 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