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Jamie Danemayer, Dorothy Boggs, Vinicius Delgado Ramos, Emma M. Smith, Ariana Kular, William Bhot, Felipe Ramos Barajas, Sarah Polack, Catherine Holloway
Assistive technology (AT) includes assistive products (APs) and related services that can improve health and well-being, enable increased independence and foster participation for people with functional difficulties, including older adults and people with impairments or chronic health conditions.1 This paper uses the umbrella term ‘functional difficulty’ (FD) to refer to all of these groups. This systematic review was undertaken to identify studies presenting population-based estimates of need and coverage for five APs (hearing aids, limb prostheses, wheelchairs, glasses and personal digital assistants) grouped by four functional domains (hearing, mobility, vision and cognition).
BMJ Global Health; 2021

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Sahan Bulathwela, María Pérez-Ortiz, Catherine Holloway, John Shawe-Taylor
This paper starts by synthesising how AI might change how we learn and teach, focusing specifically on the case of personalised learning companions, and then move to discuss some socio-technical features that will be crucial for avoiding the perils of these AI systems worldwide (and perhaps ensuring their success). This paper also discusses the potential of using AI together with free, participatory and democratic resources, such as Wikipedia, Open Educational Resources and open-source tools. We also emphasise the need for collectively designing human-centered, transparent, interactive and collaborative AI-based algorithms that empower and give complete agency to stakeholders, as well as support new emerging pedagogies.
Workshop on Machine Learning for the Developing World (ML4D) at the Conference on Neural Information Processing Systems 2021; 2021

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Tabish Ahmed, Sahan Bulathwela
The informational needs of people are highly contextual and can depend on many different factors such as their current knowledge state, interests and goals [1, 2, 3]. However, an effective information retrieval companion should minimise the human effort required in i) expressing a human information need and ii) navigating a lengthy result set. Using topical representations of the user history (e.g. [4]) can immensely help formulating zero shot queries and refining short user queries that enable proactive information retrieval (IR). While the world has digital textual information in abundance, it can often be noisy (e.g. extracted through Automatic Speech Recognition (ASR), PDF text extraction etc.), leading to state-of-the-art neural models being highly sensitive to the noise producing sub-optimal results [5]. This demands denoising steps to refine both query and document representation. In this paper, we argue that Wikipedia, an openly available encyclopedia, can be a humanly intuitive knowledge base [6] that has the potential to provide the world view many noisy information Retrieval systems need.
Published at the First Workshop on Proactive and Agent-Supported Information Retrieval at CIKM 2022; 2022

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Kate Mattick, Ben Oldfrey, Maggie Donovan-Hall, Grace Magomere, Joseph Gakunga, Catherine Holloway
An estimated 1.5 million people undergo limb amputation each year [1]. Low- and middle-income countries (LMICs) are projected to have a rapid increase in people living with an amputation in the coming years due to prevalence of non-communicable dis-ease, trauma and conflict [1–3]. This paper explores the personal and system factors that motivate and enhance outcomes for patients accessing a prosthetic service and using a lower-limb prosthesis within a low resource setting.
Disability and Rehabilitation; 2022

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This article was featured in Nature and discusses tools that help visually impaired scientists read data and Journals. Innovation Manager, Daniel Hajas, was interviewed as part of this piece and highlights the need for an ecosystem approach, and access to data / visualisations for blind members of the research and science community.
Nature; 2023

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Victoria Austin, Catherine Holloway, Ignacia Ossul Vermehren, Abs Dumbuya, Giulia Barbareschi and Julian Walker
The World Health Organisation (WHO) estimates that there are currently one billion people in the world who need access to assistive technology (AT). Yet over 90% currently do not have access to assistive products (AP)—such as wheelchairs, hearing aids, walking sticks and eyeglasses—they need, nor and the systems and services necessary to support their appropriate provision [1]. This shocking deficit is set to double by 2050, with about two billion of us likely to require AT but no anticipated reduction in lack of access. The World Health Organisation defines AT as the “the umbrella term covering the systems and services related to the delivery of assistive products and services”, which are products that “maintain or improve an individual’s functioning and independence, thereby promoting their well-being” [2], and the importance of AT provision is strongly highlighted in the Convention on the Rights of Persons with Disabilities (CRPD) [3]. AT has also been shown to be essential to achieving many of the United Nation’s Sustainable Development Goals (SDG) [4]. Without access to AT, many persons with disabilities are unable to go to school, be active in their communities, earn an income, or play a full role in their families [5]. As a recent study found, “AT can make the impossible possible for people living with a wide range of impairments, but a lack of access to basic AT …excludes individuals and reduces their ability to live full, enjoyable, and independent lives” [6].
International Journal of Environmental Research and Public Health; 2021