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The task of a document retrieval system is to match a query, perhaps in natural language, against a large number of natural language documents. Neural networks are known to be good pattern matchers. This article describes investigations in implementing a document retrieval system based on a neural network model. It shows that many of the standard strategies of information retrieval are applicable in a neural network model.

Although supporting and assessing the non-academic “impact” of research are not entirely new developments in higher education, academics and research institutions are under increasing pressure to produce work that has a measurable influence outside the academy. With a view to supporting the solution of complex societal issues with evidence and expertise, and against the background of increased emphasis on impact in the United Kingdom's 2021 Research Excellence Framework (REF2021) and a proliferation of impact guides and tools, this article offers a simple, easy to remember framework for designing impactful research. We call this framework “The 7Cs of Impact” – Context, Communities, Constituencies, Challenge, Channels, Communication and Capture.

Drawing on core elements of the Policy Institute at King's College London's Impact by Design training course and the authors' practical experience in supporting and delivering impact, this paper outlines how this framework can help address key aspects across the lifecycle of a research project and plan, from identifying the intended impact of research and writing it into grants and proposals, to engaging project stakeholders and assessing whether the project has had the desired impact.

While preparations for current and future REF submissions may benefit from using this framework, this paper sets out the “7Cs” with a more holistic view of impact in mind, seeking to aid researchers in identifying, capturing, and communicating how research projects can and do contribute to the improvement in society.

Surveys of the public have been conducted to document and explain evacuation behaviour in a wide range of threatening events during the past half-century. Many of the behaviours are directly applicable to transportation modelling and management: whether people evacuate, when they depart, where they go, the routes they employ and the number of vehicles they use. Data have usually been collected by telephone interview or mailed questionnaires. Traditional survey methods should be supplemented by Internet surveys, traffic counts and GPS tracking. More real-time data collection should be employed to document a wider range of behaviours during a threat more accurately and to better understand the dynamics of evacuation decisions.

The work of academics has intensified, but the focus for most remains on teaching, research and contribution to service. Institutional imperatives and positioning within universities impact significantly on how individual academics fashion themselves to fit with expectations and demands. There is, of course, no simple version of scholarly identity and Barnett (2000) called attention to the ‘super complexity’ of academic work some time ago. ‘Scholarly’ has been deliberately used in the title of this chapter, even though ‘academic’ is also used throughout. The purpose here is to draw attention to – and avoid – the binary that Stuart Hall notes: Academic work is inherently conservative in as much as it seeks, first, to fulfill the relatively narrow and policed goals and interests of a given discipline or profession and, second, to fulfill the increasingly corporatized mission of higher education; intellectual work, in contrast is relentlessly critical, self-critical, and potentially revolutionary for it aims to critique, change, and even destroy institutions, disciplines and professions that rationalize exploitation, inequality and injustice. (reported in Olsen & Worsham, 2003, p. 13)

New methods are needed for accessing very large information services. This paper proposes the use of a user model neural network to allow better access to a news service. The network is constructed on the basis of articles read, and articles marked as rejected. It adapts over time to better represent the user's interests and rank the articles supplied by the news service. Using an augmented keyword search we can also search for articles using keywords in conjunction with the user model neural network. Trials of the system in a USENET news environment show promising results for the use of this approach in information retrieval.

This article examines the intellectual antecedents of Alan Fox’s frames of reference and contributes to academic work that seeks to unravel the pre-Donovan roots of British industrial relations. It examines the origins of the unitary and pluralist frames of reference with a particular focus on the work of Norman Ross.

This article draws on published academic materials to examine the origins of the unitary and pluralist frames of reference.

The article identifies usage of the term “frame of reference” in industrial relations literature from the 1940s and demonstrates the origins of the unitary and pluralist conceptions of the firm in the works of Ross in the 1950s and 1960s.

The article provides a “fresh look” at the origins of the frames of reference.

As Lorna Jowett and Stacey Abbott have pointed out, the US TV serial Supernatural owes much of its success to the way it combines horror with family drama, strengthening the affective involvement of viewers in the lives of its protagonists, the monster-hunting Winchester brothers. The notion of home – presented variously as a domestic, feminine space from which the Winchesters and their compatriots are excluded; a mobile and contingent space of masculine bonding; and a hybrid space which allows for self-expression outside prescribed gender norms, but which also holds the potential for danger – is central.

Heather L. Duda has pointed to the ways monster hunters are excluded from the normative institutions of their societies, and this is certainly true of the Winchesters, who live in their family car and are unable to maintain ‘normal’ homes. Later seasons give them a home in the form of an underground bunker, not designed as a domestic space, but nonetheless a place where their hypermasculine behaviours can be relaxed. This chapter examines the tensions that emerge in this apparent move from a traditional narrative of the home as feminine space under threat to something more ambivalent, where masculine identity itself may be in danger.

Community household survey data tested the intervening role (between education and reported health outcomes) of adaptations of Antonovsky’s (1987) tripartite sense of coherence (SOC). Comprehensibility was indexed by clarity and responsiveness of insurance representatives, manageability was measured by problems reported with physician office visits, and meaningfulness was assessed with household members’ community health activities. SOC measures did not link education to either impairments or to health lifestyle scores. Comprehensibility and manageability linked education with self-reported well-being. Education and manageability each reduced impairments, while education, manageability, and meaningfulness increased lifestyle totals. Results help elucidate the influence of education on health.

An empirical investigation examining the environmental uncertainty regarding inventory ordering which confronts a retailer in dealing with its suppliers is described. Of particular interest is how this uncertainty impacts on retailers' behavioural relationships with their suppliers. The findings indicate that increased levels of environmental uncertainty regarding inventory ordering result in higher levels of retailer‐supplier conflict. Suppliers that can offer retailers better customer service in order to reduce environmental uncertainty can improve their relations with retailers and thus develop a more efficient distribution system.

The purpose of this paper is to present a review of existing models and tools for evaluating the adaptability of buildings. A baseline of the current state of the art in adaptability evaluation and adaptation decision support is established; from this baseline, gaps for future research are recommended.

A literature review was conducted to identify papers describing adaptability models and tools. The identified models were characterized based on their focus (new buildings, existing buildings, building life cycle), considered variables (physical and/or context features) and degree/type of validation.

Models can be grouped as those focusing on: evaluating adaptation decisions for existing buildings; the design of new buildings for future adaptation; and understanding adaptation throughout a building life cycle. Models focusing on existing building evaluation are further in development and validation than the other model types; as such, they are more suitable for use by practitioners. Another finding is that modeling of adaptability in buildings is still in its nascent stage and that data-driven quantitative modeling is a prime area for future research.

This paper is the first comprehensive review of models and tools for evaluating adaptability. Other works have evaluated the topic of adaptability more broadly, but this is the first paper to systematically characterize existing models and tools. Based on the review future, research topics are recommended.