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Record W2951687867 · doi:10.4135/9781526417015.n42

Revisualizing Data: Engagement, Impact and Multimodal Dissemination

2020· book-chapter· en· W2951687867 on OpenAlex
Dawn Mannay

Why this work is in the frame

A frame that forgets how it found something cannot be audited. These are the routes that admitted this work.

aboutThe title or abstract carries a Canadian signal from the geographic lexicon.
no affNo Canadian affiliation: this work is invisible to an affiliation-only frame.
No Canadian affiliation. An affiliation-only frame, the usual design, would never have seen this work. It is one of the works that make the case for inverting the frame.

Bibliographic record

Venuenot available
Typebook-chapter
Languageen
FieldSocial Sciences
TopicParticipatory Visual Research Methods
Canadian institutionsnot available
Fundersnot available
KeywordsComputer science

Abstract

fetched live from OpenAlex

Contemporary culture can be defined as ocularcentric (Rose, 2016), for we are surrounded by visual and multimodal materials in our everyday lives that both represent and create our understandings of social worlds. Consequently, the field of visual studies is continually expanding, and it has much to say about the use of images and creative artefacts in research, whether these are found images, researcher initiated materials or participatory productions (Pauwels, 2011). While there is significant attention to the construction and analysis of visual images, arguably there is less interest in dissemination. Where the sharing of images is considered, this is often in relation to ethical debates around whether to reveal or conceal the identities of participants in photographic data (see Clark, 20XX (this volume)), or the conventions of publishing visual data in academic articles (see Newbury, 20XX (this volume) and visual essays (see Heng, 20XX (this volume). This chapter moves beyond discussions of presenting visual data, and instead explores the possibilities for revisualization, that is transforming research data, visual or otherwise, into new multimodal creative outputs that can attend to the requirements of participant confidentiality, where necessary, and promote engagement, wider impact and a potentiality for change, beyond the academic article. For Becker (2007: 285), ‘there is no best way to tell a story about society… the world gives us possibilities among which we choose’. However, strategies of dissemination often follow a traditional path. Typically research project completion involves the writing-up of the findings and recommendations in a final report, which may be restricted to a ‘small audience who are closely associated with the research project’ (Timmins, 2015, p. 35). The publication of a report is often followed by related peer reviewed journal articles and other scholarly publications; but the audiencing of these standard outputs is necessarily restricted to academia (Barnes at al., 2003). The narrowness of this dissemination strategy may mean that the implications of research studies often have little impact on practice, policy or communities, limiting opportunities for change and improvement (Finfgeld, 2003; Troman, 2001). As Keen and Todre (2007: n.p.) contend, ‘research, done well, is worth disseminating’, so why do we routinely follow pathways of dissemination that are restricted, standardised and often inaccessible? The commonality of the report to academic article procedure suggests that Becker’s notion of ‘choice’, is not a straightforward one. In academia, it may be more useful to consider ‘obligatory choices’ (Bennett et al., 2009), where ideas of personal agency are constrained and ‘choice’ is essentially rationalised and accepted in relation to wider circumstances. Researchers are generally concentrated within the sociocultural and political context of institutes of higher education, which have increasingly moved to a mathematical model where the number of publications credited to an academic become a measure of their competency. Reflecting on this quantification of competency, Rawat and Meena (2014) argue that the immense pressure to publish, mean that the phrase ‘publish or perish’ [1] has become a harsh reality for researchers; despite the fact that the majority of academic journal publications are uncited and underused. The institutional structure, cultural technologies of intellectual activity and external market contingencies continue to stress the business case for research output (Mannay and Morgan, 2014). Therefore, researchers are expected to write and to publish at speed to keep their accounts relevant before they become obsolete and void of economic value. Of course, it is important to publish but there needs be less rigidity, as Vale and Karataglidis (2016: n.p.) caution ‘research and publishing is the oxygen of academic life. But the regimes of control that surround contemporary approaches to publishing are choking creativity and, with it, the profession itself’. In addition to the pressures to publish frequently in conventional ways, the conventions of the journal article itself can be problematic for researchers hoping to creatively engage wide and diverse audiences. There is a dense, dry, flat prose that forms a ‘linguistic armour’ in much academic writing (Lerum, 2001), which can stifle the affective elements of research findings, and distance the reader from the voices of participants (see also Wilson, 2018). Images have the capacity to move us and by including these in publications there may be an opportunity to better communicate research findings to the reader/viewer, and engage them in participants’ worlds. However, restrictions of publishing in many journals, and ethical issues around revealing participants’ identities (Clark, 2013), mean that often researchers need to publish about their visual research without the pictures. Visual researchers have made attempts to achieve ethical, impactful dissemination that can communicate the depth of identifying visual images when these are at risk of being silenced by their absence. For example, Carroll (2015) has employed the epistolary genre to communicate observations and conversations, which were recorded in textual and visual forms, including video recordings, as part of her the fieldwork on human milk donation and the use of donated breast milk for hospitalised, preterm infants. Carroll created a series of letters from a donating mother and the recipient mother. Although these were constructed by Carroll, they acted as a representation of the intimate thoughts, affective sentiments, and labours that surround the provision and use of donor milk. Similarly, in my own work with women utilising photoeliciation, mapping and collage, I have drawn on found poems (excerpts from interviews reframed as poetry) to represent their accounts of domestic violence and abuse (Mannay, 2013). In the same way, researchers in health studies have translated the accounts of women with breast cancer into poems, arguing that these accounts can be understood more intensely and profoundly through poetry, offering a richer, more meaningful, and potent evocation of themes than traditional written forms (Reilly et al., 2018). These approaches have attempted to negotiate the tension between concealing identity and giving participants a voice; and also to engage audiences at an affective level and achieve impact. However, these forms of dissemination are still bound by text, and published in journal articles that may stipulate fees to view, making them inaccessible to a wide audience base, and the language of the wider articles themselves that surround this more creative presentation, may still make these outputs unattractive to audiences outside of academia. Despite the centrality of traditional academic publications, there have been shifts that have opened up opportunities to disseminate research findings in different modes. For example, there has also been a growing emphasis on the potential for research to ‘change or benefit to the economy, society, culture, public policy or services, health, the environment or quality of life, beyond academia’ (REF, 2011). This imperative for impact can be seen as another pressure for researchers, and ‘we are increasingly subject to a range of administrative processes that demand that we can demonstrate that the research that we carry out, and the outputs that result from it, possess some utility to non-academics and that they possess causal powers to influence the world in some way or another’ (Knowles and Burrows, 2014: 242). On the one hand, there is an argument that these demands for impact can put pressure on academic staff, contributing to an audit culture where researchers are already continually measured and evaluated is an important one (Strathern, 2000). However, on the other hand, as academics we are often personally invested in contributing to positive changes in the areas that we study, and the impact agenda does offer opportunities and funding for creative projects of engagement that can include revisualization. The following sections will explore the ways in which revisualization can be useful for researchers for two reasons. Firstly, in terms of retaining anonymity where this is essential to the project, and secondly as a tool of engagement with diverse audiences. Researchers regularly have to negotiate decisions about what is ‘the unsayable and the unspeakable’; ‘who to represent and how’ and ‘what to omit and what to include’ (Ryan-Flood and Gill, 2010: 3); and the examples presented will illustrate how revisualization can provide an alternative option for representing sensitive accounts. They will also demonstrate how researchers can draw on visual and creative outputs to increase the impact of their work, and attend to the question ‘what impact does voice have if no one is listening?’ (Alexandra, 2015:43). Revisualization will be examined in relation to multimodal visual and creative approaches including theatre, film, music and artwork.

Fetched live from OpenAlex and de-inverted. Abstracts are not stored in this database: the inverted indexes are 8.6 GB of the frame’s 9.3 GB of text, and the host has 13 GB free.

Full frame distilled prediction

Teacher imitation

Not calibrated prevalence, not ground truth. Human validation pending. Learned from the 10,348 direct Codex labels and 10,348 direct Gemma labels. Candidate is the union of thresholded teacher heads; consensus is their intersection. These outputs are machine_predicted_unvalidated and are not human labels or direct frontier model labels.

metaresearch head score (Codex)0.005
metaresearch head score (Gemma)0.005
Version: codex-gemma-dda1882f352aValidation status: machine_predicted_unvalidated
Candidate categoriesInsufficient payload (model declined to judge)
Consensus categoriesnone
DomainCandidate signal: none · Consensus signal: none
Study designCandidate signal: Not applicable · Consensus signal: none
GenreCandidate signal: Other · Consensus signal: Other
Teacher disagreement score0.953
Threshold uncertainty score0.999

Codex and Gemma teacher scores by category

CategoryCodexGemma
Metaresearch0.0050.005
Meta-epidemiology (narrow)0.0000.000
Meta-epidemiology (broad)0.0000.000
Bibliometrics0.0000.000
Science and technology studies0.0000.000
Scholarly communication0.0000.000
Open science0.0010.001
Research integrity0.0000.000
Insufficient payload (model declined to judge)0.0020.000

Machine scores (provisional)

The two teacher heads of the student model, read on this work. A score orders the frame for review; it never asserts a category, and the validation status ships verbatim with every row.

Baseline scores from an immature model (maturity gate not passed, 7 training rounds). Scores rank; they never assert a category.

Opus teacher head0.756
GPT teacher head0.694
Teacher spread0.062 · how far apart the two teachers sit on this one work
Validation statusscore_only:v0-immature-baseline · verbatim from the scoring run: score_only means the number may rank works, and no category label ships from it

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Citations6
Published2020
Admission routes1
Has abstractyes

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