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Record W4251216962 · doi:10.46692/9781447339861.006

Public Intellectualism and the Impact Agenda: International Perspectives

2020· other· en· W4251216962 on OpenAlexaboutno aff

Bibliographic record

Venuenot available
Typeother
Languageen
FieldDecision Sciences
TopicInterdisciplinary Research and Collaboration
Canadian institutionsnot available
Fundersnot available
KeywordsIntellectualismPolitical scienceLaw

Abstract

fetched live from OpenAlex

Previous chapters have offered a critical review of the research impact agenda, situating it within international efforts to improve research utilisation for key groups including academics, research funders, ‘knowledge brokers’ and research users. This chapter considers where public intellectualism rests within these concerns. Specifically, the chapter explores the multiple public spheres that make up space between the academy and politics by focusing on: (i) three established academics working within the social sciences who engage outwardly in ways that might be described as ‘public intellectualism’; and (ii) three established academics who work closely with external policy audiences on a range of recognised public policy ‘problems’, who we refer to as ‘academic interlocutors’. These in-depth interview accounts from leading academics working in Australia, Canada, the USA and the UK allow us to continue the work of Chapter 5 in exploring the kinds of externally facing practices that are facilitated through the UK’s approach to impact, compared to the kinds of practices being supported in other contexts with an established interest in knowledge exchange and research utilisation. Since the literature on public intellectualism is distinct from much of the literature on which this book has drawn so far, this chapter begins by briefly reviewing some of the key contributions to this literature. This allows us to situate the analysis in this chapter within these broader discussions, including by considering the elementary question of whether (and if so, how) notions of public intellectualism and impact are perceived to be complementary. The international perspectives included in the data in this chapter allow us to reflect on how developments in the UK are perceived by externally engaged academics elsewhere. Which public and what intellectual? In the opening sentence of his seminal essay on the relationship between social scientific inquiry and political positioning, the late Howard Becker maintained that researchers will routinely ‘find themselves caught in a crossfire. Some urge them not to take sides, to be neutral and do research that is technically correct and value free. Others tell them their work is shallow and useless if it does not express a deep commitment to a value position’ (Becker, 1967: 239).

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.

How this classification was reachedexpand

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)0.001
metaresearch head score (Gemma)0.004
Version: codex-gemma-dda1882f352aValidation status: machine_predicted_unvalidated
Candidate categoriesScholarly communication, Insufficient payload (model declined to judge)
Consensus categoriesInsufficient payload (model declined to judge)
DomainCandidate signal: none · Consensus signal: none
Study designCandidate signal: Not applicable · Consensus signal: Not applicable
GenreCandidate signal: Other · Consensus signal: Other
Teacher disagreement score0.075
Threshold uncertainty score1.000

Codex and Gemma teacher scores by category

CategoryCodexGemma
Metaresearch0.0010.004
Meta-epidemiology (narrow)0.0000.000
Meta-epidemiology (broad)0.0000.000
Bibliometrics0.0000.001
Science and technology studies0.0000.000
Scholarly communication0.0010.000
Open science0.0010.001
Research integrity0.0000.000
Insufficient payload (model declined to judge)0.0730.001

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 head0.198
GPT teacher head0.456
Teacher spread0.258 · 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

Classification

machine, unvalidated

Machine predicted; both teacher heads agree on what is shown here.

Study designNot applicable
Domainnot available
GenreOther

How this classification was reached, model by model and score by score, is at the end of the page under "How this classification was reached".

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Citations0
Published2020
Admission routes1
Has abstractyes

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