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Record W2893554946

The metis of responsible innovation : helping society to get better at the conversation between today and tomorrow

2016· article· en· W2893554946 on OpenAlex

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

VenueSocio-Environmental Systems Modeling · 2016
Typearticle
Languageen
FieldBusiness, Management and Accounting
TopicInnovative Approaches in Technology and Social Development
Canadian institutionsnot available
Fundersnot available
KeywordsMetisConversationPublic relationsInternet privacySociologyMedia studiesComputer scienceWorld Wide WebPolitical scienceCommunication
DOInot available

Abstract

fetched live from OpenAlex

The metis of responsible innovationHelping society to get better at the conversation between today and tomorrow Esteemed Rector Magnificus, colleagues, family and friends For most of my academic career I have been driven by the simple idea that the future could be otherwise (Irwin 2016).This is a shorthand for a complex set of arguments that seek to inject social agency into technological decision-making, the argument being that unless we find ways to shape science and innovation in tune with widely shared social values, future changes will occur without explicit societal shaping, commonly driven by the power of incumbent interests and the delegation of 'the good' to market forces.Thus, over the years, I have become engaged with a variety of technological domain areas -focusing predominantly on what my friend Richard Owen calls 'techno-visionary' science and innovation -exploring ways to understand the social and ethical issues associated with emerging science and technology at an upstream stage, and to develop novel frameworks of governance that can accommodate them.In pursuit of the latter I have become implicated in the development of frameworks of responsible innovation.In this inaugural lecture, using the ancient Greek idea of metis, defined as the practical skills and acquired knowledge required to respond to a constantly changing environment, I speak to the craft of doing responsible innovation, how it was put to use in devising a framework for the UK research councils and how in the context of particular technological innovations -using nanotechnology, climate geoengineering and agricultural biotechnology as cases -academic and policy understandings have to some extent been reconfigured and new directions opened up.I conclude with reflections on Wageningen as a site for collaboration on the crafting of responsible futures.

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)0.002
metaresearch head score (Gemma)0.000
Version: codex-gemma-dda1882f352aValidation status: machine_predicted_unvalidated
Candidate categoriesnone
Consensus categoriesnone
DomainCandidate signal: none · Consensus signal: none
Study designCandidate signal: Observational · Consensus signal: none
GenreCandidate signal: Empirical · Consensus signal: Empirical
Teacher disagreement score0.678
Threshold uncertainty score0.685

Codex and Gemma teacher scores by category

CategoryCodexGemma
Metaresearch0.0020.000
Meta-epidemiology (narrow)0.0000.000
Meta-epidemiology (broad)0.0000.000
Bibliometrics0.0000.000
Science and technology studies0.0010.000
Scholarly communication0.0000.000
Open science0.0000.000
Research integrity0.0000.000
Insufficient payload (model declined to judge)0.0000.000

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 head0.024
GPT teacher head0.217
Teacher spread0.193 · 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