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Record W4403467176 · doi:10.1016/j.eist.2024.100918

Accelerating the deployment of SMRs in Canada: The importance of intermediaries

2024· article· en· W4403467176 on OpenAlex
Mariia Iakovleva, Jeremy Rayner

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.

affAt least one author lists a Canadian institution in the pinned OpenAlex snapshot.
aboutThe title or abstract carries a Canadian signal from the geographic lexicon.

Bibliographic record

VenueEnvironmental Innovation and Societal Transitions · 2024
Typearticle
Languageen
FieldEconomics, Econometrics and Finance
TopicFirm Innovation and Growth
Canadian institutionsUniversity of Saskatchewan
Fundersnot available
KeywordsSoftware deploymentIntermediaryBusinessComputer scienceMarketingOperating system

Abstract

fetched live from OpenAlex

• Focuses on the role of intermediaries in accelerating the adoption of a ‘ready to use’ but controversial clean energy technology: small modular nuclear reactors (SMRs). • Demonstrates the role of intermediaries in creating and elaborating legitimating storylines in support of the technology. • An original “cooperative” storyline used to move SMRs onto the policy agenda gives way to competing storylines as intermediaries create variations in the narrative in support of SMR designs or applications. • Intermediaries must position themselves carefully with respect to these new developments if accelerated deployment has a chance of success. • Government actors showed strong network management during agenda setting but may need to continue to play a more prominent role if divisions among the other actors continue to emerge in the SMR network. Much of the research on technological innovation, especially in the context of sustainability transitions, has focused on the early stages of innovation. Much less work has been done on successful acceleration of technological change after pre-development and take-off. Filling this gap is important for improving the chances of successful deployment of small modular reactors (SMRs). Recent work on sustainability transitions has focused on the importance of "intermediaries". These are actors and platforms that sustain the momentum of transitions by linking actors, activities, and resources. Their role in the acceleration phase is less well understood and SMRs provide a compelling case study of the challenges. This paper uses document, web, and interview data to analyze the role of intermediaries in Canadian SMR deployment, focusing particularly on the intermediaries needed for successful social innovation; identifies gaps; and evaluates the role of public policy in supporting the development of these critical relationships.

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)0.000
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 score0.865
Threshold uncertainty score0.999

Codex and Gemma teacher scores by category

CategoryCodexGemma
Metaresearch0.0000.000
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 science0.0000.000
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 head0.032
GPT teacher head0.214
Teacher spread0.183 · 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