Bibliographic record
Abstract
Purpose The purpose of this paper is to introduce a multi-layered theoretical framework to enable engaged scholarship to develop as a practice in entrepreneurship and small business research. To do so, it illuminates the salient features of engaged scholarship, collaborative learning and actor-network theory (ANT). Design/methodology/approach The paper follows a narrative or traditional literature review design. Specifically, it adopts a thematic approach for summarising and synthesising a body of literature on engaged scholarship, collaborative learning and ANT with the view to develop a new multi-layered theoretical framework. Findings Applying the theory of engaged scholarship to pivot entrepreneurship/SME research provides scholars with an opportunity to unlock the theory vs practice paradox. Moreover, engaged scholarship offers valuable instructions for encouraging interactionism between entrepreneurship researchers and practitioners as well as reconcile their polarised views. Co-production and co-creation of knowledge addresses the concerns often raised by the practitioner community regarding the relevance and applicability of academic research to practice. Practical implications The proposed multi-layered framework provides entrepreneurship researchers, and the practitioner community with a taxonomy to use to encourage a joint approach to research. Developing deep partnerships between academics and practitioners can produce outcomes that satisfy the twin imperatives of scholarship that can be of high quality as well as a value to society. Originality/value The paper advances the theory and practice of engaged scholarship in new ways that are not common in entrepreneurship/SME research. This enables engaged scholarship to develop as a practice in entrepreneurship and small firms’ research. Through applying the proposed multi-layered framework in research, academics can deliver fully developed solutions for practical problems. The framework is useful in the theory vs practice and entrepreneurship researchers vs practitioner debates.
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 machine prediction
Teacher imitationNot calibrated prevalence, not ground truth. Human validation pending. The Gemma side is a direct model label for every work in the frame, read from the title-only record. The Codex side is a classifier learned from the 10,348 direct Codex labels and calibrated to design-weighted sample rates; fields without enough sample support carry no Codex call. Candidate is the union of the two sides; consensus is their intersection. These outputs are machine_predicted_unvalidated and are not human labels.
Distilled classifier scores by category (both heads)
| Category | Codex | Gemma |
|---|---|---|
| Metaresearch | 0.022 | 0.052 |
| Meta-epidemiology (narrow) | 0.001 | 0.001 |
| Meta-epidemiology (broad) | 0.001 | 0.001 |
| Bibliometrics | 0.004 | 0.004 |
| Science and technology studies | 0.007 | 0.015 |
| Scholarly communication | 0.022 | 0.017 |
| Open science | 0.005 | 0.028 |
| Research integrity | 0.007 | 0.006 |
| Insufficient payload (model declined to judge) | 0.093 | 0.045 |
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.
score_only:v0-immature-baseline · verbatim from the scoring run: score_only means the number may rank works, and no category label ships from itClassification
machine, unvalidatedMachine predicted; a candidate call from one source (direct Gemma or distilled Codex), not a consensus.
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".