Finding an academic space: reflexivity among sustainability researchers
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.
Bibliographic record
Abstract
Reflexivity is arguably an important aspect of doing sustainability research. The inter-and transdisciplinary character of sustainability research, as well as its change-oriented agenda, require scholars to reflect on their role as researchers, their research focus and methodology, and its relation to academia and society. Using focus groups with 15 researchers at different stages in their academic career, we investigate three forms of reflexivity, i.e., personal, functional, and disciplinary, for sustainability researchers connected to the LUCID (Lund University Centre of Excellence for the Integration of the Social and Natural Dimensions of Sustainability) program experience. We further study similarities and differences in how the researchers experience reflexivity connected to interdisciplinary and transdisciplinary approaches. We find that sustainability researchers experience all three forms of reflexivity. In particular, they are highly reflexive about how research on sustainability issues is dependent on theoretical pluralism; how research can contribute to the transformation of society; and how they, as inter-and transdisciplinary researchers, can construct a space for themselves within the academic system. We also find that transdisciplinary approaches make scholars add a layer of reflexivity to the three categories studied, concerning collaboration beyond academia. Finally, we find that reflexivity about these issues seems to be crucial for how sustainability researchers construct a space for themselves within the academic system. PhD graduates from the LUCID program are deeply reflexive about the function of academic boundaries. It is this awareness that enables them to construct an academic identity entirely beyond boundaries. This result has important implications for PhD programs focused toward sustainability issues, in terms of a need to provide opportunities for PhD students to develop reflexivity.
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 imitationNot 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.
Codex and Gemma teacher scores by category
| Category | Codex | Gemma |
|---|---|---|
| Metaresearch | 0.010 | 0.003 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.000 | 0.001 |
| Science and technology studies | 0.001 | 0.002 |
| Scholarly communication | 0.000 | 0.001 |
| Open science | 0.000 | 0.000 |
| Research integrity | 0.000 | 0.001 |
| Insufficient payload (model declined to judge) | 0.000 | 0.000 |
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.
score_only:v0-immature-baseline · verbatim from the scoring run: score_only means the number may rank works, and no category label ships from it