Better Together: The Role of Critical Friendship in Empowering Early Career Academics
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
Starting a career in academia is often fraught with uncertainty, turbulence, and isolation, as aspiring professors manage multiple, often contract-based roles in order to advance their curriculum vitae and secure a livelihood. In this research study, we use narrative inquiry to illuminate the role our critical friendship has played in our academic experience. Turning to the ethic of care (Noddings, 2006) as a theoretical and conceptual framework, we reveal to ourselves, and to the academic landscape, the common themes that contextualize academia for emerging scholars, including seeking employment, managing our roles as graduate students, dealing with tensions in the workplace, and managing the logistics of personal life events as they pertain to the workplace. The ethic of care was steeped into the continued development of each cyclical phase of our critical friendship (Wideman-Johnston & Brewer, 2014). Furthermore, our critical friendship provided empowerment, an overarching theme in our data, as we engaged with the joys and pains of being emerging academics through continued unguarded conversations (Baskerville & Goldblatt, 2009; Wideman-Johnston & Brewer, 2014). As our critical friendship grew more trusting and empowering, the fulfillment of “natural care” (Noddings, 2006) was realized. We share our findings to offer a new way forward, whereby authentic critical friendships provide the care necessary to empowering emerging academics. Keywords: Critical friendship; emerging academic; narrative inquiry; ethic of care; incivility; precarious academic.
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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 | 0.000 | 0.000 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.000 | 0.000 |
| Science and technology studies | 0.000 | 0.000 |
| Scholarly communication | 0.000 | 0.000 |
| Open science | 0.000 | 0.000 |
| Research integrity | 0.000 | 0.000 |
| 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