Examining the Role of Friendship in Mentoring Relationships between Graduate Students and Faculty Advisors
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
Although previous studies have offered empirical and anecdotal support for academic mentoring, there are still considerable gaps in understanding the specific actions or components that are present in these relationships. Research has shown that academic faculty mentors provide all of Kram’s (1988) mentoring functions to their graduate student protégés. Despite numerous claims to the presence of “friendship” in graduate student-faculty advisor mentoring relationships, others question if friendship is even possible within this context. Thus, there is ambiguity about the role of this particular function in academic mentoring. In our attempt to reconcile results from a previous study on graduate student-faculty advisor mentoring and better understand the potential role and temporal development of friendship within this domain, we sought clarification in the existing literature. To our surprise, the literature lacks consensus on the topic and requires additional scholarly attention. Consequently, the purpose of this paper is to share insights from our previous study examining mentoring in academia, summarize empirical findings and conceptual advancements on the topic of friendship in graduate student-faculty advisor mentoring relationships, and propose directions for further inquiry in this area, in the hope of strengthening academic mentoring relationships.
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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 | 0.003 | 0.001 |
| 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 | 0.001 |
| 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