Junior faculty experiences with informal mentoring
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
Mentoring is one way in which new faculty can acquire the skills needed for a successful academic career. Little is known about how informal mentoring is operationalized in an academic setting. This study had two main objectives: (1) to determine if junior faculty identify as having an informal mentor(s) and to describe their informal mentoring relationships; and (2) to identify the areas in which these faculty seek career assistance and advice. The study employed a grounded theory approach. Subjects were recruited from the clinical teaching faculty and were 3-7 years into their first faculty position. Theoretical sampling was employed in which data analysis proceeded along-side data collection, and collection ceased when saturation of themes was reached. Saturation was reached at ten subjects. Data were collected by individual interviews. Four topics recurred: qualities sought in mentors, processes by which guidance is obtained, content of the guidance received and barriers. Faculty obtained guidance in two principal ways: (a) through collegial working relationships; and (b) through discussion with senior clinicians as part of the evaluative system in the department. Participants discussed the degree of mentoring they received in the areas of: career focus, orientation to the organization, transition of role from trainee to faculty and work/nonwork balance. Barriers identified included an evaluative role and conflict of interest on the mentor's part. Junior faculty identify some relationships from which they receive guidance; however, limitations in these relationships result in a lack of mentorship on career direction and on balancing career with personal life.
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 | 0.001 | 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) | 0.027 | 0.001 |
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