"A kick in the pants" or Mentoring as "a brain to pick, an ear to listen and a push in the right direction" (John C. Crosby 1859 – 1943)
Bibliographic record
Abstract
The elegant phrases of John Crosby to describe mentoring have been amended and added to over the years to include, "a shoulder to cry on and a kick in the pants" (Josefowitz, 1980). This paper is a follow-up to the podcast the authors engaged in with Edie Demas as their moder-ator at the NYU Forum on Educational Theatre, April 2016. Here on the editor's invitation, we expand on our conversation, moving from our personal experiences of mentoring/being mentored to examining the confusions that arise over the application of the term itself, what is effective mentoring and how it may be derailed. We begin with what we said (slightly modified) about our own experiences of mentorship to set the context.
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How this classification was reachedexpand
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 | 0.002 | 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) | 0.001 | 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 itClassification
machine, unvalidatedMachine predicted; a candidate call from one teacher head, 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".