Hood initiation: Jewels of leadership or jinns of temptation
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
(A Poetic Introduction) I envision myself standing on the bank of the tenure stream. Can I make it to the other side without perishing along the way? I wonder if my publication record is yet strong enough to ensure me safe passage to the other side of the stream. Perhaps I will perish in the waters of initiation before I can even begin an Margie Buttignol is an academic career... independent scholar and ^ ^ ,g ^ J wonder Touching ^ teac erwit te oronto bottom ofthe stream with my toes I feel a steep incline Catholic District School begin. I cling to the familiar bank of my doctoral Board. C. T. Patrick student identity even after I have defended my thesis Diamond is a professor and been ritually hooded at convocation. Positioned with the Centre for at the bank of the tenure-stream, I imagine my self Teacher Development of surrounded by the waters of initiation into Academe. the Ontario Institute for But> as 1 lineer therememories of another initiation Studies in Education of flood mt0 mind ~ my entry11110 the mysterious the University ofTornto W0IM of Brownies when I was seven years old... Toronto, Ontario, According to Campbell (1949), we re-live the same Canada. experience over and over again in spirals. Is this why
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 | 0.000 | 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) | 0.009 | 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