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
Adopting a personal tone, this article explores Ray Chambers’ impact on accounting and management education and through that his impact on accounting thought and practice. As mentor and colleague for over a quarter of a century, Chambers left many wonderful impressions, some of which are described here. The article describes some of the influences on the innovations and approaches of a great teacher. Familial and early working life experiences are shown to have greatly influenced his views on accounting, finance and management, and hence his innovations in accounting and management education at both the Sydney Technical College and the University of Sydney. His research, writings and teachings continually stressed the need to apply common sense to common experience. The article concludes by noting Chambers’ perennial pursuit of seeking evidence to test his ideal solution to eradicate the follies and infelicities that plagued then (and still plague today) accounting thought and practice. Chambers regarded having such an ideal as the essence of being a researcher.
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) | 0.005 | 0.004 |
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