A professional author - how G. M. Glaskin earned a living
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
Western Australian author Gerald Marcus Glaskin (GMG; 16 December 1923-11 March 2000) wrote from life, using his experiences to continually expand his creative repertoire. In one sense, this was to be his downfall, as his life was unconventional for his time. Because he mined own experiences so much in his creative writing, his works eventually moved out of mainstream markets. However, this paper focuses on his financial success as a writer, details of which can be documented through study of the meticulous records kept by both GMG and his publisher, Barrie & Rockliff of London. Other scholarly analysis of the income received by authors is limited. Katherine Bode (2012) does not deal with the subject in her otherwise comprehensive quantitative analysis of Australian publishing. What little is known about the income of professional authors from this or other periods, and whether they were able to survive on the proceeds of their writing, is incidental to other research.
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 | 0.007 | 0.003 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.000 | 0.001 |
| Science and technology studies | 0.002 | 0.001 |
| Scholarly communication | 0.000 | 0.000 |
| Open science | 0.001 | 0.000 |
| Research integrity | 0.000 | 0.001 |
| Insufficient payload (model declined to judge) | 0.001 | 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