Christopher Healey interviews Hamilton Heritage Activist Graham Crawford
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
Description: I had the honour and pleasure of interviewing Silver Jubilee Medal recipient Graham Crawford at his HIStory & HERitage Museum storefront space. Crawford is a hero to some and a thorn in the side to others with his outspoken views on city business and priorities. Retired from a very successful run in the corporate world, he perhaps is the best example of the methodical and intelligent activist who vexes the myth of the malcontent and uninformed activist that seemingly is applied to anyone who speaks out in this community. When I first moved to Hamilton, Ontario three years ago, Graham's storefront window full of "culture jamming" images and commentary was an intriguing and accessible point of entry to learn about this city in transition. During this interview, I try to get an overview from Crawford on what makes Hamilton architecture so special, some of the current problems with the political leadership and where Hamilton is going next. The interview goes for an hour and a half, and could of gone on for another hour and a half. I hope you enjoy.
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) | 0.581 | 0.026 |
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