From the net to the Net : Atlantic Canada and the global economy
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
Introduction: Towards a New Political Economy of Development in Atlantic Canada James Sacouman and Henry Veltmeyer * Rethinking Underdevelopment in Atlantic Canada Henry Veltmeyer * Just More of the Same? Confederation and Globalization Michael Clow * Capitalist Restructuring on Canada's East Coast James Sacouman * Income Distribution in Nova Scotia, 2000 Colin Dodds and Ronald Colman * The Decaying Social Compact in Atlantic Canada Thom Workman * Call Centres: A New Solution to an Old Problem? Tom Good and Joan McFarland * Contradictions in Community Economic Development: New Dawn Enterprises Scott MacAulay * State Employment and Trade Unionism: Signs of Renewal? Anthony Thomson * Policy Issues in the Trade Union Movement: Two Views from Labour Barbara Moore and James Sacouman Notes Bibliography Index
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 | 0.002 | 0.001 |
| Scholarly communication | 0.001 | 0.000 |
| Open science | 0.001 | 0.000 |
| Research integrity | 0.000 | 0.000 |
| Insufficient payload (model declined to judge) | 0.000 | 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