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
Cambodia, LabourStart and Raffl es Hotel chain dispute 430 Canada LabourStart and British Columbia hospitals, cleaning staff dispute 430 LabourStart pressure campaign on rightwing government of British Columbia 428 planned company towns and class and race diff erence by house type 182 Private Finance Initiatives (PFI) 68 transnational unions 258 Canada, Filipino immigrant population 159-60 downgrading of skills 163 education levels 160, 161, 166-7 employment, diffi culties faced in fi nding 163, 168 employment earnings 162 employment restrictions 165, 168 employment standards legislation demands 174 family support and networks 166, 168 and global economic shift 171 immigration programmes 160 and Labour Code of the Philippines 164 labour market niches 161-3, 168 351-2 and value chains 71, 72, 74-6 welfare, see Kohler Village and spatial politics of planned company towns Cappelli, P. 99
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 | 0.001 | 0.000 |
| Meta-epidemiology (narrow) | 0.001 | 0.001 |
| Meta-epidemiology (broad) | 0.001 | 0.000 |
| Bibliometrics | 0.001 | 0.000 |
| Science and technology studies | 0.001 | 0.000 |
| Scholarly communication | 0.011 | 0.003 |
| Open science | 0.001 | 0.001 |
| Research integrity | 0.001 | 0.003 |
| Insufficient payload (model declined to judge) | 0.010 | 0.028 |
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