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
This brief essay chronicles the closure of the Detroit–Windsor tunnel during the COVID-19 pandemic as part of the Canadian government’s containment measures in the spring/ summer of 2020 from the authors’ perspectives as both residents and researchers living in the border city of Windsor, Ontario (Canada). Drawing upon crossings in March and June 2020 as well as reflections on the urban cross-border context that Windsor and Detroit facilitate, the article details the changes in border operations and the resulting difficulties faced by local communities. In conclusion we point to the current, local quagmire that Windsor–Essex finds itself in, having some of the highest case COVID-19 counts in Canada as of July 2020. Caught between a laissez-faire approach to managing the migrant worker outbreaks in Essex County, and slow-moving county/provincial and federal responses to the pandemic, local attitudes toward reopening the border here seem more divided than in other parts of Canada.
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 | 0.005 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.000 | 0.001 |
| Science and technology studies | 0.001 | 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) | 0.001 | 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