Shelter, Knowledge, Activism: A Refuge in the Canadian Forest for Political Exiles and Intellectual Dissidents of Totalitarian Regimes
Bibliographic record
Abstract
Issues of civil rights have been thrust into the spotlight due to the events in Hong Kong and China, with numerous attacks against journalists, activists and others who have spoken out against the censorship of free ideas and the ongoing genocide of the Uyghur people in the XUAR. The project, a retreat for scholars, activists and political refugees, expresses my belief in protecting the intellectual freedoms and the rights of those being persecuted by totalitarian powers for voicing their ideas and opinions. Beyond a remote village in Gatineau Park, the project proposes to burrow itself in the dense forests of the conservation park, removed from the eyes of the city and shrouded in the calming wilderness. It is to be a place to nurture, grow and support individuals in their fight for human and civil rights while building strong lasting relationships throughout their stay.
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.
How this classification was reachedexpand
Full frame machine prediction
Teacher imitationNot calibrated prevalence, not ground truth. Human validation pending. The Gemma side is a direct model label for every work in the frame, read from the title-only record. The Codex side is a classifier learned from the 10,348 direct Codex labels and calibrated to design-weighted sample rates; fields without enough sample support carry no Codex call. Candidate is the union of the two sides; consensus is their intersection. These outputs are machine_predicted_unvalidated and are not human labels.
Distilled classifier scores by category (both heads)
| Category | Codex | Gemma |
|---|---|---|
| Metaresearch | 0.001 | 0.002 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.001 | 0.001 |
| Science and technology studies | 0.070 | 0.017 |
| Scholarly communication | 0.011 | 0.003 |
| Open science | 0.002 | 0.005 |
| Research integrity | 0.002 | 0.004 |
| Insufficient payload (model declined to judge) | 0.010 | 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 itClassification
machine, unvalidatedMachine predicted; a candidate call from one source (direct Gemma or distilled Codex), not a consensus.
How this classification was reached, model by model and score by score, is at the end of the page under "How this classification was reached".