Bibliographic record
Abstract
Relay, A Socialist Project Review, intends to act as a forum for conveying and debating current issues of importance to the Left in Ontario, Canada and from around the world. Contributions to the re-laying of the foun-dations for a viable socialist politics are welcomed by the editorial committee. Relay is published by the Socialist Project. Signed articles reflect the opinions of the authors and do not necessarily represent the views of the editors. About the Socialist Project The Socialist Project does not propose an easy politics for defeating capitalism or claim a ready alternative to take its place. We oppose capitalism out of ne-cessity and support the resistance of others out of solidarity. This resistance creates spaces of hope, and an activist hope is the first step to discovering a new socialist politics. Through the struggles of that politics – struggles informed by collective analysis and reflection – alternatives to capitalism will emerge. Such anti-capitalist struggles, we believe, must develop a viable working class politics, and be informed by democratic struggles against racial, sexist and homophobic oppressions, and in support of the national self-determination of the many peoples of the world. In Canada and the world today, there is an imperative for the Left to begin a sustained process of reflection, struggle and organizational re-groupment and experimentation. Neither capitalism nor neoliberalism will fade from the political landscape based on the momentum of their own contradictions and without the Left developing new political capaci-ties. We encourage those who share this assessment to meet, debate and begin to make a contribution to a renewed socialist project in your union, school and community. For more information on the Socialist Project check our website at www.socialistproject.ca or
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 | 0.002 | 0.018 |
| Meta-epidemiology (narrow) | 0.001 | 0.000 |
| Meta-epidemiology (broad) | 0.001 | 0.001 |
| Bibliometrics | 0.002 | 0.001 |
| Science and technology studies | 0.003 | 0.001 |
| Scholarly communication | 0.009 | 0.005 |
| Open science | 0.002 | 0.004 |
| Research integrity | 0.005 | 0.004 |
| Insufficient payload (model declined to judge) | 0.793 | 0.659 |
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; the direct Gemma label and the distilled Codex classifier agree on what is shown here.
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".