Bibliographic record
Abstract
The End(s) of Community Laurier Studies in Political Philosophy SeriesGlobal migration, MTV, transnational capital, and colonialism have given birth to a new and smaller world.To a greater degree than at any other time in remembered history, different cultures are brought together to live side by side.This close proximity has brought new mixtures and exciting possibilities-and also new struggles and conflicts.From many quarters comes an urgent call to build a sense of political belonging and unity in a diversity of voices.The call to unity is not, however, for uniformity or hegemony in one particular way of life.The unity to which we refer requires a rethinking and reconceptualization of existing philosophical paradigms that guide our relationships with others.In the spirit of intercultural dialogue, our Laurier Studies in Political Philosophy series is dedicated to exploring key challenges to our changing world and its needs.We are particularly interested in submissions that challenge dominant existing frameworks and approaches.We invite submissions in areas including Multicultural Theory, Aboriginal Studies and Philosophy, Post-colonialism, Globalization, Critical Race Theory, Feminism, and Human Rights Philosophy.
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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 | 0.003 |
| Meta-epidemiology (narrow) | 0.001 | 0.000 |
| Meta-epidemiology (broad) | 0.001 | 0.000 |
| Bibliometrics | 0.001 | 0.001 |
| Science and technology studies | 0.002 | 0.001 |
| Scholarly communication | 0.008 | 0.003 |
| Open science | 0.001 | 0.003 |
| Research integrity | 0.005 | 0.003 |
| Insufficient payload (model declined to judge) | 0.896 | 0.838 |
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".