Bibliographic record
Abstract
Sean McMahon, "We Are All Potential Terrorists Now: The Reconstitutive 2 Effects of the Anti-terrorism Act and the Patriot Act" (2005) 10 Rev. of Constitutional Studies 46.John Edwards, "Security, Asylum, and Rights: Are All Rights Equal?" (2005) 3 10 Rev. of Constitutional Studies 73.I do not purport fully to summarize or explain the arguments of either 4 McMahon or Edwards in this article.For their full arguments and lines of support, see McMahon, supra note 2 and Edwards, ibid.For a further discussion of our post-September 11 heightened sensibility of 5 fear, see Trevor C.W. Farrow, "Citizen Participation and Peaceful Protest: Let's Not Forget APEC" in
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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 | 0.006 | 0.007 |
| Meta-epidemiology (narrow) | 0.001 | 0.000 |
| Meta-epidemiology (broad) | 0.001 | 0.001 |
| Bibliometrics | 0.001 | 0.001 |
| Science and technology studies | 0.006 | 0.034 |
| Scholarly communication | 0.009 | 0.011 |
| Open science | 0.001 | 0.009 |
| Research integrity | 0.006 | 0.006 |
| Insufficient payload (model declined to judge) | 0.016 | 0.002 |
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".