Bibliographic record
Abstract
Click to increase image sizeClick to decrease image size Notes1. Thomas Hobbes, Leviathan or the Matter, Forme, & Power of a Common-wealth, Ecclesiastical and Civil (Oxford, UK: Blackwell, 1900) [London: A. Crooke, 1651].2. Hannah Arendt, The Origins of Totalitarianism (New York: Harcourt, 1951), 140.3. My task here is not to discuss the appropriate use of masks, but for guidance, see the World Health Organization’s website daily for minute instructions.4. M. C. Jedrej, “A Comparison of Some Masks from North America, Africa, and Melanesia,” Journal of Anthropological Research 36, no. 2 (1980): 220–30. Accessed March 17, 2020. http://www.jstor.org/stable/3629477.5. The Chemistry Brigade is a specialized division within the People’s Army of Vietnam that focuses on the containment of weapons of mass destruction and nuclear threats.6. Judith Butler, Frames of War: When Is Life Grievable? (London: Verso, 2010).7. Lisa Stevenson, Life Beside Itself: Imagining Care in the Canadian Arctic. (Oakland: University of California Press, 2014).Additional informationNotes on contributorsTram LuongTram Luong is a graduate student in anthropology at Yale University.
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How this classification was reachedexpand
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 | 0.000 | 0.001 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.000 | 0.000 |
| Science and technology studies | 0.003 | 0.004 |
| Scholarly communication | 0.000 | 0.000 |
| Open science | 0.000 | 0.000 |
| Research integrity | 0.000 | 0.000 |
| Insufficient payload (model declined to judge) | 0.008 | 0.001 |
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; both teacher heads 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".