Why this work is in the frame
A frame that forgets how it found something cannot be audited. These are the routes that admitted this work.
Bibliographic record
Abstract
ALTERNATIVE TECHNOLOGY TO replace all current antipersonnel land mines (APLs) would not be in place by 2006, according to a National Academies report released last month. For this reason, the U.S. is not likely to sign the Ottawa Convention banning land mines by that target date. The report, "Alternative Technologies To Replace Antipersonnel Landmines," was prepared by a committee chaired by George Bugliarello, chancellor of Polytechnic University, Brooklyn, N.Y., and impaneled by the National Academies at the request of the Department of Defense. The Ottawa Convention, signed or acceded by 139 nations, bans the use, stockpiling, production, and transfer of APLs. It is aimed at eradicating a weapon that each year indiscriminately kills or maims about 26,000 people worldwide. The U.S. has not signed the treaty but has indicated it would in 2006 if suitable alternatives for the weapons could be fielded by then. "We've been hearing from Pentagon people for more ...
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.
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 | 0.000 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.000 | 0.000 |
| Science and technology studies | 0.000 | 0.000 |
| Scholarly communication | 0.000 | 0.000 |
| Open science | 0.000 | 0.000 |
| Research integrity | 0.000 | 0.000 |
| Insufficient payload (model declined to judge) | 0.000 | 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 it