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
Abstract In 2008, the number of active armed conflicts was 36, up by one from 2007. Over the past few years, the number of active conflicts has not seen any drastic changes from one year to the next. However, the number of armed conflicts has increased by nearly one-quarter since 2003, which was the year with the lowest number of active armed conflicts since the 1970s. While the number of conflicts continued to increase, the number of wars (i.e. conflicts with over 1,000 battle-related deaths) remained at a very low level, with only five recorded for 2008. Four conflicts listed in 2007 were no longer active in 2008, but during the year, two conflicts were restarted by previously recorded actors (in Burundi and in Georgia). Furthermore, three new conflicts erupted, one of which was fought between states (Djibouti—Eritrea). Thus, the record-long four-year interlude 2004—07 with no interstate conflict was broken.
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 | 0.007 | 0.002 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.000 | 0.001 |
| Science and technology studies | 0.001 | 0.000 |
| Scholarly communication | 0.000 | 0.000 |
| Open science | 0.000 | 0.000 |
| Research integrity | 0.000 | 0.003 |
| Insufficient payload (model declined to judge) | 0.001 | 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 it