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
This paper is an analysis of the Dutch resistance movement during World War II. During the German occupation of the Netherlands, 102,000 Dutch Jews were deported and killed, which amounted to approximately 75 percent of the pre-war Jewish population in the Netherlands. Additionally, hundreds of thousands of Dutch civilians were forced to work in German work camps to fuel the German war machine. Despite this, only 4% of Dutch citizens participated in the resistance movement. This paper will examine the roles of these resistance fighters, as well as several primary sources that demonstrate their importance and significance. It will explain that resistance work was incredibly dangerous work done by many local organizations that when combined formed a national movement. The resistance movement was recognized and encouraged by the Dutch government in exile and was viewed as a threat by the German occupiers. Ultimately, members of the resistance movement should be viewed as heroes who were willing to stand up to the evil of the Nazi regime and risk their lives for freedom.
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 | 0.001 |
| Science and technology studies | 0.004 | 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) | 0.001 | 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