Bibliographic record
Abstract
The Tripartite aggression of 20 October 1956 against Egypt polarized politics in the entire Middle East region, including Iraq, with national fervor turning into popular political opposition to the West and its Arab allies. Public outrage in Iraq and the demonstrations that followed brought the major opposition parties closer together, and a committee representing the Baʿth, Istiqlâl , NDP, and ICP, and including some independent democratic personalities, was created to coordinate their activities. They formed a special Field Committee to direct the daily demonstrations that were taking place. However, the members of this committee were almost immediately arrested, forcing the Party representatives to take over the tasks themselves. In addition to forming the sub-committee, they established the Supreme Student Committee to direct and mobilize students, who in fact formed the backbone of the protests and who represented the parties. A representative of the KDP was added to this student committee, although the KDP was not officially part of the initial sub-committee. In response to these developments, NÛrî al-Saʿîd's defiance of the opposition intensified and his oppression increased, particularly of the communists and their sympathizers. This spurred closer cooperation among many of the opposition groupings, and by early 1957 the opposition's solidarity had become a pre-condition for their survival. With some effort, an alliance structure began to take shape, and in February 1957 an umbrella organization, the United National Front, was born.
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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 | 0.001 | 0.001 |
| Meta-epidemiology (narrow) | 0.001 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.001 | 0.002 |
| Science and technology studies | 0.006 | 0.006 |
| Scholarly communication | 0.005 | 0.002 |
| Open science | 0.000 | 0.003 |
| Research integrity | 0.001 | 0.004 |
| Insufficient payload (model declined to judge) | 0.012 | 0.003 |
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".