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
English as an international language (EIL) refers to the use of English as a means by which people from different parts of the world communicate with each other. Geopolitics concerns political power within and across geographic space. Within this broadly defined EIL context, this entry frames the political power of assessment and addresses this power from two dimensions. The first dimension is the geopolitics of international language testing, which deals with the testing of proficiency in English by speakers of other languages whose purpose of taking the test is to pursue academic study in English‐speaking countries, such as the Test of English as a Foreign Language (TOEFL) and the International English Language Testing System (IELTS). The second dimension focuses on the testing of proficiency in English by speakers of other languages whose purpose is for schooling in English‐speaking countries, such as the Ontario Secondary School Literacy Test (OSSLT) in Canada and the No Child Left Behind (NCLB) policy in the United States.
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 | 0.001 | 0.005 |
| 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 | 0.001 |
| Scholarly communication | 0.000 | 0.000 |
| Open science | 0.001 | 0.000 |
| Research integrity | 0.000 | 0.000 |
| Insufficient payload (model declined to judge) | 0.006 | 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