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
The evolution of higher education from a privilege for the elite to an economic and social necessity for broad segments of the population has created financing challenges, along with new opportunities, for students and their families. Governments that were able to provide free or low-priced access to universities for the select few have found it necessary to charge rising levels of tuition, even as less-affluent citizens aspire to enroll. In a number of countries—including Canada, Chile, and England—students have taken to the streets to protest tuition policies. Students are less militant in the United States; but there, as elsewhere, rising college prices and stagnating incomes have led to the widespread perception that postsecondary education is “unaffordable” for more and more people.Yet, it is not obvious what “unaffordable” means. What price is relevant—the published price of postsecondary study, the price people actually pay, or the price people should be expected to pay? Efforts to increase educational opportunity can be hindered if policymakers do not have a clear idea of the meaning of an “affordable” or “unaffordable” education.
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 | 0.001 |
| Open science | 0.001 | 0.000 |
| Research integrity | 0.000 | 0.000 |
| Insufficient payload (model declined to judge) | 0.061 | 0.004 |
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