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
Kappan has addressed the tough budgetary climate for schools in every issue this year. Educators around the world are understandably worried about budget pressures facing governments. Given increasing challenges around student achievement, equity, and many other expectations of public schools, educators fear that they'll have to reduce staff and programs and that the least advantaged students may suffer most from these cuts. And, even if budget reductions don't badly damage essential services, they're likely to generate morale problems in the system and political controversy in the broader community--both of which can be major distractions from the real work of schools. That's why schools must consider how to meet financial challenges while also making decisions that are educationally sound. Without downplaying the potential negative effects of budget cuts, at least a few possibilities fit that bill. Several of these ideas are described in more detail in a report I did last spring for the Province of Nova Scotia (Levin, 2011). Here, I will only raise two. One useful focus that could emerge from discussions of budget pressures is to try to prevent student failures so that fewer students repeat grades or years. The idea of failure as necessary to maintain standards is deeply engrained in our thinking about education. In the U.S., ending social promotion has been an ongoing issue and has led to quite a few efforts to hold students back more often. The problem with this position is that most research, including studies of some of these recent initiatives, suggests that retention in grade is an ineffective policy. (This research is reviewed and cited more fully in the Nova Scotia report mentioned above.) Not only does flunking kids fail to boost short-term achievement, research shows a significant association between grade retention and lower long-term student achievement, including failure to complete secondary education. And even if the policy were effective, it is still very expensive. U.S. data suggest that 10% of elementary students are being held back at least once during their schooling, and while in high school at least 30% of students are taking at least one more year to graduate. And Canadian evidence--from Ontario and Alberta--shows that most students who return for an extra year of secondary school still don't graduate. These numbers show that a huge amount of money--perhaps 20% of total expenditures--is tied up in a very ineffective strategy. If some of this money was used earlier to keep students on track or help them catch up--as recommended by the OECD (2007), schools would be less expensive and more effective. Of course, students should not be moved along in the system without real skills, but failing them is not a good strategy to help them acquire those skills. Does any other field regard a large amount of failure as an indication of quality? Any business with a 20% failure rate in its services or products would soon be out of business. While comparing schools to businesses is usually not very accurate or helpful, the orientation to preventing failure and achieving high quality at every stage is one focus that school systems could borrow. The goal of every enterprise, including schooling, must be the highest possible quality with the lowest possible failure rate, which means an emphasis on preventing problems or their very early remediation. This is just what high-achieving school systems in Finland or Singapore do. They set out to ensure that students are supported as soon as they have problems, allowing them to catch up, thus avoiding the expensive and unhelpful experience of repeating a course or grade. More independence A second interesting possibility is extending the amount of independent learning that students do. …
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 | 0.000 |
| 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 | 0.000 |
| Open science | 0.000 | 0.000 |
| Research integrity | 0.000 | 0.000 |
| 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