Study on the Distribution of Compulsory School Teacher’s Resources in Guizhou
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 student-teacher ratio of compulsory schools in Guizhou has declined. The student-teacher ratio of junior middle schools is higher than that of primary schools. The student-teacher ratio of urban schools is the highest of all. The teachers’ educational level of compulsory schools in Guizhou is higher than before. The structure of teachers’ professional titles is unreasonable in that the proportion of teachers with high professional titles is too low. The workload of teachers is too heavy to meet the demand of diversified running of schools in Guizhou. To improve the quantity and quality of teachers in rural compulsory education schools, as well as the the compulsory education quality in Guizhou, it is necessary to take the following measures: optimizing the authorized size of compulsory school teachers, approving the student-teacher ratio, continuing to implement the Special Contracted Teachers’ Policy, reforming the evaluating policy of the professional titles and recruiting caretakers and so on.
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 | 0.004 | 0.001 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.000 | 0.001 |
| Science and technology studies | 0.000 | 0.000 |
| Scholarly communication | 0.000 | 0.000 |
| Open science | 0.001 | 0.000 |
| Research integrity | 0.000 | 0.000 |
| Insufficient payload (model declined to judge) | 0.000 | 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