Bibliographic record
Abstract
The practice of self-contained classroom set-up was very popular in the American education system until the first quarter of the 2cJh century. Thisinnovation evolved from the interest to tackle the then critical problem of teacher shortage in the United States. The earlier form of the scheme was introduced in an arrangement whereby a single teacher was responsible for the total instruction of a given class of students. This same scheme was adopted to the Ethiopian primary schools during the last decade of the Imperial rule. In 1974, when the socialist government took power, the practice ceased to exist. Again in 1994, after 20 years of postponement, the self-contained set-up has been taken as a component part of the New Education and Training Policy. However, regions like SNNPR and Tigray have not yet endorsed this component part of the NETP. The scheme seems to be laid off in Addis Ababa even though it is stnctly adhered to in Amhara Regional State. Thus this study investigates the concepts and controversies attached to the self-contained classroom utilization with a focus on the American as well as the Ethiopian experiences.
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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 | 0.004 | 0.004 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.001 | 0.001 |
| Science and technology studies | 0.006 | 0.023 |
| Scholarly communication | 0.008 | 0.007 |
| Open science | 0.001 | 0.003 |
| Research integrity | 0.002 | 0.002 |
| Insufficient payload (model declined to judge) | 0.001 | 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 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".