Relooking at the ESL Reading Comprehension Assessment for Malaysian Primary Schools
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 purpose of the study is to have a relook at the ESL reading comprehension assessment system for Malaysian Year Five students. Traditionally, the ESL teachers have been assessing and reporting on their primary year’s students by merely giving a composite grade with some vague remarks. This process has been used and is still being employed in spite of the numerous advances and progress that have been made in the realm of education. To gauge the students’ reading ability there is a need to take a serious look into the way teachers assess the students. In this ESL reading comprehension assessment system, a set of standardised generic reading comprehension test, a reading matrix and reading performance descriptors were developed. The findings revealed that Year Five respondents at reading performance Band 1, Band 2, Band 3, Band 4 and Band 5 have acquired the literal, reorganization and inferential reading sub-skills to a certain extent. The results obtained were found to be consistent indicating that the ESL reading assessment is reliable and valid to a large extent as revealed by a second administration of the test conducted in a few other selected primary schools. This ESL reading comprehension system can provide information on students’ reading ability at both the micro and macro levels. At the micro level, ESL teachers can plan their teaching instructions that tailor to the needs of the students. At the macro level, it can assist the district as well as the state education departments in Malaysia to plan reading programmes for primary school students.
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 | 0.002 | 0.001 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.000 | 0.000 |
| Science and technology studies | 0.001 | 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