Impact of Cornell Notes vs. REAP on EFL Secondary School Students’ Critical Reading Skills
Bibliographic record
Abstract
This study compared the effect of two notetaking strategies (Cornell Notes vs. REAP) on EFL secondary school students’ critical reading skills. The Alternative Treatment Design with Pretest was used where three intact classes of first-year EFL secondary school students were randomly assigned as a control group and two experimental groups. All participants were administered to a critical reading skills test both before and after the treatment. For 12 weeks, participants in the control group received their regular instruction while those in the first experimental group used Cornell Notes and those in the second experimental group used REAP. Using one-way analysis of variance did not reveal any significant differences among the means of scores of the three groups on the pretest of critical reading skills (f=0.36, p>0.05). However, the one-way analysis of variance indicated that significant differences existed among the means of scores of the three groups on the posttest of critical reading skills (f=14.45, p
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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 | 0.000 | 0.003 |
| Meta-epidemiology (narrow) | 0.001 | 0.000 |
| Meta-epidemiology (broad) | 0.001 | 0.000 |
| Bibliometrics | 0.000 | 0.000 |
| Science and technology studies | 0.000 | 0.000 |
| Scholarly communication | 0.001 | 0.000 |
| Open science | 0.000 | 0.000 |
| Research integrity | 0.000 | 0.001 |
| Insufficient payload (model declined to judge) | 0.004 | 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".