Enhancing Students’ Attitude towards Biology through the Integration of Traditional Medicine and 5E’s Learning Cycle
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 study investigated the effect of integrating traditional medicine (TM) concepts with grade 9th microorganism and disease topics on students’ attitude towards biology. The study used a quasi-experimental pretest, posttest non-equivalent group design. two intact classes were selected in Chiro district of Oromia Regional State, Ethiopia. The first class belonged to the treatment group where TM contents are integrated through 5E’s learning cycle with the topic Microorganism and Disease and the second was assigned as comparison group learning the same biology unit on Microorganisms and Disease using the usual approach. Biological Attitude Questionnaires (BAQ) was administered for both groups as pre- and post-tests. The findings showed that the integration of TM with the school biology enhanced students’ attitude towards biology as compared with teaching the topics without integration.
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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 | 0.001 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.000 | 0.000 |
| Science and technology studies | 0.000 | 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) | 0.000 | 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