THE EFFECT OF TIMING OF TEACHING RELEVANT MATHEMATICS PRINCIPLES ON ACHIEVEMENT IN CHEMISTRY
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
This study is on the influence of a prior knowledge of mathematics principles on achievement in chemistry. The researcher investigated whether or not students’ achievement in chemistry could be improved by teaching them selected mathematical principles before teaching chemistry or teaching them selected mathematical principles simultaneously with chemistry. The study was carried out in Anambra State Nigeria. The design is quasi-experimental involving 300 secondary 2 students from six secondary schools distributed into three groups. Group one was taught mathematics before chemistry, group two, was taught mathematics simultaneously with chemistry, while group three received no special mathematics lesson. The groups were pre-tested with an instrument comprised of 50 multiple choice questions in chemistry and post-tested with a reshuffled edition of the pre-test after experiment. The researchers used ANCOVA to analyze the results, which revealed that the students taught mathematics before chemistry outperformed other groups.
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 | 0.005 | 0.002 |
| 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