An Evaluation of a Rural School’s Grade 10 Students’ Performance in K-12 Biology
Bibliographic record
Abstract
Biology is taught in the second year of the old Secondary Science curriculum; however currently, it is taught every year in the Enhanced Basic Education Curriculum in a Spiral progression approach. With this, the researcher determined the performance of Grade 10 students in Biology at a rural school in the K–12 spiral progression. A total of 76 students were given an Achievement Test that covered Biology competencies from Grades 7 – 9 before the beginning of the third quarter (Biology). Their performance level was determined through a Quarterly Exam and Performance Tasks specified in the learners' modules. The Performance Tasks were assigned during the third quarter (Biology), and the Quarterly Exam was administered at the end of the quarter. The researcher utilized the Statistical Package for the Social Sciences (SPSS) Program to analyze the data. Procedures and techniques of descriptive statistics such as mean and standard deviation were utilized to determine the performance level of the students in the Achievement Test and the Quarterly Exam and Performance Tasks. Inferential statistics such as Pearson r was used to determine the relationship between students’ Achievement Test results and their performance level in Quarterly Exam and Performance Tasks. According to the study's findings, students at a rural high school performed poorly on the Achievement Test. Their performance on the Quarterly Exam demonstrated that they did not fulfill their goals in terms of acquiring Biology competencies. They achieved the minimum competencies in completing tasks in Biology based on their performance in the Performance Tasks. The result of the Achievement Test has a significant relationship with the level of performance on the Quarterly Exam and Performance Tasks. Biology is not taught effectively in the Science Spiral Curriculum in K-12 education. The subject's complexities increase with each passing year, but its fundamental foundation has yet to be constructed and comprehended, making it easier for students to understand.
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.
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 | 0.001 | 0.003 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.001 | 0.001 |
| Science and technology studies | 0.001 | 0.000 |
| Scholarly communication | 0.001 | 0.000 |
| Open science | 0.001 | 0.001 |
| Research integrity | 0.000 | 0.000 |
| Insufficient payload (model declined to judge) | 0.003 | 0.001 |
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".