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Record W4285317814 · doi:10.54476/iimrj226

An Evaluation of a Rural School’s Grade 10 Students’ Performance in K-12 Biology

2021· article· en· W4285317814 on OpenAlex

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.

aboutThe title or abstract carries a Canadian signal from the geographic lexicon.
no affNo Canadian affiliation: this work is invisible to an affiliation-only frame.
No Canadian affiliation. An affiliation-only frame, the usual design, would never have seen this work. It is one of the works that make the case for inverting the frame.

Bibliographic record

VenueInternational Multidisciplinary Research Journal · 2021
Typearticle
Languageen
FieldSocial Sciences
TopicEducation and Critical Thinking Development
Canadian institutionsnot available
Fundersnot available
KeywordsMathematics educationCurriculumTest (biology)Quarter (Canadian coin)Achievement testDescriptive statisticsStudent achievementAcademic achievementStandardized testPsychologyMedical educationBiologyStatisticsMathematicsPedagogyMedicine

Abstract

fetched live from OpenAlex

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.

Full frame distilled prediction

Teacher imitation

Not 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.

metaresearch head score (Codex)0.012
metaresearch head score (Gemma)0.002
Version: codex-gemma-dda1882f352aValidation status: machine_predicted_unvalidated
Candidate categoriesInsufficient payload (model declined to judge)
Consensus categoriesnone
DomainCandidate signal: none · Consensus signal: none
Study designCandidate signal: Observational · Consensus signal: Observational
GenreCandidate signal: Empirical · Consensus signal: Empirical
Teacher disagreement score0.041
Threshold uncertainty score0.997

Codex and Gemma teacher scores by category

CategoryCodexGemma
Metaresearch0.0120.002
Meta-epidemiology (narrow)0.0000.000
Meta-epidemiology (broad)0.0000.000
Bibliometrics0.0000.000
Science and technology studies0.0000.000
Scholarly communication0.0000.000
Open science0.0010.000
Research integrity0.0000.001
Insufficient payload (model declined to judge)0.0040.000

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.

Opus teacher head0.209
GPT teacher head0.556
Teacher spread0.347 · how far apart the two teachers sit on this one work
Validation statusscore_only:v0-immature-baseline · verbatim from the scoring run: score_only means the number may rank works, and no category label ships from it