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Record W7154125242 · doi:10.3126/fwr.v3i2.92810

Effect of the Problem-Solving Approach on Academic Achievement of Students in Mathematics

2025· article· W7154125242 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.

affAt least one author lists a Canadian institution in the pinned OpenAlex snapshot.

Bibliographic record

VenueFar Western Review · 2025
Typearticle
Language
FieldMathematics
TopicMathematics Education and Pedagogy
Canadian institutionsWestern University
Fundersnot available
KeywordsAcademic achievementSignificant differenceAchievement testSample (material)Statistical analysisStudent achievementMean differenceVariation (astronomy)Control (management)

Abstract

fetched live from OpenAlex

The primary focus of this quantitative experimental study was to explore the effect of the problem-solving approach on the academic achievement of students in mathematics at grade IX and to compare the achievement of boys and girls of grade IX taught using this method at Latinath Secondary School Naugad 03, Darchula. This study was based on experimental research method under the quantitative research design. A sample of 60 students was chosen using purposive stratified random sampling, forming equivalent experimental and control groups of 30 students each. Data were collected using two achievement tests (pre-test and post-test) and structured interview tools. Statistical calculations included mean, standard deviation, two-tailed t-test, and coefficient of variation (CV). The post-test results indicated a significant difference in mean achievement between the groups (mean difference of 4.44), significant at the 0.05level. The coefficient of variation of the achievement of students in the control group (18.14%) was higher than that of the experimental group (12.20%). It was concluded that the experimental group, taught with the problem-solving approach, had better achievement than the control group, which was taught using the traditional approach. Furthermore, while the mean achievement score of boys (30.08) was slightly greater than that of girls (29.68) in the post-test, the difference was not statistically significant at the0.05 level. Thus, the study concluded that the problem-solving approach minimizes the gender difference in learning mathematics.

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)0.006
metaresearch head score (Gemma)0.001
Version: codex-gemma-dda1882f352aValidation status: machine_predicted_unvalidated
Candidate categoriesMeta-epidemiology (narrow)
Consensus categoriesnone
DomainCandidate signal: none · Consensus signal: none
Study designCandidate signal: Systematic review · Consensus signal: Systematic review
GenreCandidate signal: Empirical · Consensus signal: Empirical
Teacher disagreement score0.135
Threshold uncertainty score1.000

Codex and Gemma teacher scores by category

CategoryCodexGemma
Metaresearch0.0060.001
Meta-epidemiology (narrow)0.0010.000
Meta-epidemiology (broad)0.0020.000
Bibliometrics0.0000.001
Science and technology studies0.0000.000
Scholarly communication0.0000.000
Open science0.0020.001
Research integrity0.0000.001
Insufficient payload (model declined to judge)0.0000.000

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 head0.059
GPT teacher head0.426
Teacher spread0.367 · 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