MétaCan
Menu
Back to cohort
Record W4385632459 · doi:10.53103/cjlls.v3i4.108

The Effectiveness of Peer Tutoring in Enhancing Reading Comprehension of Ninth Grade Students

2023· article· en· W4385632459 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.

venuePublished in a venue whose home country is Canada.
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

VenueCanadian Journal of Language and Literature Studies · 2023
Typearticle
Languageen
FieldComputer Science
TopicEducational Methods and Media Use
Canadian institutionsnot available
Fundersnot available
KeywordsReading comprehensionPeer tutorMathematics educationComprehensionNinthScope (computer science)Reading (process)Reciprocal teachingComputer sciencePsychologyTest (biology)Linguistics

Abstract

fetched live from OpenAlex

The study entitled The Effectiveness of Peer Tutoring in Enhancing Reading Comprehension of Grade 9 Students aims to determine the effectiveness of using peer tutoring as a strategy or tool to enhance the reading comprehension of the Grade 9 Students of Samal National High School. The research study utilized an experimental research specifically using pretest-posttest design to investigate the topic. The primary data were collected from a sample of sixty (60) students using a researcher-made reading comprehension questionnaire that had been validated by a panel of experts. Statistical tools such as weighted mean, and t-test were applied to analyze and interpret the data. The results indicated that the ninth grade students achieved the required level of reading comprehension. The study revealed a significant difference in reading comprehension before and after the implementation of peer tutoring, supporting the notion that peer tutoring contributed to the improvement of reading comprehension. As a result, it is recommended to conduct similar studies with a broader understanding of strategies for enhancing reading comprehension, beyond the focus on peer tutoring that has been demonstrated to be effective. Future researchers should encompass a wider scope, different research locations, and additional factors that were not considered in the present study.

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)0.002
metaresearch head score (Gemma)0.001
Version: codex-gemma-dda1882f352aValidation status: machine_predicted_unvalidated
Candidate categoriesnone
Consensus categoriesnone
DomainCandidate signal: none · Consensus signal: none
Study designCandidate signal: Qualitative · Consensus signal: none
GenreCandidate signal: Empirical · Consensus signal: Empirical
Teacher disagreement score0.684
Threshold uncertainty score0.153

Codex and Gemma teacher scores by category

CategoryCodexGemma
Metaresearch0.0020.001
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 science0.0000.000
Research integrity0.0000.000
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 head0.022
GPT teacher head0.356
Teacher spread0.334 · 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