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Record W3188114177 · doi:10.5430/wjel.v11n2p84

Reflections on Active Teaching and Learning of Research Methodology from Undergraduates’ and Instructor’s Perspectives

2021· article· en· W3188114177 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

VenueWorld Journal of English Language · 2021
Typearticle
Languageen
FieldSocial Sciences
TopicProblem and Project Based Learning
Canadian institutionsnot available
Fundersnot available
KeywordsActive learning (machine learning)FeelingReflection (computer programming)Task (project management)Mathematics educationPsychologyTeaching methodPedagogyComputer scienceEngineering

Abstract

fetched live from OpenAlex

Research methodology courses are challenging for students and instructors. They demand students and teachers to master abstract knowledge of the content. Therefore, the present study attempted to shed light on active teaching and learning—an instructional approach that engages learners in interactions and reflection on learning—of research methodology from the perspectives of undergraduates and the course instructor at Majmaah university. Classroom observations and follow-up interviews with 14 undergraduate students and the course instructor were conducted to achieve this. While the participants highlighted some benefits (learning about research methods, enhancing their assignments, raising their interests in research methodology, learning through group work, and discussions and feeling satisfied and self-confident), they also faced several challenges (content-related challenges, task-related challenges, and active learning-related challenges). Thus, the study offers useful theoretical and pedagogical implications for instructors and future research on circumventing challenging issues in such courses.

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)0.005
metaresearch head score (Gemma)0.023
Version: codex-gemma-dda1882f352aValidation status: machine_predicted_unvalidated
Candidate categoriesMetaresearch
Consensus categoriesnone
DomainCandidate signal: none · Consensus signal: none
Study designCandidate signal: Qualitative · Consensus signal: Qualitative
GenreCandidate signal: Empirical · Consensus signal: Empirical
Teacher disagreement score0.087
Threshold uncertainty score0.985

Codex and Gemma teacher scores by category

CategoryCodexGemma
Metaresearch0.0050.023
Meta-epidemiology (narrow)0.0000.000
Meta-epidemiology (broad)0.0000.000
Bibliometrics0.0000.000
Science and technology studies0.0010.000
Scholarly communication0.0000.000
Open science0.0000.000
Research integrity0.0000.002
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 head0.102
GPT teacher head0.456
Teacher spread0.353 · 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