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Applying the Scholarship of Teaching and Learning to Antennas and Propagation Education

2025· article· W7139961070 on OpenAlexaff
David G. Michelson, Ryan Manak

Bibliographic record

Venuenot available
Typearticle
Language
FieldPhysics and Astronomy
TopicElectrical and Electromagnetic Research
Canadian institutionsUniversity of British Columbia
Fundersnot available
KeywordsScholarshipKey (lock)Higher educationTeaching method

Abstract

fetched live from OpenAlex

For many years, engineering education practice was driven almost exclusively by a combination of institutional edict and instructor experience and intuition. During the 1990's, two fundamental shifts in thinking occurred. First, engineering accreditation boards began to take a more aggressive approach in challenging engineering schools to improving student outcomes. Second, the notion that teaching and learning could be subjected to scholarly research and inquiry took root and gave rise to the Scholarship of Teaching and Learning (SoTL) movement. Although SoTL has gathered a large following within the academic community in recent years, integration of SoTL into the engineering disciplines is still in its early stages. While many works have been devoted to SoTL as a scholarly process, relatively few have considered the institutional or discipline-specific context within which SoTL is practiced. Here, we consider how the principles of SoTL can be usefully applied to our own efforts to fundamental improve the senior-level antennas and propagation course at UBC, and hopefully entice the best of them to consider pursuing graduate studies in this area.

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 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)0.001
metaresearch head score (Gemma)0.000
Version: codex-gemma-dda1882f352aValidation status: machine_predicted_unvalidated
Candidate categoriesnone
Consensus categoriesnone
DomainCandidate signal: none · Consensus signal: none
Study designCandidate signal: Other design · Consensus signal: none
GenreCandidate signal: Empirical · Consensus signal: Empirical
Teacher disagreement score0.873
Threshold uncertainty score0.598

Codex and Gemma teacher scores by category

CategoryCodexGemma
Metaresearch0.0010.000
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 integrity0.0000.001
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 head0.010
GPT teacher head0.301
Teacher spread0.291 · 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

Classification

machine, unvalidated

Machine predicted; a candidate call from one teacher head, not a consensus.

The models applied no category: nothing in the taxonomy fit this work.
Study designOther design
Domainnot available
GenreEmpirical

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".

Quick stats

Citations0
Published2025
Admission routes1
Has abstractyes

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