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Record W4311569718 · doi:10.32920/21737351

SoTL’s Watershed Moment: A Critical Turning Point for SoTL at Ryerson University

2022· preprint· en· W4311569718 on OpenAlexaffabout
Jacqui Gingras, P.J. Robinson, Linda Cooper, Janice Waddell, Emory Davidge

Bibliographic record

Venuenot available
Typepreprint
Languageen
FieldSocial Sciences
TopicEvaluation of Teaching Practices
Canadian institutionsToronto Metropolitan University
Fundersnot available
KeywordsScholarshipSociologyHigher educationRestructuringScholarship of Teaching and LearningPrestigeInstitutionPedagogyPolitical scienceSocial scienceTeaching methodLawPhilosophy

Abstract

fetched live from OpenAlex

<p>Ryerson University has undergone major restructuring in a short period of time. Since 1993, Ryerson has become a degree-granting institution and expanded its post- graduate degree programs as a means to further its commitment to high-quality education. Ryerson’s change in status and enhanced focus on scholarship provides a watershed moment for the Scholarship of Teaching and Learning at the University. This paper introduces our working definition of SoTL, explains the circumstances leading to the watershed moment at Ryerson, and outlines the necessary steps to entrench SoTL at Ryerson. The paper concludes with a reflection upon the lessons learned from other universities attempting a similar task. Our efforts to advance the importance of SoTL may be misdirected until other researchers and teachers understand the role of SoTL in higher education environments. SoTL is sometimes viewed as an illegitimate form of scholarly activity because it does not always end with a peer-reviewed journal paper. This misrepresentation of SoTL needs to be corrected in order to further advance the scholarship and learning and educational opportunities SoTL provides to students. </p>

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)0.005
metaresearch head score (Gemma)0.002
Version: codex-gemma-dda1882f352aValidation status: machine_predicted_unvalidated
Candidate categoriesScience and technology studies, Insufficient payload (model declined to judge)
Consensus categoriesnone
DomainCandidate signal: none · Consensus signal: none
Study designCandidate signal: Not applicable · Consensus signal: none
GenreCandidate signal: Empirical · Consensus signal: none
Teacher disagreement score0.876
Threshold uncertainty score1.000

Codex and Gemma teacher scores by category

CategoryCodexGemma
Metaresearch0.0050.002
Meta-epidemiology (narrow)0.0000.000
Meta-epidemiology (broad)0.0000.000
Bibliometrics0.0000.000
Science and technology studies0.0020.000
Scholarly communication0.0000.000
Open science0.0010.001
Research integrity0.0000.001
Insufficient payload (model declined to judge)0.0110.000

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 head0.165
GPT teacher head0.441
Teacher spread0.276 · 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.

Study designNot applicable
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
Published2022
Admission routes2
Has abstractyes

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