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Record W4393107214 · doi:10.1007/978-981-99-6679-0_5

Research-Oriented University Instruction: The Research Skill Development Framework and Communities of Practice

2024· book-chapter· en· W4393107214 on OpenAlexaffabout
Sylvia Tiala, Kara Loy

Bibliographic record

VenueSpringer briefs in education · 2024
Typebook-chapter
Languageen
FieldSocial Sciences
TopicEvaluation of Teaching Practices
Canadian institutionsCoast Mountain College
Fundersnot available
KeywordsScholarship of Teaching and LearningScholarshipPedagogyModalitiesPublishingProfessional developmentSociologyMathematics educationPsychologyTeaching methodTeaching and learning centerPolitical scienceSocial science

Abstract

fetched live from OpenAlex

Abstract To address higher education teaching efficacy, this chapter describes how the Research Skill Development (RSD) framework has been successfully applied to underpin professional development programs, namely through Communities of Practice (CoP) that explore research-thinking and a host of research-oriented teaching practices in two universities. These universities are, respectively, located on the Canadian prairie and in the Midwestern United States. In our professional roles, we provide professional development for university educators (UEs) across all disciplines and modalities. The RSD framework sparked interest amongst university educator participants by encouraging discourse on research thinking and by providing a common language to interrogate existing practice and to envision new teaching possibilities. The RSD framework catalysed and supported individual and group research thinking. In turn, university educators engaged with research-oriented teaching practices and publishing on teaching practice in the field of Scholarship of Teaching and Learning (SoTL). Our findings indicated that lasting and meaningful change to research-thinking, in research-oriented teaching practices, and in SoTL, can be enabled through CoP that are underpinned and guided by the RSD framework. This chapter positions the RSD as a valuable and strategic tool for improving teaching while mitigating changing university agendas and concomitant challenges.

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)0.017
metaresearch head score (Gemma)0.004
Version: codex-gemma-dda1882f352aValidation status: machine_predicted_unvalidated
Candidate categoriesScience and technology studies, Research integrity
Consensus categoriesnone
DomainCandidate signal: none · Consensus signal: none
Study designCandidate signal: Theoretical or conceptual · Consensus signal: none
GenreCandidate signal: Other · Consensus signal: Other
Teacher disagreement score0.793
Threshold uncertainty score1.000

Codex and Gemma teacher scores by category

CategoryCodexGemma
Metaresearch0.0170.004
Meta-epidemiology (narrow)0.0000.000
Meta-epidemiology (broad)0.0000.000
Bibliometrics0.0010.000
Science and technology studies0.0010.002
Scholarly communication0.0000.001
Open science0.0000.000
Research integrity0.0000.003
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 head0.185
GPT teacher head0.487
Teacher spread0.302 · 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 designTheoretical or conceptual
Domainnot available
GenreOther

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

Citations2
Published2024
Admission routes2
Has abstractyes

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