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Engaged Scholarship in Tenure and Promotion: Autoethnographic Insights from the Fault Lines of a Shifting Landscape

2020· article· en· W3008052892 on OpenAlexfundaboutno aff
Nadine Changfoot

Bibliographic record

VenueMichigan journal of community service learning · 2020
Typearticle
Languageen
FieldSocial Sciences
TopicReflective Practices in Education
Canadian institutionsnot available
FundersSocial Sciences and Humanities Research Council of Canada
KeywordsScholarshipPromotion (chess)SociologyPolitical scienceLaw

Abstract

fetched live from OpenAlex

Pre-and post-tenure faculty face immense pressure to meet professional expectations and requirements from their colleagues and disciplines. Faculty involved in community-campus engagement (CCE) for social change face additional demands to maintain relationships and continue their interventions. We present a collective autoethnography from a Canadian context reflecting on experiences as CCE faculty at various stages of tenure and promotion (T&P). We draw from our efforts working together on a pan-Canadian CCE research project, Community First: Impacts of Community Engagement (CFICE). From these experiences, we identify tensions within T&P processes and argue the need for highly contextualized narratives when faculty present their collaborative efforts, research processes with community partners, and community impact in their multiple faculty roles. From these kinds of narratives, the intra-and inter-institutional gaps, connections and spaces become clearer, especially for tenured and increasingly senior faculty, to support culture change at the institutional level, thereby increasing the value and recognition of CCE.

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)0.008
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: Qualitative · Consensus signal: Qualitative
GenreCandidate signal: Empirical · Consensus signal: Empirical
Teacher disagreement score0.209
Threshold uncertainty score1.000

Codex and Gemma teacher scores by category

CategoryCodexGemma
Metaresearch0.0050.008
Meta-epidemiology (narrow)0.0000.000
Meta-epidemiology (broad)0.0000.000
Bibliometrics0.0000.001
Science and technology studies0.0010.000
Scholarly communication0.0000.001
Open science0.0010.000
Research integrity0.0000.005
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 head0.092
GPT teacher head0.360
Teacher spread0.268 · 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 designQualitative
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

Citations10
Published2020
Admission routes2
Has abstractyes

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