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Record W7062363992

Sustainable growth with sustainable resources: Using change management, participative consultation, and grassroots planning for a new future

2016· article· en· W7062363992 on OpenAlexaboutno aff

Bibliographic record

Venuenot available
Typearticle
Languageen
FieldEngineering
TopicThermal Analysis in Power Transmission
Canadian institutionsnot available
Fundersnot available
KeywordsGrassrootsChange management (ITSM)SituatedProcess (computing)Order (exchange)Value (mathematics)Library managementParticipatory management
DOInot available

Abstract

fetched live from OpenAlex

Purpose: Libraries are situated in an ever-changing research, teaching, learning, and scholarly communications environment. Faculty and students have new and different expectations that are compelling libraries to expand their offerings. At the same time, their broader institutions are also facing changing times and academic libraries are being asked to demonstrate value and justify the use of limited and high-demand resources. In order to address the resulting challenge, the University of Saskatchewan (U of S) Library undertook a process to deliver relevant and responsive (and, therefore, reflective and adaptable) library services while working within its current librarian complement. Significant changes were necessary for this to be successful: the librarians would need to undertake new responsibilities, learn new skills, and engage with learners and researchers in new ways. The paper aims to discuss these issues. 
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\nDesign/methodology/approach: The U of S Library chose to meet this challenge through a multi-part approach comprised of regular participative consultations with librarians and a grassroots-based planning process underpinned by change management methodology. 
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\nFindings: This approach resulted in widespread employee engagement, from initially clarifying the necessary change and throughout the change implementation. This led to a sense of ownership, responsibility, and accountability. 
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\nOriginality/value: Change is difficult and often met with resistance. The U of S Library presents a case of successfully engaging library employees throughout a change process, demonstrating the importance of bringing together participative consultation, grassroots planning, and change management as a combined change implementation approach.

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)0.000
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: Theoretical or conceptual · Consensus signal: none
GenreCandidate signal: Empirical · Consensus signal: none
Teacher disagreement score0.624
Threshold uncertainty score0.466

Codex and Gemma teacher scores by category

CategoryCodexGemma
Metaresearch0.0000.000
Meta-epidemiology (narrow)0.0000.000
Meta-epidemiology (broad)0.0000.000
Bibliometrics0.0000.000
Science and technology studies0.0000.000
Scholarly communication0.0000.000
Open science0.0000.000
Research integrity0.0000.000
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 head0.018
GPT teacher head0.245
Teacher spread0.227 · 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 designTheoretical or conceptual
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

Citations2
Published2016
Admission routes1
Has abstractyes

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