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Record W7001640981

LEADERSHIP AS HOSTING: EXPLORATION OF CONCEPT AND PRACTICES

2022· dissertation· en· W7001640981 on OpenAlexaboutno aff

Bibliographic record

VenueUniversity Library (University of Saskatchewan) · 2022
Typedissertation
Languageen
FieldMedicine
TopicPregnancy and preeclampsia studies
Canadian institutionsnot available
Fundersnot available
KeywordsGrounded theoryConceptualizationConstruct (python library)Nonprobability samplingQualitative researchUnderpinningEducational leadershipProcess (computing)Population
DOInot available

Abstract

fetched live from OpenAlex

The purpose of this qualitative study was to develop a grounded conceptualization of leadership as hosting in educational contexts and to explore perceived features of the effectiveness of hosting practices in educational organizations. The underpinning methodological design for the study was grounded theory. The population of educators for the study was identified through purposive sampling and consisted of graduate students and experienced educational leaders all of whom were affiliated with the University of Saskatchewan in Canada. Research-pertinent data were collected using an electronic Delphi, semi-structured, and expert interviews. The NVivo data analysis software was used to fortify the analytical process in order to produce insights and greater understandings associated with the construct and practices of leadership as hosting. This study was premised on the need for educators to provide high quality leadership and make educational settings more caring, inclusive, and welcoming. Findings revealed that among other things, educators who host well are competent at building positive relationships, managing vulnerabilities, and creating a culture of support and care for constituents. The practice of leadership as hosting holds promise for consciously creating educational environments where all stakeholders are valued and have a sense of belonging. Socially constructed understandings of this construct and its associated effective practices are likely to have significant implications for current leaders, policy makers, leader recruitment and preparatory programs for aspiring educational leaders.

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 machine prediction

Teacher imitation

Not calibrated prevalence, not ground truth. Human validation pending. The Gemma side is a direct model label for every work in the frame, read from the title-only record. The Codex side is a classifier learned from the 10,348 direct Codex labels and calibrated to design-weighted sample rates; fields without enough sample support carry no Codex call. Candidate is the union of the two sides; consensus is their intersection. These outputs are machine_predicted_unvalidated and are not human labels.

metaresearch head score (Codex)0.011
metaresearch head score (Gemma)0.010
Version: metacan-v3-hybrid-931329e0061cValidation status: machine_predicted_unvalidated
Candidate categoriesnone
Consensus categoriesnone
DomainCandidate signal: none · Consensus signal: none
Study designCandidate signal: Qualitative · Consensus signal: Qualitative
GenreCandidate signal: Empirical · Consensus signal: Empirical
Teacher disagreement score0.011
Threshold uncertainty score0.060

Distilled classifier scores by category (both heads)

CategoryCodexGemma
Metaresearch0.0110.010
Meta-epidemiology (narrow)0.0000.000
Meta-epidemiology (broad)0.0000.000
Bibliometrics0.0020.002
Science and technology studies0.0060.014
Scholarly communication0.0060.005
Open science0.0010.005
Research integrity0.0010.002
Insufficient payload (model declined to judge)0.0020.000

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 head0.050
GPT teacher head0.246
Teacher spread0.196 · 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 source (direct Gemma or distilled Codex), not a consensus.

The models applied no category: nothing in the taxonomy fit this work.
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

Citations0
Published2022
Admission routes1
Has abstractyes

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