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Record W4311647254 · doi:10.47670//wuwijar202261

Fall Issue, 2022

2022· paratext· en· W4311647254 on OpenAlexaff
Paula Berbeco, Jerimy Blowers, Joseph A. Gioia, Michael Epstein, Holly Eimer, Olamide Gold, Samson Cheffa, Kaveh Shamsa, Jocelyn Sorensen

Bibliographic record

VenueWestcliff International Journal of Applied Research · 2022
Typeparatext
Languageen
FieldSocial Sciences
TopicWork-Family Balance Challenges
Canadian institutionsWycliffe College
Fundersnot available
KeywordsComputer science

Abstract

fetched live from OpenAlex

The ability for workers to be authentic in the workplace benefits individuals and organizations alike. However, empirical studies examining the influences of employees' satisfaction with a supervisor and authenticity are limited, especially for employees with identities such as LGBTQIA. Therefore, this exploratory study aimed to investigate state-based versus trait-based perceived work authenticity, satisfaction with a supervisor, and the influence of sexual orientation and gender identity within one Fortune 50 company in the United States. In addition, differences in perceived authenticity and satisfaction with a supervisor were assessed by dividing participants into two groups-one as LGBTQIA and the second as cisgender and heterosexual. Quantitative data was collected with a cross-sectional online survey assessing work authenticity, satisfaction with one's supervisor, and demographic questions. The analysis and empirical tests included descriptive statistics, Pearson correlation, independent t-tests, and general linear models. Findings from this research study indicated that authenticity correlates to satisfaction with one's supervisor, and workers who identify as LGBTQIA report lower levels of authenticity, especially in self-alienation. Recommendations are provided regarding future research and improved organizational and human resource management practices for an authentic workforce or diversity and inclusion.

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)0.009
metaresearch head score (Gemma)0.001
Version: codex-gemma-dda1882f352aValidation status: machine_predicted_unvalidated
Candidate categoriesMeta-epidemiology (narrow), Research integrity, Insufficient payload (model declined to judge)
Consensus categoriesInsufficient payload (model declined to judge)
DomainCandidate signal: none · Consensus signal: none
Study designCandidate signal: Not applicable · Consensus signal: Not applicable
GenreCandidate signal: Other · Consensus signal: Other
Teacher disagreement score0.147
Threshold uncertainty score1.000

Codex and Gemma teacher scores by category

CategoryCodexGemma
Metaresearch0.0090.001
Meta-epidemiology (narrow)0.0000.000
Meta-epidemiology (broad)0.0010.000
Bibliometrics0.0020.001
Science and technology studies0.0010.001
Scholarly communication0.0000.000
Open science0.0050.001
Research integrity0.0000.005
Insufficient payload (model declined to judge)0.1080.009

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 head0.072
GPT teacher head0.435
Teacher spread0.362 · 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; both teacher heads agree on what is shown here.

Study designNot applicable
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

Citations0
Published2022
Admission routes1
Has abstractyes

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