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Record W2299725676

An exploratory study of workplace supports among Canadian health care employees.

2003· article· en· W2299725676 on OpenAlexaboutno aff
Deborah Jean Kane

Bibliographic record

VenueDeep Blue (University of Michigan) · 2003
Typearticle
Languageen
FieldHealth Professions
TopicWorkplace Health and Well-being
Canadian institutionsnot available
Fundersnot available
KeywordsExploratory researchHealth careBusinessNursingPsychologyMedicineSociologyPolitical science
DOInot available

Abstract

fetched live from OpenAlex

A recent Canadian study conducted by Duxbury and Higgins (2002) revealed employees struggling to meet work and family responsibilities are costing businesses 3 billion dollars a year in lost time. Simultaneously, the stress associated with balancing work and family life is costing the health care system 425 million dollars a year due to health related problems. In spite of increasing attention being directed to the problem of work-family conflict there is a dearth of research linking organizational support practices to actual outcomes related to work-family conflict. The purpose of this study was to identify how employees' perceptions of organizational and supervisor support, and utilization of organizational supports influenced work-family conflict, sense of control, general well-being, propensity to leave one's place of employment, and absenteeism. A cross-sectional descriptive correlational survey was used that incorporated structured and open-ended questions. The convenience sample of 92 participants was drawn from a mid-size public health agency with 150 employees, that serves a community of 350,000 people. Flexible work hours, family emergency days off, unpaid leave of absence, personal days with pay, time off in lieu of overtime, short-term family/personal leave and employee assistance program were the supports most widely used by the study participants. Use of flexible work hours was significantly related to reports of greater general well being, while family emergency days off was significantly related to greater sense of control and higher work-family conflict. Bivariate analyses revealed both supervisor support and organizational support were significantly related to propensity to leave however multivariate analyses revealed only organizational support was significantly related to the employee's propensity to leave. Utilization of support and work-family conflict were found to be significantly related to employees' absenteeism. These findings suggest employees who are experiencing work-family conflict benefit from the availability of workplace supports while employers benefit from the decreased propensity to leave associated with supportive workplaces.

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)0.002
metaresearch head score (Gemma)0.004
Version: metacan-v3-hybrid-931329e0061cValidation status: machine_predicted_unvalidated
Candidate categoriesnone
Consensus categoriesnone
DomainCandidate signal: none · Consensus signal: none
Study designCandidate signal: Observational · Consensus signal: none
GenreCandidate signal: Empirical · Consensus signal: Empirical
Teacher disagreement score0.055
Threshold uncertainty score0.183

Distilled classifier scores by category (both heads)

CategoryCodexGemma
Metaresearch0.0020.004
Meta-epidemiology (narrow)0.0010.001
Meta-epidemiology (broad)0.0010.000
Bibliometrics0.0020.004
Science and technology studies0.0150.002
Scholarly communication0.0020.001
Open science0.0010.002
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 head0.015
GPT teacher head0.287
Teacher spread0.273 · 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 designObservational
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
Published2003
Admission routes1
Has abstractyes

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