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Record W4402781559 · doi:10.1080/08985626.2024.2404037

Green human resource management in a family business setting: a fuzzy set approach

2024· article· en· W4402781559 on OpenAlex

Why this work is in the frame

A frame that forgets how it found something cannot be audited. These are the routes that admitted this work.

affAt least one author lists a Canadian institution in the pinned OpenAlex snapshot.
aboutThe title or abstract carries a Canadian signal from the geographic lexicon.

Bibliographic record

VenueEntrepreneurship and Regional Development · 2024
Typearticle
Languageen
FieldBusiness, Management and Accounting
TopicFamily Business Performance and Succession
Canadian institutionsUniversité du Québec à Trois-RivièresHEC Montréal
Fundersnot available
KeywordsBusinessHuman resource managementFuzzy logicFamily businessSet (abstract data type)Fuzzy setKnowledge managementResource (disambiguation)Process managementMarketingComputer scienceArtificial intelligence

Abstract

fetched live from OpenAlex

Sustainability in family businesses as an entrepreneurial initiative is an emerging research field. The literature assumes that owners, managers, and employees in family businesses adopt homogeneous sustainability practices as a global construct mixing social and environmental issues. However, green human resource management (GHRM), considered as an innovative process, is focused on understanding how regular managers and employees become green-oriented and aim for business sustainability by applying green policies and practices. Based on previous green HRM research, this study proposes to apply a fuzzy set qualitative comparative analysis to identify the combinations of key practices observed in 513 family businesses in Quebec. This perspective helps to explain some of the boundary conditions and combinations of green HRM practices in family businesses based on more realistic insights by avoiding a merely linear analysis. We highlight four different pathways connecting green HRM system to economic performance. This study is the first to explore green HRM practices in family businesses. The paper concludes by discussing how the findings advance knowledge on sustainability in family business research.

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.

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 categoriesMeta-epidemiology (narrow)
Consensus categoriesnone
DomainCandidate signal: none · Consensus signal: none
Study designCandidate signal: Observational · Consensus signal: none
GenreCandidate signal: Empirical · Consensus signal: Empirical
Teacher disagreement score0.423
Threshold uncertainty score1.000

Codex and Gemma teacher scores by category

CategoryCodexGemma
Metaresearch0.0000.000
Meta-epidemiology (narrow)0.0000.000
Meta-epidemiology (broad)0.0000.000
Bibliometrics0.0010.001
Science and technology studies0.0000.000
Scholarly communication0.0000.001
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 head0.034
GPT teacher head0.241
Teacher spread0.207 · 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