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Record W7100062208

Small business/social responsibility-1 1 Learning to Practice Social Responsibility in Small Business: Challenges and Conflicts

2016· article· en· W7100062208 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.

aboutThe title or abstract carries a Canadian signal from the geographic lexicon.
no affNo Canadian affiliation: this work is invisible to an affiliation-only frame.
No Canadian affiliation. An affiliation-only frame, the usual design, would never have seen this work. It is one of the works that make the case for inverting the frame.

Bibliographic record

Venuenot available
Typearticle
Languageen
FieldEngineering
TopicControl and Stability of Dynamical Systems
Canadian institutionsnot available
Fundersnot available
KeywordsNegotiationValue (mathematics)Social responsibilityCorporate social responsibilityBusiness practiceSmall businessQualitative researchKey (lock)
DOInot available

Abstract

fetched live from OpenAlex

Purpose: This article addresses issues of practicing social responsibility (SR) in small business, where SR implementation challenges are unique. The discussion examines the difficulties encountered by small business owners adopting SR practices, and the various strategies they learned in the process. Methodology: Twenty-three small business owner-managers located in western Canada were interviewed in-depth, individually and in groups. Group interviews were useful for validating and extending the themes and contradictions that arose in individual interviews, particularly in identifying the most common SR challenges and frustrations, and to compare individuals’ learning patterns and diverse strategies of response. Findings: Study findings showed that owners learned SR by working through three main areas of challenge within everyday socio-material practices: (1) positioning SR commitments and affiliations; (2) balancing diverse stakeholders with SR ideals and costs; and (3) negotiating value conflicts within SR practice, as part of ‘becoming ’ a particular enterprise of SR engagement. Originality/value: This study suggests that social responsibility may be most fruitfully studied by examining the traces of the networks, linkages and boundaries formulated through everyday interactions, focusing not just on the social networks and information exchange among humans, but more deeply on the sociomaterial networks within which new practices such as SR emerge. Secondly, the study underscores the importance of conceptualizing social responsibility ‘learning ’ more in terms of practices that emerge through challenge and conflict than in acquisition and application of new knowledge and attitudes. Key words: corporate social responsibility, boundaries, small business learning, ethical dilemmas Small business/social responsibility-2

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)0.003
metaresearch head score (Gemma)0.007
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 score0.903
Threshold uncertainty score1.000

Codex and Gemma teacher scores by category

CategoryCodexGemma
Metaresearch0.0030.007
Meta-epidemiology (narrow)0.0000.000
Meta-epidemiology (broad)0.0010.000
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 head0.034
GPT teacher head0.249
Teacher spread0.215 · 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