Bibliographic record
Abstract
The objective of this article is to analyze, through the case study of the implementation of ISO 14001 standards in Canadian plant installations, the way in which organizations integrate the formal structures that result from institutional pressures. In particular, the study examines the ritual and ceremonial aspects of conformity to these structures. The study shows that the adoption of ISO 14001 corresponds to a coercive isomorphism that, in-house, leads to the adoption of a system serving to bring greater rationality and tighter control to environmental management practices. However, the procedural rationality of the standards leads to perverse outcomes, the intensity of which varies depending on the case studied: the lack of employee involvement, the bureaucratic red tape of the system, and the ritual nature of certain practices especially during audits. The study's findings contribute to illustrating the symbolic and managerial aspects of institutional phenomena by showing the contradictions and the difficulties they create for the management of organizations. [PUBLICATION ABSTRACT]
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How this classification was reachedexpand
Full frame machine prediction
Teacher imitationNot 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.
Distilled classifier scores by category (both heads)
| Category | Codex | Gemma |
|---|---|---|
| Metaresearch | 0.010 | 0.005 |
| Meta-epidemiology (narrow) | 0.001 | 0.001 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.003 | 0.003 |
| Science and technology studies | 0.005 | 0.042 |
| Scholarly communication | 0.014 | 0.014 |
| Open science | 0.001 | 0.003 |
| Research integrity | 0.005 | 0.008 |
| Insufficient payload (model declined to judge) | 0.002 | 0.001 |
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.
score_only:v0-immature-baseline · verbatim from the scoring run: score_only means the number may rank works, and no category label ships from itClassification
machine, unvalidatedMachine predicted; a candidate call from one source (direct Gemma or distilled Codex), not a consensus.
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".