Challenges in implementing a functional ISO 14001 environmental management system
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.
Bibliographic record
Abstract
Purpose The purpose of this paper is to present the key findings of a colloquium on ISO 14001. The colloquium focused on three key areas: critical loops and synergies among management system elements, the full spectrum of management system auditing, and integrating management systems. Design/methodology/approach A total of 40 Canadian experts on environmental management systems from a wide variety of sectors participated in the colloquium. Findings The colloquium provided insights into implementation issues around the three key areas noted above. The colloquium focused on discussing issues associated with corrective and preventive action, objectives and targets, internal and external auditing, and integrating change into management systems. The issues are presented in detail in the paper. Originality/value The participants in the colloquium believed that the findings will be of interest to both practitioners and academics in environmental management systems. The findings will also be of interest to practitioners and academics in quality and other standardized management systems.
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 imitationNot 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.
Codex and Gemma teacher scores by category
| Category | Codex | Gemma |
|---|---|---|
| Metaresearch | 0.011 | 0.000 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.001 | 0.000 |
| Bibliometrics | 0.001 | 0.000 |
| Science and technology studies | 0.000 | 0.000 |
| Scholarly communication | 0.000 | 0.003 |
| Open science | 0.001 | 0.001 |
| Research integrity | 0.000 | 0.000 |
| Insufficient payload (model declined to judge) | 0.001 | 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 it