Different strokes: regulatory styles and environmental strategy in the North‐American oil and gas industry
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
Abstract The environmental management and policy literature presents competing arguments for and against different styles of environmental regulations – command‐and‐control versus flexible regulations that enable voluntary actions. On the one hand, it is argued that firms will not adopt minimum environmental standards without command‐and‐control regulations and that such regulations may actually result in competitive benefits for first movers. On the other hand, the literature argues that command‐and‐control regulations stifle innovation and that flexible regulations encourage proactive environmental strategies that lead to competitive benefits for organizations. This study compared the environmental strategies and competitiveness of oil and gas firms in two different regulatory contexts – the command‐and‐control based US environmental regulations and the flexible collaborative Canadian context. The study found no significant differences in the degree to which firms within the two contexts were more or less proactive in their environmental strategies or in the extent of competitiveness associated with corporate environmental strategies. Follow‐up interviews with 12 Canadian and US companies indicated that regulations appeared to be more important drivers of corporate environmental practices at initial stages and eventually other external and internal drivers became more important influences on corporate environmental strategies. Copyright © 2001 John Wiley & Sons, Ltd and ERP Environment
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 | 0.001 | 0.000 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.000 | 0.000 |
| Science and technology studies | 0.000 | 0.002 |
| Scholarly communication | 0.000 | 0.001 |
| Open science | 0.000 | 0.000 |
| Research integrity | 0.000 | 0.001 |
| Insufficient payload (model declined to judge) | 0.000 | 0.000 |
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.
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