Strategic responses to sustainable development in the Canadian 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
The purpose of this research is to explore the social and environmental forces affecting oil and gas producers in Canada today, and the strategic firm level and industry level responses. The research examines two leading Canadian firms in detailed case studies, as well as range of industry participants and their industry association, the Canadian Association of Petroleum Producers. The research addresses aspects of firm level strategy and competitive advantage that are emerging as the socio-political environment has become more complex and salient to firms. Limitations to previous research are addressed in the areas of theories of the firm, stakeholder theory, and law. The main findings are that the firm level competencies and resources must be viewed in the context of both natural resource scarcity and social resource scarcity. Furthermore, firms and institutions require dynamic networks extending beyond the industry structure if they are to succeed in interpreting and responding to the business environment. Those networks involve not only the exchange of knowledge, but a challenging of assumptions, or "reflexive" sense-making, much like that advocated by legal theory in the field of reflexive law. This research presents a model of stakeholders and knowledge creation that incorporates reflexive management processes. This research also presents models of "interests-based" firms driven by the need for legitimacy, and new views regarding value creation in a natural and social resource constrained 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 | 0.000 | 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 | 0.000 |
| Scholarly communication | 0.000 | 0.000 |
| Open science | 0.000 | 0.000 |
| Research integrity | 0.000 | 0.000 |
| 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