Trust in scientists, researchers, and environmental organizations associated with policy support for energy transition
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 public supports policies that will directly benefit them. • The public trusts scientists, researchers, and non-profit organizations most. • Policymakers and decision makers could be more successful in gaining policy support by leveraging the public's trust in other actors. Energy transition, shifting away from fossil fuel use, is fundamental to addressing climate change. To explore public support for energy transition policies, we surveyed a representative sample of residents in Canada's largest province, Ontario, ( N = 1620), and conducted regression analyses to examine how support varies with trust in the actors communicating these policies. Ontarians prefer ‘carrot’ policies—those offering direct benefits to households—over ‘stick’ policies. The most supported policies include the development of renewable natural gas, interest-free energy efficiency loan programs, and funding for low-income energy efficiency programs, while the least supported policies are a carbon tax, continued oil sands development, and the electrification of heating. Ontarians have low to moderate levels of trust in governments at all levels, utilities, media, oil and gas companies, and to some extent in renewable energy companies. However they demonstrate consistently high trust in scientists, researchers, and non-profit organizations. Public support for policies in Ontario is influenced by trust in stakeholders and policymakers, with the relationship varying across different policies. We find Ontarians’ trust in scientists, researchers, and non-profit organizations is positively associated with supporting ‘emerging’ energy transition policies, such as the development of renewable natural gas and hydrogen. Our findings suggest that policymakers seeking to advance energy transition policies can strengthen both effectiveness and public acceptance by engaging with trusted actors, such as scientists and non-profits, and leveraging their credibility. Furthermore, adopting inclusive and participatory planning processes that reflect public values and address equity concerns is crucial to fostering long-term trust and policy stability amidst the challenges of the energy transition.
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 | 0.001 |
| Science and technology studies | 0.001 | 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