Access to Environmental Cognitive Alternatives Predicts Pro-Environmental Activist Behavior
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
We expand on the plausible role of access to cognitive alternatives to the environmental status quo (i.e., the ability of people to imagine what a sustainable relationship with nature would look like) in motivating pro-environmental collective action. Using a representative sample of Canadians on age, gender, and ethnicity ( N = 1,029) we evaluate the associations between access to environmental cognitive alternatives, politicized environmental identity, and willingness to engage in pro-environmental activist behavior. Additionally, we move beyond self-reported behavior by giving participants the opportunity to write and sign a pro-environmental letter to the Canadian Minister of the Environment and Climate Change. Our results suggest that access to cognitive alternatives is associated with stronger politicized environmental identity, greater willingness to engage in pro-environmental activist behavior, and increased likelihood of writing and signing a pro-environmental letter. All methods and analyses follow our preregistration and all materials and data are openly available.
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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) | 0.001 | 0.001 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.000 | 0.000 |
| Science and technology studies | 0.000 | 0.001 |
| Scholarly communication | 0.000 | 0.001 |
| Open science | 0.000 | 0.002 |
| Research integrity | 0.000 | 0.000 |
| Insufficient payload (model declined to judge) | 0.024 | 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