How Do Money and Time Restrictions Influence Self-Constraining Behavior in Polluting the Commons?
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
Commons are resources shared by a group of people, and are studied using the commons dilemma paradigm. Despite Hardin’s prediction that the only sustainable management options are government regulation or private ownership, sustainable commons management has been observed with unregulated groups; however, global commons such as the atmosphere and oceans seem to conform to the prediction of “tragedy” because self-interests among users lead to degradation of the commons through overuse. The present study examined whether the factors of commons type (consumption or waste disposal) and cost (money or time) influence individual self-constraint in harvesting/polluting decisions to prolong the longevity of the shared resource, in the absence of social communication. Results indicate an interaction of the two factors: Individual self-constraint was greatest with the combination of disposal commons and time cost. These findings suggest that creative strategies to manage global commons may be possible, at least for waste-disposal commons.
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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) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.000 | 0.000 |
| 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