Assessing recreational use value in British Columbia's largest urban Park
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
Urban parks play a vital role in improving daily life for residents and providing a range of ecological benefits. This study applies the Travel Cost Method to estimate the recreational use value of Kenna Cartwright Park, the largest municipal park in British Columbia, located in Kamloops. Based on survey and visitation data, the estimated consumer surplus per person per visit is CAD 19.23, resulting in an annual recreational use value of approximately CAD 4.19 million in 2021. The study also examines how recreational value responded to external shocks, such as theCOVID-19 pandemic. In spring 2020, park visitation nearly doubled during the local lockdown, and the total annual recreational value rose to CAD 6.79 million. These findings highlight the value of accessible green spaces and the essential role of urban parks in supporting public well-being and resilience in times of disruption such as COVID-19.
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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 | 0.000 | 0.000 |
| Scholarly communication | 0.001 | 0.001 |
| Open science | 0.000 | 0.000 |
| Research integrity | 0.000 | 0.000 |
| Insufficient payload (model declined to judge) | 0.001 | 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