How Do Outdoor Recreationists Perceive the State of the Environment and Do Interpretive Programs Make a Difference?
Bibliographic record
Abstract
Environmental interpretation provides visitors with positive experiences in nature while managing their impacts. Existing research has concentrated on the influence of interpretive programs on visitor knowledge, attitudes, and behaviours. Little empirical research exists on how visitors perceive their environment. In this research we examine the effect of environmental interpretation on visitors’ perceptions of the environment. The study took place in the Niagara Glen Nature Reserve, Canada. A survey is administered to visitors on self-guided experiences and visitors receiving two different interpretive programs. Perceptions are compared to ecological data. Visitors rated conditions higher than ecological data, regardless of participation in an interpretive program. There was no significant influence of an interpretive program on perceptions. Findings from this pilot study highlight the need for interpretive programs to examine their effectiveness of achieving its outcomes as well as the benefits of using a reference such as ecological data.
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How this classification was reachedexpand
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 | 0.001 | 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 itClassification
machine, unvalidatedMachine predicted; a candidate call from one teacher head, not a consensus.
How this classification was reached, model by model and score by score, is at the end of the page under "How this classification was reached".