New Zealand school children’s perceptions of local forests and the Montréal Process Criteria and Indicators: comparing local and international value systems
Bibliographic record
Abstract
A review of the international Montréal Process Criteria and Indicators (MP C&I) sustainable forests reporting framework required member countries to benchmark the Indicators against locally held forest values. Children constitute an important subgroup of the local stakeholders in forests: they may respond to forested environments in different ways and may hold values which are unique to their age group. This study reports on the values school children attributed to their local forests, across three New Zealand regions, and details the agreement of these values to the Montréal Process C&I, a values framework developed by international forestry experts. Workshops were held with local school children at three locations neighbouring a forested area (Tapawera, Nelson, South Island; Hunua and Kaiata, Auckland, North Island; and Lynmore, Rotorua, Bay of Plenty, North Island). Workshops were conducted using a similar facilitated structure, tailored to the age group of the children. The workshops used both interactive drawings and dialogue exercises to elicit the features of importance and cultural values the students held for their local forests. Following the workshops, these values were mapped to seven broad categories, and analysed for agreement with the MP C&I. Children aged 9–15 years valued forest access and experiences created by visits to their local forest. The children demonstrated an active relationship with their local forest environment, being aware of its landmarks and facilities. Deeper awareness extended across only quite a small geographical area of their forest. They had personal tacit knowledge of the usefulness of the forested environment, as opposed to abstract, generalised ideas, but only indirect allusion was made to legal, institutional and economic topics. Living organisms were by far the most frequently mentioned forest feature. Landscape amenity, also attachment to and identity with their local forest appear to be important to school children. Although the values held by children living close to forests in New Zealand differed across the three regions, they all fell within the purview of the Montréal Process C&I. Conversely, Criteria 5 (Carbon) and 7 (Legal and institutional) were only tenuously held values. School children’s views and understanding of forests in New Zealand offer an insight into the integration of local communities with forests and forestry, forestry activities and forest amenities. Taking children’s values into consideration has broadened our understanding of the comprehensiveness of the Montréal Process C&I. Results from our workshops provided input for New Zealand’s contribution to a revision of the Montréal Process C&I because delegates could cross-reference the proposed alterations to the Indicators against the nationally derived values, which included those of school children.
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How this classification was reachedexpand
Full frame machine prediction
Teacher imitationNot calibrated prevalence, not ground truth. Human validation pending. The Gemma side is a direct model label for every work in the frame, read from the title-only record. The Codex side is a classifier learned from the 10,348 direct Codex labels and calibrated to design-weighted sample rates; fields without enough sample support carry no Codex call. Candidate is the union of the two sides; consensus is their intersection. These outputs are machine_predicted_unvalidated and are not human labels.
Distilled classifier scores by category (both heads)
| Category | Codex | Gemma |
|---|---|---|
| Metaresearch | 0.004 | 0.007 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.001 | 0.002 |
| Science and technology studies | 0.002 | 0.003 |
| Scholarly communication | 0.004 | 0.003 |
| Open science | 0.001 | 0.002 |
| Research integrity | 0.000 | 0.001 |
| Insufficient payload (model declined to judge) | 0.004 | 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 source (direct Gemma or distilled Codex), 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".