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Record W3118456751 · doi:10.18666/jpra-2020-10523

Managing Recreation in New York's Adirondack Park: A Case Study of Public Perceptions and Preferences for Reducing User Impacts to the High Peaks Wilderness Complex

2021· article· en· W3118456751 on OpenAlexaboutno aff
Andrew Jon Schneller, Greta Lee Binzen, Colin Cameron, Samuel Taggart Vogel, Isaac Bardin

Bibliographic record

VenueJournal of Park and Recreation Administration · 2021
Typearticle
Languageen
FieldPsychology
TopicRecreation, Leisure, Wilderness Management
Canadian institutionsnot available
Fundersnot available
KeywordsRecreationWildernessWilderness areaAgency (philosophy)Environmental resource managementPublic landEnvironmental planningGeographyWildlifeVisitor patternNational parkEnvironmental protectionPolitical scienceSociologyArchaeologyEcologyEnvironmental scienceLaw

Abstract

fetched live from OpenAlex

This qualitative case study research investigated public perceptions and preferences regarding management options for addressing recreational impacts to the High Peaks Wilderness Complex (HPWC) in New York State’s six-million-acre Adirondack Park. The Park is the largest in the contiguous United States, attracting local and international visitors from Philadelphia, Montreal, Boston, and New York City, major cities within 350 miles of the HPWC. The Park saw 12.4 million visitors in 2018, resulting in crowding, trail erosion, clandestine trails/campsites, water pollution, and plant/wildlife impacts. Data was gathered from 1,200 individuals via an online questionnaire, semi-structured interviews with NGOs, community influentials, and agency representatives, and participant observation. Findings showed the public strongly supported passive management options such as increased funding for education, trail reconstruction, enhanced management of the HPWC, and the Department of Environmental Conservation (DEC) promotion of alternatives to the most popular wilderness trails during busy months. The public was split in their support of direct management techniques such as temporary trail closures, limiting the number of hikers, and mandatory permits for hikers/parking. NGOs expressed a diversity of preferences for direct wilderness management, but widely supported enhanced education, trail improvements, and funding increases for management and the hiring of more rangers. The results of this research provide insights for improving management practices that facilitate sustainable recreation while also protecting and restoring federal and state designated wilderness. This manuscript culminates in a suite of management implications based on our research findings, including filling all vacancies within the Adirondack Park Agency Board with professionally and culturally diverse individuals, including women, Tribal representatives, minority communities, environmental attorneys, natural scientists, and regional planners. Funding should be allocated for the hiring of additional rangers, Summit Stewards, and trail crews, for enhanced trail maintenance and hiker education efforts. We also recommend implementing the Wildland Monitoring Program in order to better understand trail carrying capacity and ecological limits. Limiting the number of hikers/vehicles through a permit system is but one solution if efforts to heighten ranger presence, education, and improve trails all fail to address resource degradation.

Fetched live from OpenAlex and de-inverted. Abstracts are not stored in this database: the inverted indexes are 8.6 GB of the frame’s 9.3 GB of text, and the host has 13 GB free.

How this classification was reachedexpand

Full frame distilled prediction

Teacher imitation

Not 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.

metaresearch head score (Codex)0.001
metaresearch head score (Gemma)0.000
Version: codex-gemma-dda1882f352aValidation status: machine_predicted_unvalidated
Candidate categoriesnone
Consensus categoriesnone
DomainCandidate signal: none · Consensus signal: none
Study designCandidate signal: Observational · Consensus signal: Observational
GenreCandidate signal: Empirical · Consensus signal: Empirical
Teacher disagreement score0.212
Threshold uncertainty score0.546

Codex and Gemma teacher scores by category

CategoryCodexGemma
Metaresearch0.0010.000
Meta-epidemiology (narrow)0.0000.000
Meta-epidemiology (broad)0.0000.000
Bibliometrics0.0000.000
Science and technology studies0.0000.000
Scholarly communication0.0000.000
Open science0.0000.000
Research integrity0.0000.000
Insufficient payload (model declined to judge)0.0000.000

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.

Opus teacher head0.117
GPT teacher head0.376
Teacher spread0.259 · how far apart the two teachers sit on this one work
Validation statusscore_only:v0-immature-baseline · verbatim from the scoring run: score_only means the number may rank works, and no category label ships from it

Classification

machine, unvalidated

Machine predicted; a candidate call from one teacher head, not a consensus.

The models applied no category: nothing in the taxonomy fit this work.
Study designObservational
Domainnot available
GenreEmpirical

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".

Quick stats

Citations6
Published2021
Admission routes1
Has abstractyes

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