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Record W7083903833

Butler-Westmount Community Trails, Kitchener ON Canada

2025· other· en· W7083903833 on OpenAlexaboutno aff

Bibliographic record

VenueInternet Archive (Internet Archive) · 2025
Typeother
Languageen
FieldSocial Sciences
TopicPolitical and Social Issues
Canadian institutionsnot available
Fundersnot available
KeywordsNational parkWildlife refugeSwampWetlandStormSpring (device)TributaryVegetation (pathology)
DOInot available

Abstract

fetched live from OpenAlex

Several inter-linked community trails form a 3 kilometre walk from Kitchener’s Butler Place (at Highland Road) to Westmount Road, passing through Lakeside Park and Concordia Park. Kevin MacLeod’s upbeat composition, ‘Daily Beetle’ accompanies the late spring panoramas. The site of three municipal wells, Kitchener's 13 ha. (32 acre) Lakeside Park began as a kettle depression at the end of the last ice age nearly thirteen thousand years ago. Because it receives runoff from the surrounding urban landscape including storm sewers, the 1.5 ha (3.7 acre) pond has experienced some of Ontario's highest levels of eutrophication in recent years. Nevertheless, it remains an urban jewel for the local neighbourhood and visitors, as seen in the early spring greenwood and fauna, featuring C anada geese (Branta canadensis) . For a detailed park history , see Robert McCauley’s “ Putting the Lake in Lakeside Park ” in the Waterloo Historical Society’s annual volume 100 ( 2012 ). Borden Creek rises in the 17 hectare Borden Wetland s 2.5 kilometres southwest of Lakeside Park , compris ing a silver maple swamp with cattail stands, enclosed within a trail-crossed sugar maple hardwood forest. In 2022, it was designated as a protected area in Kitchener’s Natural Heritage System. Its o utflow, Borden Creek, meets Shoemaker Creek, a tributary of Schneider Creek, at the entrance to Concordia Park on Greenbrook Drive, opposite Lakeside Park. Concordia Park was thus named in honour of the German-heritage Concordia Club’s centennial in 1973.

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)0.000
metaresearch head score (Gemma)0.001
Version: codex-gemma-dda1882f352aValidation status: machine_predicted_unvalidated
Candidate categoriesMeta-epidemiology (narrow), Insufficient payload (model declined to judge)
Consensus categoriesInsufficient payload (model declined to judge)
DomainCandidate signal: none · Consensus signal: none
Study designCandidate signal: Not applicable · Consensus signal: Not applicable
GenreCandidate signal: Other · Consensus signal: Other
Teacher disagreement score0.171
Threshold uncertainty score1.000

Codex and Gemma teacher scores by category

CategoryCodexGemma
Metaresearch0.0000.001
Meta-epidemiology (narrow)0.0010.001
Meta-epidemiology (broad)0.0010.000
Bibliometrics0.0000.000
Science and technology studies0.0000.001
Scholarly communication0.0000.000
Open science0.0020.001
Research integrity0.0000.002
Insufficient payload (model declined to judge)0.0120.001

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 head0.023
GPT teacher head0.287
Teacher spread0.265 · 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; both teacher heads agree on what is shown here.

Study designNot applicable
Domainnot available
GenreOther

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

Citations0
Published2025
Admission routes1
Has abstractyes

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