Idlewood Creek Valley 3 Trail Winter, Kitchener ON Canada
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
The 126ers’ upbeat country instrumentals accompany a winter walk through Kitchener, Ontario’s, Idlewood Creek valley from the Grand River along the Grand Valley Trail and Walter Bean Trail. This slide show video includes two dams, removed in 2017 as part of the creek’s rehabilitation. Idlewood Creek, a Grand River tributary, drains a 462 hectare watershed in southeast Kitchener. It was home of the indigenous Attawandaron Iroquoian and Mississauga Ojibwa cultures, later farmed by Pennsylvania-German settlers as lots 117 and 118 of the German Company Tract. Daniel and Jacob Erb sold GCT Lot 117 to Peter Reeson in 1805, and Jacob Bock occupied GCT Lot 118 from 1816 to 1831. Since 1990, urbanization has altered the stream. Three trails (Grand Valley, Walter Bean and community) meet near its outlet. In 2013 and 2016, Kitchener purchased properties along the creek, removing structures and two dams in 2018 to rehabilitate this former cold-water brown trout stream. The City also removed another gap in the Walter Bean Grand River Trail network between the Woerner Family Trailway at Woolner Flats and the Chicopee-Vale Trail in the Chicopee Hills near Freeport.
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.
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 | 0.000 | 0.000 |
| Open science | 0.000 | 0.000 |
| Research integrity | 0.000 | 0.000 |
| Insufficient payload (model declined to judge) | 0.213 | 0.002 |
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