Pilot Experiment Dataset for Urban Plant Colonization Survey of Sidewalk Edge and Sidewalk Panel Voids for Webb Drive, Mississauga, Ontario
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
Dataset for plant identification survey of the North side (construction side) sidewalk for Webb Drive, Mississauga, Ontario, Canada, where common urban plant species were sampled. Plant species were identified down to the Genus or Species taxon level wherever possible. Species on the edge were identified but not counted as a measure of species richness. Individual plants that had colonized the voids between sidewalk panels were counted, identified, and the distance between the center of mass to the edge of the sidewalk away from the road in centimeters was measured. Dataset contains two sheets - raw data for dataset and curated tables for edge plant species richness per sidewalk panel, and sidewalk panel void colonization survey. Both sheets use the same column headings.<br>Heavily modified from Solo Survey - Ch. 4 - https://bookdown.org/chris/designcraft4experiments/survey.html <br> <br><br>
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) | 0.002 | 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 it