The prolific interpreter of the Olmsted vision: Frederick G. Todd, Canada’s first landscape architect
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
For four years, Frederick G. Todd (1876–1948) studied and practiced with the Boston-based Olmsted Brothers, the seminal landscape architecture and town planning firm. The Olmsteds executed ambitious plans for parks, park systems, urban design, and suburban development according to the pioneering design principles of Frederick Law Olmsted Sr and his two sons, John Charles and Frederick Law Jr. In 1900, Todd left the firm to establish the first landscape architecture office in Canada. While Todd was deeply influenced by the ideas of Olmsted Sr and his sons, he arguably had more direct impact on Canadian city development than his mentors. Many Todd projects survive as treasured open spaces, and sought-after residential enclaves. However, despite Todd’s impressive career his reputation remains overshadowed by the legacy of the Olmsteds.
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 | 0.003 | 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) | 0.000 | 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