Phantom Ecolog y: Aesthetics, Ethics, and Ecology
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
Visible from space, the Athabasca bituminous sands region of Northern Alberta, Canada, is currently being engineered at a scale equal to or greater than any other human landscape projects. This massive earth moving operation which at first glance could be confused for a regional urban development, has but one single objective: oil. Yet we do not see landscape architects engaged in the design and specifically the topographic shaping of these sites of extraction, production, waste, and reclamation. Nor are there many examples of landscape architects contributing smaller scale interventions that acknowledge the human occupation of these sites, their experience and material realities. Thus, ten rest stops are proposed to set in the working industrial landscape of the Athabasca bituminous sands, though they might not be built, to emphasize the importance of remembering that these landscapes already exist, showcasing the contemporary Canadian landscape.
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 | 0.001 | 0.001 |
| Scholarly communication | 0.000 | 0.000 |
| Open science | 0.001 | 0.001 |
| Research integrity | 0.000 | 0.001 |
| 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