An Ecology of Innovation: Adapt, Reuse and Reimagine
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
This paper questions the role of ecology through the design of three small, but impactful projects from different political and bioclimatic regions in North America. An adobe home in the Sonoran desert ofMexico, a rope pavilion in the Texas hill country, and an ice hut in Manitoba, Canada. Each of these investigations reveal site-specific ecologies to determine interventions rooted in local cultural and biological systems. The three solutions probe dis-global networks using unique environmental foci in the hopes of transferring knowledge of how ecology, architectural design and material construction may deal with the abstract nature of ecology in tangible terms. These diverse, ecologically sensitive and material specific solutions belie the premise of singular solutions for all ecologies, but insist on sharing singular explorations employed to fully nest design ideations within the local environs by balancing culture, site, ecological and programmatic issues.
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) | 0.000 | 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