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 last 30 years have seen a surge in temporary gardens. The flexibility and new challenges invested in non-permanent landscapes has made them a creative and stimulating testing ground for professionals and impromptu designers. Raffaella Sini examines the historical evolution of the genre, exploring theory, narratives, and strategies informing 80 temporary gardens built in France, Germany, Spain, Portugal, Italy, the United Kingdom, Belgium, Switzerland, Sweden, New Zealand, Canada, Singapore, and the United States. Key topics include: • temporary gardens in 1970s avant-garde art and 1980s public art; • temporary gardens as opportunities to work with live processes, practice inclusion, and explore concepts of social justice and ecology; • temporary gardens to redefine the vocabulary of garden design; and • temporary gardens in tactical urbanism. The book comprehensively decodifies the full range of ephemeral gardens: uprooted, mobile, itinerant, movable, postmodern, installation, exhibited, conceptual, theme, pop-up, guerrilla, grassroots, meanwhile, interim, provisional, activist, community, and parklet. Beyond physical duration, time-focused design in gardens affects the entire process of conceiving, building, experiencing, and managing green spaces; using short-term formats, anyone can invent, trial, and experiment in a condensed experience of landscape. The temporary garden emerges as critical cultural ground for the discourse in landscape architecture, art, ephemeral urbanism, and in urban, landscape, and garden design. It is inspirational reading for designers and students alike.
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) | 0.430 | 0.001 |
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