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 thesis presents the argument that the concept of vertical farming can help resolve the long-standing paradox of humanityâs inclination toward exponential demographic and economic growth while inhabiting a planet of limited material means. The document is comprised of two parts. The first establishes the intellectual framework necessary to assess agricultureâs effect on human and ecological systems, and explores the philosophies central to rationalizing high-density indoor agriculture with the objectives of human sustainability. \n\nThe second part focuses exclusively on exploring the technologies and design strategies of the vertical farming concept. This aim is facilitated through the illustration of three design projects, each of which represents a distinct variant of the vertical farming concept. In order to ground the largely conceptual notion of vertical farming within a real-world economic context the thesis includes a thorough cost-analysis of a simplified fourth design. The thesis concludes by addressing the vertical farmâs potential to transform urban resource metabolism from its existing linear dependence on the external environment to a more self-contained, cyclical resource flow reminiscent of that exhibited by natural ecosystems.
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