Illustrations, Figures, and Tables
Bibliographic record
Abstract
Illustrations 8.1 Summerhouse residence in Norrtälje 193 8.2 Off-grid home in Norrtälje with well and septic tank 194 9.1 The new urban area My Dinh II 218 9.2 Land and water in the peri-urban village Van Phuc 218 9.3 Water supply plant in the new urban area Linh Dam 220 9.4 Wastewater treatment plant in the new urban area My Dinh II 220 9.5 Fishing pond in the peri-urban village Lai Xa 222 10.1 Impermeable cover in Florida's Super Region, 2011 239 10.2 Arizona Sun Corridor Partnership and Joint Planning Advisory Council extents 243 10.3 Greater Orlando and Greater Tampa metropolitan areas overlapping Polk County 247 12.1 Greater Golden Horseshoe Greenbelt 286 12.2 Highway construction within the GGH Greenbelt 289 12.3 Campaign to stop Highway 413 290 15.1 Different forms of environmental injustices 343 15.2a, 15.2b Private sector real estate markets have played an important role in implementing sustainability-as-density policies 346 15.3 Young adult residential locations in Vancouver coincide with high-density and transit-accessible locations 357
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.
How this classification was reachedexpand
Full frame machine prediction
Teacher imitationNot calibrated prevalence, not ground truth. Human validation pending. The Gemma side is a direct model label for every work in the frame, read from the title-only record. The Codex side is a classifier learned from the 10,348 direct Codex labels and calibrated to design-weighted sample rates; fields without enough sample support carry no Codex call. Candidate is the union of the two sides; consensus is their intersection. These outputs are machine_predicted_unvalidated and are not human labels.
Distilled classifier scores by category (both heads)
| Category | Codex | Gemma |
|---|---|---|
| Metaresearch | 0.000 | 0.003 |
| Meta-epidemiology (narrow) | 0.002 | 0.001 |
| Meta-epidemiology (broad) | 0.001 | 0.001 |
| Bibliometrics | 0.003 | 0.006 |
| Science and technology studies | 0.002 | 0.001 |
| Scholarly communication | 0.003 | 0.004 |
| Open science | 0.001 | 0.002 |
| Research integrity | 0.001 | 0.002 |
| Insufficient payload (model declined to judge) | 0.658 | 0.464 |
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 itClassification
machine, unvalidatedMachine predicted; the direct Gemma label and the distilled Codex classifier agree on what is shown here.
How this classification was reached, model by model and score by score, is at the end of the page under "How this classification was reached".