Bibliographic record
Abstract
Alternative Futures for Changing Landscapes: the Upper San Pedro River Basin in Arizona and Sonora. Steinitz, C., H. Arias, S. Bassett, M. Flaxman, T. Goode, T. Maddock III, D. Mount, R. Peiser, and A. Shearer. 2003. 217 pp. $60.00 (hardcover). ISBN 1‐55963‐335‐2. $30.00 (paperback). ISBN 1‐55963‐222‐4. Animal Rites: American Culture, the Discourse of Species, and Posthumanist Theory. Wolfe, C. 2003. 252 pp $49.00 (hardcover). ISBN 0‐226‐90514‐4. Australian Plant Communities: Dynamics of Structure, Growth and Biodiversity. Specht, R. L., and A. Specht. 2003. Oxford University Press, Oxford, United Kingdom. 502 pp $65.00 (paperback). ISBN 0‐19‐551654‐0. Deforesting the Earth: from Prehistory to Global Crisis. Williams, M. 2003. The University of Chicago Press, Chicago. 689 pp. $70.00. ISBN 0‐226‐89926‐9. Fortress Conservation: the Preservation of the Mkomazi Game Reserve, Tanzania. Brockington, D. 2002. Indiana University Press, Bloomington. 224 pp. $22.95 (paperback). ISBN 0‐253‐21520‐X. Juvenile Primates: Life History, Development, and Behavior. Pereira, M. E., and L. A. Fairbanks, editors. 2003. The University of Chicago Press, Chicago. 461 pp. $30.00 (paperback). ISBN 0‐226‐65622‐5. Managing and Conserving Grassy Woodlands. McIntyre, S., J. G. McIvor, and K. M. Heard, editors. 2002. CSIRO Publishing. Collingwood, Victoria, Australia. 262 pp. AU $59.95. ISBN 0‐643‐06831‐7. A Passion for Wildlife: the History of the Canadian Wildlife Service. Burnett, J. A. 2003. University of British Columbia Press, Vancouver, British Columbia, Canada. 346 pp. $85.00 (hardcover). ISBN 0‐7748‐0960‐4. $27.95 (paperback). ISBN 0‐7748‐0961‐2. Renaissance Man of Cannery Row: the Life and Letters of Edward F. Ricketts. 2002. The University of Alabama Press, Tuscaloosa. 320 pp. $39.95. ISBN 0‐8173‐1172‐6. Wildlife, Fire and Future Climate: a Forest Ecosystem Analysis. 2002. CSIRO Publishing, Collingwood, Victoria, Australia. 196 pp. AU $80.00 (paperback). ISBN 0‐643‐06756‐6.
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 | 0.001 | 0.003 |
| Meta-epidemiology (narrow) | 0.001 | 0.001 |
| Meta-epidemiology (broad) | 0.001 | 0.001 |
| Bibliometrics | 0.004 | 0.006 |
| Science and technology studies | 0.002 | 0.001 |
| Scholarly communication | 0.010 | 0.006 |
| Open science | 0.002 | 0.003 |
| Research integrity | 0.002 | 0.003 |
| Insufficient payload (model declined to judge) | 0.792 | 0.692 |
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".