Chapter 8 - The intensification of the agricultural landscape of the Maltese Archipelago (Temple landscapes Fragility, change and resilience of Holocene environments in the Maltese Islands)
Bibliographic record
Abstract
Bowen-Jones et al. (1961) in Malta: Background for Development furnish the reader with a prophetic edict which carries the threat of environmental catastrophe unless there is continual human investment. This book provides an unparalleled geographic assessment of the Maltese agricultural economy, in the years prior to independence, and still serves as a compendium of knowledge and terminology nearly sixty years later. The authors’ opening gambit recognizes the swell in national identity and the resulting desire to exert more control over the nation’s socioeconomic direction. However, their opening tonality also expresses an awareness of the influence of development and its potential threat moving into the future, thus directing the authors to the formation of a study that facilitated a greater understanding of the interplay between socio-economics and the landscapes of the Maltese Islands. [excerpt]
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 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 | 0.001 |
| Scholarly communication | 0.000 | 0.000 |
| Open science | 0.001 | 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 itClassification
machine, unvalidatedMachine predicted; a candidate call from one teacher head, not a consensus.
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".