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
Road transport in mountainous Kashmir was long and hazardous, and landslides and accidents could prevent movement between locations. The inefficiencies of this transport method, combined with the difficult terrain and the distances to be travelled, meant that an air transport element was necessary for the successful operation of the United Nations Military Observer Group in India and Pakistan (Unmogip). The UN military observers on both sides of Kashmir’s Line of Control were reliant on this UN air element for logistic purposes. Field observers and their supplies were delivered to airstrips near their field stations; personnel and their dependants were transported throughout the theatre and to places like Delhi or Lahore for leave; headquarters officers were flown around to attend meetings with officials in New Delhi, Srinagar and Rawalpindi; and, if required, the air element would perform emergency medical evacuations of mission personnel. The Royal Canadian Air Force had provided this service, by way of a DHC-4 Caribou and crew of eight, for Unmogip since 1964 (a Twin Otter replaced the Caribou in July 1971).
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 | 0.001 | 0.003 |
| Scholarly communication | 0.000 | 0.000 |
| Open science | 0.001 | 0.000 |
| Research integrity | 0.000 | 0.001 |
| 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