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
The interstice is a space where three or more states, or municipalities, converge, with low: accessibility, development and natural resources; social conflicts and instability. Interstices with conflicts can be identified: bordering, agrarian, socio-environmental; armed groups, drug trafficking and in indigenous regions, among others. This concept has been constructed based on macro ethnographic studies (participant observation) in regions of the Estado de Mexico and la sierra Tarahumara; previous investigations and news of local conflicts. It uses the official cartography, about: social backwardness, poverty, marginalization, indigenous population, human development and criminality. The interstices have economic and geographical conditions, but the political will and responsibility is unavoidable. They seem to be "no man's land" or empty spaces of power, because they do not represent an economic or political interest for the State; on the contrary, they do facilitate the development of capital and factual power groups that evade corrupt laws or regulations and put the population at risk.
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