Recursos naturales estratégicos: los hidrocarburos y el agua
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
Presentación; Los recursos estadunidenses de gas natural y las nuevas tecnologías para la exploración y el desarrollo; ¿Un segundo auge? El futuro de las arenas bituminosas de Alberta en la producción petrolera de América del Norte; Las reservas de hidrocarburos en México y en el mundo; Evaluación de los recursos petroleros y las reservas recuperables totales en la plataforma marina continental de las aguas estadunidenses del Golfo de México; La integración energética en América del Norte. Una perspectiva canadiense; ¿Abundancia o escasez de recursos petroleros? Una perspectiva geopolítica; La estrategia oficial para privatizar la industria petrolera mexicana y Pemex; El agua como tema de seguridad nacional para Estados Unidos en la frontera con México; El agua de la frontera. Soberanía y seguridad en la región binacional de Estados Unidos y México
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 | 0.001 |
| Scholarly communication | 0.000 | 0.000 |
| Open science | 0.001 | 0.000 |
| Research integrity | 0.000 | 0.000 |
| Insufficient payload (model declined to judge) | 0.004 | 0.005 |
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