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
Licenciado en Fisicas (especialidad astrofisica), por la Universidad de Montreal (Canada), es asimismo Ingeniero Industrial especializado en electronica del Estado Solido por la misma Universidad. Su vida profesional se inicia en Centro de Investigacion de ALCAN (Canada). De regreso a Espana en 1976, se incorpora al Centro de Calculo de INTECSA desarrollando sistemas de simulacion matematica, y mas tarde a la Estacion de seguimiento de Satelites de Villafranca del Castillo de la ESA, como jefe de Operaciones. Tras ocupar diversos cargos, Jacinto Garcia Palacios participo en el nacimiento de EADS (European Aeronautics Defense and Space). En la actualidad ocupa el cargo de Consejero Delegado de la empresa espanola de satelites HISPASAT
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) | 0.001 | 0.001 |
| Meta-epidemiology (broad) | 0.001 | 0.000 |
| Bibliometrics | 0.000 | 0.001 |
| Science and technology studies | 0.000 | 0.000 |
| Scholarly communication | 0.000 | 0.000 |
| Open science | 0.001 | 0.000 |
| Research integrity | 0.001 | 0.001 |
| Insufficient payload (model declined to judge) | 0.001 | 0.001 |
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