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
Desarrolla un plan de negocio a través del cual se busca crear educación y conciencia \necológica, comunicar la importancia de conservar el medio ambiente para el futuro y mejora en la \ncalidad de vida; esto a partir de la correlación de eslabones y cadenas productivas de materiales \nreciclables para terminar el ciclo en la venta de productos reciclados. La creación de la cadena \nproductiva surge a partir de las alianzas estratégicas que se generen entre los generadores de \nmateriales reciclables y grupos o fabricantes que desarrollen productos reciclados terminados. El \nobjetivo principal es la creación de una plataforma on-line, en donde los productores puedan ofrecer \nsus productos reciclados y estos puedan tener un impacto en una mayor proporción geográfica, una \nplataforma de libre acceso.
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 | 0.001 | 0.000 |
| Meta-epidemiology (narrow) | 0.001 | 0.001 |
| Meta-epidemiology (broad) | 0.001 | 0.000 |
| Bibliometrics | 0.001 | 0.001 |
| Science and technology studies | 0.000 | 0.000 |
| Scholarly communication | 0.000 | 0.001 |
| Open science | 0.001 | 0.000 |
| Research integrity | 0.001 | 0.000 |
| Insufficient payload (model declined to judge) | 0.005 | 0.008 |
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