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
OTTAWA.- PARA CELEBRAR EL 150 ANIVERSARIO DE CANADA COMO NACION, MEXICO REALIZO LA EXPOSICION “EXPERIENCE MEXICO” EN EL PABELLON DE EXHIBICIONES DE LANSDOWNE PARK, EN ESTA CIUDAD, LOS DIAS 5, 6 Y 7 DE MAYO. EN EL MARCO DE LA CONMEMORACION OTTAWA WELCOMES THE WORLD, SE ORGANIZO UN PROGRAMA EN TORNO A CINCO TEMAS RELEVANTES: TURISMO, PRODUCTOS Y SERVICIOS, EDUCACION, GASTRONOMIA Y CULTURA. LA UNAM PARTICIPO EN UN ESTAND SOBRE LA IMPORTANCIA DE LA UNIVERSIDAD: OFERTA EDUCATIVA, IMPACTO EN LA INVESTIGACION Y PROPUESTA CULTURAL. TAMBIEN INFORMO SOBRE SU PROGRAMA DE INTERNACIONALIZACION, CON SIETE PAISES EN EL MUNDO, PARTICULARMENTE EN LA SEDE UNAM-CANADA (ESCUELA DE EXTENSION UNIVERSITARIA).
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 | 0.003 | 0.002 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.001 | 0.000 |
| Bibliometrics | 0.000 | 0.000 |
| Science and technology studies | 0.003 | 0.002 |
| Scholarly communication | 0.001 | 0.001 |
| Open science | 0.002 | 0.000 |
| Research integrity | 0.001 | 0.001 |
| Insufficient payload (model declined to judge) | 0.004 | 0.002 |
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