Bibliographic record
Abstract
Desde su inicio en 1974, el proyecto de excavaciones del Museo Real de Ontario en el sitio de Lamanai, situado en el norte de Bel ice (Fig. 1), se ha centrado en las investigaciones de todas las fases de la ocupación, pero con especial énfasis en el periodo que, potencialmente, es el más significativo: el Post-clásico. A la fecha se han llevado a cabo siete temporadas de excavaciones, y quedan pendientes por lo menos dos mas, seguidas por un ano de análisis y otros trabajos finales, que será, a la vez, la primera temporada de un programa de conservación y consolidación de las estructuras excavadas. Aunque intentamos seguir con las investigaciones de la ocupación Post-ch1sica durante los años que vienen, estamos en posibilidades de poder presentar un panorama general de las características principales de la vida en Lamanai, desde el Siglo x basta el Siglo XVII, etapa final de una ocupación que ahora parece haberse extendido por mas de dos mil años.
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.
How this classification was reachedexpand
Full frame machine prediction
Teacher imitationNot calibrated prevalence, not ground truth. Human validation pending. The Gemma side is a direct model label for every work in the frame, read from the title-only record. The Codex side is a classifier learned from the 10,348 direct Codex labels and calibrated to design-weighted sample rates; fields without enough sample support carry no Codex call. Candidate is the union of the two sides; consensus is their intersection. These outputs are machine_predicted_unvalidated and are not human labels.
Distilled classifier scores by category (both heads)
| Category | Codex | Gemma |
|---|---|---|
| Metaresearch | 0.001 | 0.001 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.001 | 0.001 |
| Science and technology studies | 0.005 | 0.003 |
| Scholarly communication | 0.001 | 0.001 |
| Open science | 0.001 | 0.002 |
| Research integrity | 0.000 | 0.001 |
| Insufficient payload (model declined to judge) | 0.007 | 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 itClassification
machine, unvalidatedMachine predicted; a candidate call from one source (direct Gemma or distilled Codex), not a consensus.
How this classification was reached, model by model and score by score, is at the end of the page under "How this classification was reached".