Formatos y motivos visuales como reflejos de pactos y matrimonios en el discurso monumental de los Kanu’l y sus aliados en el Clásico Tardío
Bibliographic record
Abstract
Epigraphic, iconographic and archaeological evidence shows the development of strategies for sociopolitical reproduction through marital alliances and pacts between the Kanu’l dynasty and its allies, especially during the 6th and 7th century AD in the Maya region. This kind of strategies of social cohesion pursued the creation of a system of stable and durable sociopolitical relations that supported the development of the Kanu’l hegemony. Here, I focus on the description and interpretation of some formal traits and iconic motives that expose significant patterns of regional distribution. These patterns, together with the epigraphic and archaeological data, allow us to define some of the mentioned sociopolitical strategies. Different kinds of affiliations were represented in different ways in the graphic record, revealing a network among several sites and its effects on the political landscape.
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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 | 0.002 | 0.004 |
| Meta-epidemiology (narrow) | 0.001 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.002 | 0.003 |
| Science and technology studies | 0.004 | 0.010 |
| Scholarly communication | 0.009 | 0.006 |
| Open science | 0.001 | 0.004 |
| Research integrity | 0.001 | 0.002 |
| Insufficient payload (model declined to judge) | 0.013 | 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".