Bibliographic record
Abstract
Abstract In the northwest corner of Spain, in the province of Galicia, lies the mist shrouded town of Santiago de Compostela, the birthplace of the cult of Santiago (St. James, the major apostle), and the home of the magnificent cathedral that is presumablybuilt upon the bones of that martyred apostle (Adams 1999) (see Fig. 3.1). For a thousand years, pilgrims have sought out this cathedral as a shrine to Saint James where they might worship and receive salvation. The most famous and unique feature of the celebration of the mass at this cathedral, at least since the fourteenth century, is O Botafumeiro , a very large incense burner suspended bya heavyrope from a point seventy feet above the floor of the nave, and swung periodically through a huge arc of about eighty degrees (Sanmartin 1984). The rapid motion through the air fans the hot incense coals, making copious amounts of blue smoke, and the censer itself generates a frightening swooshing sound as it passes through the bottom of its arc. Some of the physics in this chapter is manifested bythe remarkable motion of O Botafumeiro and therefore we provide some details of its structure and dynamics (Sanmartin 1984).
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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 | 0.000 | 0.001 |
| Meta-epidemiology (narrow) | 0.001 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.001 | 0.001 |
| Science and technology studies | 0.002 | 0.005 |
| Scholarly communication | 0.003 | 0.004 |
| Open science | 0.001 | 0.002 |
| Research integrity | 0.001 | 0.002 |
| Insufficient payload (model declined to judge) | 0.071 | 0.014 |
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".