Bibliographic record
Abstract
This article examines the concept of the esoteric and related phenomena in the field of text interpretation and semiotics. Due to false ideas that have developed among the general public in the period starting from mid-19th century when the fashion for occult literature emerged in Europe (from where it later spread overseas), the esoteric now is most often perceived as a property of text, and therefore can be explicated or “translated” into the realm of the evident. The article makes an attempt to define the esoteric as a semantic layer accessible to a special form of intellect that can be rationalized only to a very little extent. In addition, this study contains a brief overview of the traditional carriers of the esoteric such as symbol and linguistic games designed not to conceal (as it is commonly believed), but to effectively transfer knowledge to a reader who is capable of using these tools. The article also gives some examples of transfer of the esoteric content, borrowed from the classical texts of the European hermetic tradition and accompanying illustrations. Among other things, these examples serve as a proof of the key idea expressed in this work according to which in case the esoteric is present, interpretation of the text becomes an integral part of reading, and commenting becomes a form of translation that helps the hidden semantic layer to remain relevant and suitable for assimilation in a new temporal and cultural framework.
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 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 | 0.000 | 0.000 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.001 | 0.000 |
| Bibliometrics | 0.000 | 0.000 |
| Science and technology studies | 0.000 | 0.005 |
| Scholarly communication | 0.000 | 0.000 |
| Open science | 0.001 | 0.000 |
| Research integrity | 0.000 | 0.001 |
| Insufficient payload (model declined to judge) | 0.000 | 0.000 |
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 teacher head, 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".