Bibliographic record
Abstract
This paper attempts to uncover the semantic history of the concepts of “dialectic” and “didactic” which goes back to the Ancient Greece. I compare and contrast Socrates/Plato’s and Aristotle’s approaches to dialectic. Dialectic became associated with formal logic in Scholasticism, and, as such, came under attack by secular and religious humanists in late Medieval Europe. The history of didactic began with Aristotle who introduced it in Sophistical Refutations to indicate a type of argument, synonymous to demonstration, but not antonymous to dialectic. Almost forgotten during the late Antiquity and early Middle Ages, didactic enjoyed wide acceptance by Ramists, especially Commenius, who saw in it a revolutionary methodological approach to education differing from the Scholastic trivium. While the contemporary use of didactic, whose intellectual value has significantly diminished since Commenius, is largely confined to the realm of instruction, dialectic became associated with the ideas of Hegel and Marx. Key words: Dialectic; Didactic; Discourse; Plato; Aristotle; Ramus; Commenius; Descartes; Hegel
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 | 0.011 | 0.014 |
| Meta-epidemiology (narrow) | 0.001 | 0.000 |
| Meta-epidemiology (broad) | 0.001 | 0.000 |
| Bibliometrics | 0.009 | 0.007 |
| Science and technology studies | 0.009 | 0.093 |
| Scholarly communication | 0.021 | 0.022 |
| Open science | 0.002 | 0.009 |
| Research integrity | 0.005 | 0.007 |
| Insufficient payload (model declined to judge) | 0.004 | 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".