The Symbol of Depression:The Creative Concordence of Ideological Trends in Western Cultures
Bibliographic record
Abstract
The content of The Symbol of Depression is greatly influenced by western cultures. It draws from psychoanalysis “impulse-suppression-displacement” to frame its theory, but at the same time reconstructs it. First, “sexual impulse” is replaced by “vitality” in Bergson's philosophy, giving vitality the contents of reality and creativeness. It makes a distinction with Bergson's theory and connects “vitality” with Croce's “creativeness”. Second, “vitality” replaces “the Id” -suppression, “outside restraint” replaces “superego”-the force of suppression, developing “sexual depression” into “worldly sufferings”, and “sexual delight” in literary activities becoming “joyfulness of free creation”. Third,“symbol” replaces “dressing up”--way of displacement, and Lipp's “theory of transference” becomes the guarantee of gaining the relaxation of the mind. It views appreciation as a kind of literary creation, thus realizing the creative concordence of ideological trends in western cultures.
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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 | 0.004 | 0.007 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.002 | 0.002 |
| Science and technology studies | 0.007 | 0.032 |
| Scholarly communication | 0.012 | 0.004 |
| Open science | 0.001 | 0.007 |
| Research integrity | 0.001 | 0.002 |
| Insufficient payload (model declined to judge) | 0.001 | 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 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".