Bibliographic record
Abstract
There can be little doubt that certain fundamentals of Eastern thought are being integrated or assimilated into Western culture. This development preceded, but is related to, the radical theology and the drug movements. The confrontations produced by the "Death of God" and LSD movements emphasize a global swing of the pendulum: from the rational to the intuitive, from the seen to the unseen, from the conscious to the unconscious.The challenge would appear to be not so much toward science outcomes but to rational thought as such. The empirical methods which science has used to obtain its outcomes have forced upon Western culture a linear, part-by-part, "show-me" perception. Since empiricism has proven to be a disappointment in dealing with life's essential nature - the metaphysics of Being - the instinctive and unconscious forces of mind may be rising again, even in an era when scientific rationalism had appeared to be solidly entrenched.
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 | 0.009 | 0.006 |
| Meta-epidemiology (narrow) | 0.001 | 0.000 |
| Meta-epidemiology (broad) | 0.001 | 0.001 |
| Bibliometrics | 0.002 | 0.001 |
| Science and technology studies | 0.005 | 0.051 |
| Scholarly communication | 0.014 | 0.019 |
| Open science | 0.001 | 0.011 |
| Research integrity | 0.004 | 0.011 |
| Insufficient payload (model declined to judge) | 0.005 | 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".