Bibliographic record
Abstract
planet-monophasic and polyphasic (Laughlin, 2011, pp.62-66; Laughlin, McManus & d'Aquili, 1990, p. 293).In modern materialistic, technocratic societies, children are typically taught to disattend to their dreams and to focus on waking interactions with the external physical and social world (see Mageo, 2003b;Wax, 2004).Children are taught from infancy that dreams are not real-that they are a fiction ("just a dream")-and that they just happen for no apparent reason and can be ignored.Elementary schools typically do not address one's dream life (see King, Welt, & Bulkeley, 2011), and information obtained in dreams, if any, bears little or no relevance to the waking world.Dreams, therefore, tend not to inform culture all that much, especially with respect to people's spiritual life. 2 These societies manifest what is called monophasic cultures (Laughlin, McManus, & d'Aquili, 1990, p.
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 | 0.001 | 0.001 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.001 |
| Bibliometrics | 0.002 | 0.001 |
| Science and technology studies | 0.002 | 0.017 |
| Scholarly communication | 0.004 | 0.006 |
| Open science | 0.001 | 0.003 |
| Research integrity | 0.001 | 0.002 |
| Insufficient payload (model declined to judge) | 0.003 | 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".