Bibliographic record
Abstract
True spiritual force has the power to change matter. The spiritual force released by Bahá’u’lláh has the power to change the entire world. Humans, unaided, cannot understand the fundamental problems of mankind; a prophet like Bahá’u’lláh gives us the power both to understand human problems and to correct them. Values do not derive from the individual but from the central Force of the universe: God. Only the religious mind can place moral issues like sin and death in the context of the realities of the universe. The acquisition of virtues such as a love of order, moderation, obedience, and humility are among the requisites for preparing the human heart for the new society Bahá’u’lláh’s teachings will bring. However, religion should be practical and other-oriented, not mystical and introspective. The spiritual force released by the good actions of believers has a more pervasive influence than the same action of a nonbeliever. The gathering together of Bahá’ís in prayer will augment these spiritual forces and dispel ignorant ideas of religion.
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 | 0.002 | 0.003 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.000 | 0.001 |
| Science and technology studies | 0.013 | 0.025 |
| Scholarly communication | 0.005 | 0.004 |
| Open science | 0.001 | 0.004 |
| Research integrity | 0.003 | 0.009 |
| Insufficient payload (model declined to judge) | 0.004 | 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".