Bibliographic record
Abstract
The failure of “universal secular visions” to bridge global material and cultural divides as well as stem widespread ecological damage has precipitated the need to draw upon the untapped spiritual resources and enduring wisdom of the world’s great contemplative traditions. Drawing from the essential precepts and doctrines of Sufism, this article presents a response to the challenges presented by contemporary world politics and global disorder. It calls for a consensus-based and cooperative approach to global issues based on eight principles stemming from Sufi tradition; principles that could contribute to the foundation of a new world order. Sufism’s vision of tawhid, inner freedom, spiritual elevation, and human wholeness can provide a compelling basis for responding to contemporary challenges of a materialist global life. Furthermore, its capacity to inspire human solidarity and deeply ecumenical spirituality can greatly expedite the emergence of a global peace culture. However, translating the principles of Sufism into practice within the context of the present world order requires effort to advance four interrelated processes of change: promoting a global system of checks and balances, strengthening global civil society, promoting human rights and cultural diversity, and developing a broad consensus of peoples and governments.
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 | 0.006 | 0.004 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.001 | 0.001 |
| Science and technology studies | 0.009 | 0.033 |
| Scholarly communication | 0.008 | 0.007 |
| Open science | 0.001 | 0.008 |
| Research integrity | 0.003 | 0.004 |
| 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".