Praying for Change in the Nations: Prayer, Politics, and Power in Sub-Saharan Africa
Bibliographic record
Abstract
Praying for Change in the Nations: Prayer, Politics, and Power in Sub-Saharan Africa Siphiwe I Dube Siphiwe I Dube SIPHIWE I. DUBE (BA (Hons), Mount Allison University, Canada; MA, Queen’s University, Canada; PhD, University of Toronto, Canada) is Lecturer and Head of Department of Political Studies at the University of Witwatersrand, South Africa. siphiwe.dube@wits.ac.za https://orcid.org/0000-0001-9080-6128 Search for other works by this author on: Oxford Academic Google Scholar Journal of Church and State, csaa059, https://doi.org/10.1093/jcs/csaa059 Published: 31 July 2020 Article history Received: 21 February 2020 Revision received: 24 May 2020 Accepted: 02 July 2020 Published: 31 July 2020
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How this classification was reachedexpand
Full frame distilled prediction
Teacher imitationNot calibrated prevalence, not ground truth. Human validation pending. Learned from the 10,348 direct Codex labels and 10,348 direct Gemma labels. Candidate is the union of thresholded teacher heads; consensus is their intersection. These outputs are machine_predicted_unvalidated and are not human labels or direct frontier model labels.
Codex and Gemma teacher scores by category
| Category | Codex | Gemma |
|---|---|---|
| Metaresearch | 0.001 | 0.000 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.000 | 0.000 |
| Science and technology studies | 0.000 | 0.000 |
| Scholarly communication | 0.000 | 0.000 |
| Open science | 0.000 | 0.000 |
| Research integrity | 0.000 | 0.000 |
| Insufficient payload (model declined to judge) | 0.000 | 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 teacher head, 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".