Assessing the Hypotheses against Women Leadership in African Christianity
Bibliographic record
Abstract
Despite the undisputable roles of women as home-makers and nation-builders, many hypotheses had been advanced in support of male chauvinism mostly prevalent in African society. Such discrimination is attributable to two sources: culture and religion. The prejudices, inequalities and injustices suffered by women seem to be deep-rooted. What is even more unfortunate and scandalous is that religion has been and is still being misused to reinforce the oppression and subordination of women. Equally disconcerting is the fact that among the womenfolk themselves there are quite a number who have accepted these conditions as normal and therefore have had no inclination to demand and work for a change. Such women have resigned themselves to an inferior status and sincerely believed that such is their divinely ordered fate. This paper, therefore, is aimed at evaluating the theological, cultural and philosophical hypotheses that serve as roadblocks against women leadership in order to disprove their logical veracity; and to establish that leadership in the church should transcend the factor of gender but be based on God’s prerogative and infinite grace.
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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 | 0.023 | 0.047 |
| Meta-epidemiology (narrow) | 0.001 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.003 | 0.002 |
| Science and technology studies | 0.008 | 0.033 |
| Scholarly communication | 0.008 | 0.004 |
| Open science | 0.002 | 0.005 |
| Research integrity | 0.002 | 0.003 |
| Insufficient payload (model declined to judge) | 0.009 | 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".