Male Advocates in the Early Decades of the Transatlantic Methodist Deaconess Movement
Bibliographic record
Abstract
Essay Abstract “Male Advocates in the Early Decades of the Transatlantic Methodist Deaconess Movement” will analyze the pivotal contributions in the early decades of the deaconess movement of male advocates as founders, financiers, bishops, clergy, authors, and spouses. These men, representing Methodist denominations in the United States, Canada and Great Britain, utilized their power to lobby and cast affirmative votes for denominational approval. They penned detailed studies about deaconesses that provided historical propaganda for the movement, donated buildings and capital to finance deaconess work in their city, and one male advocate, the Rev. Dr. Thomas Bowman Stephenson, a minister in the Wesleyan Methodist Church in Great Britain, founded the deaconess movement in his denomination. Still, while they vigorously championed the deaconess movement, there was not universal agreement among them about the rationale for their support.
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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 | 0.002 | 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 | 0.002 |
| 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".