Bibliographic record
Abstract
Chapter 3, “Invoking the Name of Mary,” reconstructs the resonance of Marian invocation for charm participants of the late-Saxon period. While the elaborate monastic cult of the Virgin had not yet spread into popular devotion at this time, the Church urged Christians to trust Mary with their needs. It taught the people that she would advocate for them in response to their prayers. Church festivals, liturgy, homily, and poetry expose laity to narratives about Mary’s intervention on behalf of the faithful. The Mother of Christ could intercede with her son; the Queen of Heaven and Hell could command saints and overcome the devil. Charms that invoke Mary call on her by name, relate stories about the Virgin’s miraculous bearing of Christ, and prescribe her Magnificat or Masses said in her honor. Through the operation of charms’ semiotic systems, the Virgin known from vernacular and ecclesiastical traditions becomes immanent for the charm audience. By identifying the ways in which Mary is invoked, this chapter demonstrates Mary’s contributions to remedies for acute physical and spiritual conditions.
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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 | 0.001 | 0.001 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.000 | 0.000 |
| Science and technology studies | 0.005 | 0.006 |
| Scholarly communication | 0.003 | 0.002 |
| Open science | 0.000 | 0.002 |
| Research integrity | 0.001 | 0.003 |
| Insufficient payload (model declined to judge) | 0.009 | 0.002 |
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".