“Your Best and Maist Faithfull Subjects”: Andrew and James Melville as James VI and I's “Loyal Opposition”
Bibliographic record
Abstract
Bien que moins connue des chercheurs que celle de 1604, la conférence qui eut lieu en 1606 à Hampton Court entre le roi James et ses ecclésiastiques anglais et écossais proéminents produisit néanmoins un effet immédiat sur la pratique monarchique de James Stuart en Angleterre. À la conférence de 1606, et pendant les six mois suivants, James puisa dans son éducation précédente et son expérience comme roi d'Écosse pour s'engager activement dans des débats avec les pasteurs presbytériens Andrew et James Melville. Au moyen de cet engagement soutenu avec son «opposition loyale», il se définit pour ses sujets anglais en tant qu'un monarque puissant mais résolument voué au dialogue, à la tolérance et à la recherche du moyen terme.
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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 | 0.002 | 0.003 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.001 | 0.001 |
| Science and technology studies | 0.020 | 0.020 |
| Scholarly communication | 0.008 | 0.003 |
| Open science | 0.001 | 0.004 |
| Research integrity | 0.002 | 0.004 |
| Insufficient payload (model declined to judge) | 0.007 | 0.001 |
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".