Bibliographic record
Abstract
Part 1 So steepy a place: St Dunstan-in-the-West Faciamus hominem Regula fidei reason and the Trinity Vestigia Trinitatis Donne and Calvin April 1629 Whitsuntide unity v singularity. Part 2 To batter Heaven: Lincoln's Inn Chapel the care and piety of the Church prescribed by Thy Son my particular necessities fasting and prayer Devotions upon Emergent Occasions. Part 3 Through his own red glasse: Whitehall Palace Idololatris, Vae Iconoclastis God's wardrobe such Glasses and such Images Hanworth, 1622 Visionem Dei, Unionem. Part 4 Voice of the turtle: St Paul's Cross Aversio and Conversio the churching of women Baptismate Lachrymarum gold in the washes Vox Turturis. Part 5 O taste and see: Donne at Heidelberg prevenient and subsequent the root and fruit the dew, and breath in the ayre Gustate & Videte.
Fetched live from OpenAlex and de-inverted. Abstracts are not stored in this database: the inverted indexes are 8.6 GB of the frame’s 9.3 GB of text, and the host has 13 GB free.
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 | 0.003 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.001 | 0.001 |
| Science and technology studies | 0.008 | 0.013 |
| Scholarly communication | 0.006 | 0.005 |
| Open science | 0.001 | 0.003 |
| Research integrity | 0.002 | 0.004 |
| Insufficient payload (model declined to judge) | 0.015 | 0.004 |
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".