Bibliographic record
Abstract
London, Lambeth Palace Library, 489 (25r–30v) [25r] Sermo ad populum dominicis diebus. Leofan men, us bisceopum and eallum mæssepreostum is swiðe deope beboden þæt we æfre sculon mynegian and tyhtan eow, læwede menn, georne to eowre sawla þearfe, and hu ge agan her on life rihtlice to libbanne. And, gif we swa ne doð, þonne beo we swyðe scyldige wið God ælmihtigne. Nu wylle we eow secgan be þæs haligan sunnandæges halignysse, hu se ælmihtiga God hine gehalgode, and hu he wyle, þæt he freols beo fram eallum unrihtdædum and þeowetlicum weorcum, for ic wat, þæt hit is eow uncuðre, þonne ge þearfe ahton. Hit wæs, þæt, siððan Crist þæs ælmihtigan Godes sunu wæs astigen up to heofena rice, syððan he hæfde her gewunad onmang mannum þreo and .xxx. wintra and healf gear, þæt men forgymdon Godes laga swyðor, þonne heora þearfa wæron, and þæs halgan sunnandæges freols wyrs heoldon, þonne hit Gode licwyrðe wære. Ða asende se ælmihtiga God an ærendgewrit ufan of heofenan be anum halgan engle to anum bisceope, se hatte Petrus; se wæs biscop on Antiochia þære burh, þær þær Sanctus Petrus se apostol ærest gesæt his biscopsetl. [25v] On þam gewrite stod eall be þæs dæges halignesse; and þæt gewrit ne awrat nan eorðlic manc, ac Godes agen ængel, swa swa seo halige þrynnys hit sylf gedihte. And eac se ængel bebead þam biscope, þæt he hit sceolde cyðan eallum cristenum mannum, þæt men geswican heora unrihtes, þe hi on þam halgan dæge drugan and gyt to swiðe dreogað. Nu is þis þæt angin þæs engles spræce, þa þa he þæt gewrit þam bisceope on hand sealde.
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 | 0.004 |
| Meta-epidemiology (narrow) | 0.001 | 0.001 |
| Meta-epidemiology (broad) | 0.001 | 0.001 |
| Bibliometrics | 0.001 | 0.002 |
| Science and technology studies | 0.005 | 0.001 |
| Scholarly communication | 0.009 | 0.003 |
| Open science | 0.001 | 0.003 |
| Research integrity | 0.005 | 0.003 |
| Insufficient payload (model declined to judge) | 0.797 | 0.669 |
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; the direct Gemma label and the distilled Codex classifier agree on what is shown here.
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".