Bibliographic record
Abstract
File Name: PM_116086_B_Sint_Maria_Horebeke.jpg Sublocation: Sint-Maria-Horebeke, parochiekerk Onze-Lieve-Vrouw-Hemelvaart Location: Horebeke Province: Oost-Vlaanderen Country: Belgium Header: Interieur, eiken kansel met grisailleschilderingen uit eind 18de of begin 19de eeuw, hersteld en geschilderd door J; Bevernaege (Gent) in 1908 Description: Parish church (Onze-Lieve-Vrouw Hemelvaartkerk) Interior The pulpit Keywords: Belgium, Classicism, Cultural heritage, Europe, Horebeke, Monuments, Oost-Vlaanderen, Sint-Maria-Horebeke (Horebeke), Styles, Vlaamse Ardennen, Vlaanderen streken Author: Photo: Paul M.R. Maeyaert Copyright: Paul M.R. Maeyaert
Stored with the screening record, where it is evidence for the labels above.
How this classification was reachedexpand
The three-model screen
all 5,600 screened works →All three models called this out of scope.
Deposited heritage photograph of a Belgian parish church interior; not research.
It is a cultural heritage photograph record, not research itself.
Heritage photograph metadata for a Belgian church pulpit; not scholarly research.
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 | 0.000 | 0.003 |
| Meta-epidemiology (narrow) | 0.001 | 0.001 |
| Meta-epidemiology (broad) | 0.001 | 0.000 |
| Bibliometrics | 0.001 | 0.003 |
| Science and technology studies | 0.002 | 0.000 |
| Scholarly communication | 0.006 | 0.002 |
| Open science | 0.001 | 0.002 |
| Research integrity | 0.001 | 0.001 |
| Insufficient payload (model declined to judge) | 0.914 | 0.888 |
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".