Bibliographic record
Abstract
QUESTION about the status of the witnesses. Note that excommunicates are allowed to litigate and give testimony in any case involving the Faith, as are participants and associates in the charges, and the infamous, and criminal serfs against their masters. Also, a sorcerer is allowed to give testimony against a sorcerer in the same way that a heretic is allowed to do so against a heretic, though in default of other proofs and always against and never for. This is also the case with his wife, children and friends (demonstrated by Chapter “ Filii ,” Liber Sextus , “Heretics”). The reason for this is that their testimony is more effective as proof. The first group is explained in Chapter “ In fidei ” (“Heretics” in the same place): “In favor of the Faith We grant that, in the business of the inquisition of heretical depravity, excommunicates and|participants or associates in the charges should be admitted in default of other proofs against heretics and their believers, harborers, abettors and defenders, if, on the basis of plausible conjectures and the number of witnesses or the quality of both the persons deposing and those against whom the case is lodged and the depositions given or on the basis of other circumstances, those giving this testimony are presumed not to be speaking falsehoods.” When it is presumed that perjurers are deposing through zeal for the Faith is explained in the cited Chapter “ Accusatus ” § “ Licet ,” where it says, “Although perjurers are debarred, nonetheless, if those who, in the presence … ” and below, “ … if on the basis of manifest indications it appears that it is not through fickleness of spirit or the instigation of hatred or corruption by money but through zeal for the Orthodox Faith that these people wish to correct their statement and to reveal now what they previously concealed, then in favor of the faith, unless there is some obstacle, their attestations should be upheld, both against themselves and the others.”
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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 | 0.006 | 0.018 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.001 | 0.001 |
| Bibliometrics | 0.001 | 0.001 |
| Science and technology studies | 0.003 | 0.009 |
| Scholarly communication | 0.004 | 0.009 |
| Open science | 0.002 | 0.002 |
| Research integrity | 0.008 | 0.005 |
| Insufficient payload (model declined to judge) | 0.081 | 0.014 |
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".