Why this work is in the frame
A frame that forgets how it found something cannot be audited. These are the routes that admitted this work.
Bibliographic record
Abstract
Legal humanism is an expression generally used to refer to the study of Roman law by 16th Century philologists. Coming a century an a half after what is generally taken to be the birth of humanism, it is generally understood to be part of humanism mostly in its interest for the historical interpretation of Latin texts rather than for participating in the value orientation of humanism. Strangely enough, legal history has taken the philological work of legal humanism for granted not seeing that legal humanism was itself inscribed in history. First, we should note that when it was being developed in the 16th Century, this philological work in Roman law was marginal if one compares publications in that field to publications of medieval Italian jurisprudence. Secondly, legal history has tended to diminish the presence of interpretation in the work of legal humanists who probably more than is generally acknowledged adapted to their times the Latin texts inventing values which have nothing to do with the Roman sources. Legal humanism has never been used to mean the legal aspects of humanitarianism and probably needn’t to be. If the work of interpretation of Roman law has opened some windows into humanistic values, Roman law itself was the codification of an unjust power structure.
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.
Full frame distilled prediction
Teacher imitationNot calibrated prevalence, not ground truth. Human validation pending. Learned from the 10,348 direct Codex labels and 10,348 direct Gemma labels. Candidate is the union of thresholded teacher heads; consensus is their intersection. These outputs are machine_predicted_unvalidated and are not human labels or direct frontier model labels.
Codex and Gemma teacher scores by category
| Category | Codex | Gemma |
|---|---|---|
| Metaresearch | 0.000 | 0.000 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.000 | 0.000 |
| Science and technology studies | 0.000 | 0.000 |
| Scholarly communication | 0.000 | 0.000 |
| Open science | 0.000 | 0.000 |
| Research integrity | 0.000 | 0.000 |
| Insufficient payload (model declined to judge) | 0.001 | 0.000 |
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 it