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
The enactment of recent legislation allowing electronic writings and electronic signatures for juridical acts provided to French and Quebec notaries the opportunity to rethink upon their role in modern society. Some see the reforms as sounding the death-knell of the profession. Indeed, the invasion of computers in daily life and legal affairs has resulted in the 'dematerialization' of contracts, and even in the disappearance of notary, replaced by a virtual substitute. However, many think the reforms shall be beneficial to the profession once the parameters of electronic formalism are settled. First, the notary remains the cornerstone for the authenticity of juridical acts in that his or her actual presence, materialized by his or her signature, guarantees the perfection and effectiveness of notarial acts, whether drafted on paper or electronic medium. Secondly, his or her role as expert and as counsel will expand in this new environment and contribute to the consolidation of his or her central role in the regulation of society.
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) | 0.001 | 0.000 |
| Bibliometrics | 0.000 | 0.001 |
| Science and technology studies | 0.002 | 0.000 |
| Scholarly communication | 0.000 | 0.000 |
| Open science | 0.000 | 0.000 |
| Research integrity | 0.001 | 0.001 |
| Insufficient payload (model declined to judge) | 0.006 | 0.001 |
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