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
Commoner Royal Relations (CRR) is the application of rule of law (RoL) methodologies of international relations diplomacy and civil military relations (CRM) to monarchic states open governance. Its open research began when I had the honor to have a friendly talk to a half Polish member of the Imperial House of Portugal and Brazil when I had an intimate relationship with a German aristocrat and was developed due to the responsibilities of my works as a poor commoner worker in projects of the Royal Netherlands Academy of Arts and Sciences, Belgian Royal Academy of Fine Arts from Antwerp, Spain Royal Prado Museums, Danish Royal Academy of Arts and Science, Brazil Pro-Monarchy Movement, Tibetan Embassy Culture House, United Kingdom Kensington Unitarian Church and Westminster Friends House, Swedish Mission Council (SMC) Freedom of Religion or Belief (FoRB) Learning Platform, and countless tribes with Nobel Prize winning level academics and nobles from worldwide. Its purpose is to stimulate mutually-beneficial cooperation on behalf of the commons' welfare sustainable development (SD). It was compiled for the Wikimedia WikiProject on Royalty and Nobility 'Royal Studies' article workgroup creation edit-a-thon of the International Society of Commoners Heraldry.
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 | 0.002 | 0.002 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.000 | 0.002 |
| Science and technology studies | 0.011 | 0.001 |
| Scholarly communication | 0.002 | 0.000 |
| Open science | 0.002 | 0.001 |
| Research integrity | 0.000 | 0.001 |
| Insufficient payload (model declined to judge) | 0.035 | 0.019 |
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