Bibliographic record
Abstract
Open Diplomacy is the application of public international law (PIL) open court's open ethics open justice and its open source technologies to the field of diplomatic relations. It was secure operationally developed (DevSecOps) through decades of awarded planetary world glocal multinational international and intranational intercultural welfare humanitarian social solidarity economy (SSE) projects to be compiled for the Geneva Unitarian Universalist Office at the United Nations (UU@UN) and Quaker United Nations Office (QUNO), during the United Nations Universal Declaration of the Human Rights Seventh Fifth Anniversary (UN UDHR+75), using the semantic web ontology (SWO) technologies I assist to deploy worldwide along the World Wide Web Consortium (W3C), Open Data Institute (ODI), and International Association for Ontology and its Applications (IAOA).
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.
How this classification was reachedexpand
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 | 0.003 | 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 | 0.018 | 0.002 |
| Open science | 0.006 | 0.007 |
| Research integrity | 0.000 | 0.001 |
| Insufficient payload (model declined to judge) | 0.200 | 0.157 |
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; both teacher heads agree on what is shown here.
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".