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
Abstract Codes of conduct explore one aspect of defining an ethical environment. Codes of conduct introduces definitions and identifies leading codes of conduct B.C. and A.D., including Parliament of World's Religion's Global Ethics signed by fourteen religions. Codes of conduct are proposed by both the UN and UN agencies, including a code of conduct for Transnational Corporations (1996). Codes are developed by governments (Canada, Ireland, and U.S.) and intergovernmental bodies, including Business Round Table (1958), Caux Round Table (1986), and Caux Principles for Business Behavior for a Better World (1994). William Frederick identified six landmark international codes (1948–1998). Multiple governments and NGO's have proposed codes with minimal success. Enforcement of codes present extreme complications. Developing codes represents an intricate and involved task because of the scope, multiple issues to be incorporated, their complexity and problems of voluntary or legal enforcement.
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 | 0.001 | 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 | 0.001 | 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