Integrity and its counterfeits: Shakespeare’s Henriad
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 The article will briefly and critically review philosophical views on integrity, focusing on integration, identity, standing up for moral principles and ethical decision-making practice. It will explore integrity as Aristotle’s virtue of truthfulness, noting how this leads to engagement with the self and the social network. This demands the practice of responsibility, involving: critical agency (developing authorship of the ethical narrative), accountability (involving plural and mutual dialogue), and creative (positive) responsibility (involving both narrative and dialogue around action). In light of this dynamic and social view of integrity the second part the article explores counterfeit integrity. It distinguishes counterfeit integrity based in unexamined ideology and identity from counterfeit integrity based in intentional deception of others about beliefs, values and motives. Each of these is illustrated by figures from Shakespeare’s Henriad, and parallel cases in business and sport. This article is published as part of a collection on integrity and its counterfeits.
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 | 0.001 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.000 | 0.000 |
| Science and technology studies | 0.001 | 0.001 |
| Scholarly communication | 0.000 | 0.000 |
| Open science | 0.001 | 0.000 |
| Research integrity | 0.000 | 0.000 |
| Insufficient payload (model declined to judge) | 0.000 | 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