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
It is trite to say that administrative investigations are required to be conducted in accordance with the principle of due process of law in Korea. However, so far, there has not been many studies showing the implementation of the principle within the investigative process. This is maybe because it is inherently difficult to make generalizations about the issue of the procedural fairness in the investigative stage. The structure of administrative tribunals and agencies varies significantly, and different tribunals and agencies utilize different investigative processes. Furthermore, the types of power being exercised by investigating bodies are widely divergent. As a result, each case must be considered on the bases of the empowering legislation and the duties and powers of the investigator. This article examines the Korean administrative investigation system and the application of the principle of due process of law in the administrative investigation context. Also it analyses the duty of fairness in the investigative stage of administrative proceedings in Canadian jurisprudence and demonstrates how the doctrine of procedural fairness, which derived from the principle of natural justice, evolved into such a duty and how it shaped its contents, so as to provide insights into latest development and thinking of the principle of due process of law in Korea. In Canada, the duty of fairness in the investigative stage of administrative proceedings has evolved. Although at one time there was little room for the application of procedural fairness during investigations, it is likely that such a blanket statement no longer holds true. The courts appear to be expanding the scope of judicial review over administrative proceedings, including being more willing to hold investigators to higher standards. Determining what duties an administrative tribunal owes to an individual whose rights may be affected requires an examination of the statutory provisions in question and a review of the nature of the decision to be made, the relationship between the administrative body and the individual, and the effect of the decision on the individual’ rights.
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) | 0.000 | 0.000 |
| Bibliometrics | 0.000 | 0.001 |
| Science and technology studies | 0.001 | 0.000 |
| Scholarly communication | 0.001 | 0.002 |
| Open science | 0.000 | 0.000 |
| Research integrity | 0.000 | 0.000 |
| Insufficient payload (model declined to judge) | 0.013 | 0.024 |
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