Bibliographic record
Abstract
To build a model of user moral development in cyberspace, the ethics component in the individual level, middle and macro recognized that the development of ethics in cyberspace, need to observe the following points.A ;" In individual level, users are exposed to immoral actions and they must be exploited to reference groups, the family and education greatly inhibiting their immoral behavior.Planning grounds: The institutionalization of moral and religious principles, Continuous self-control user by using individual conscience and ethics, Promote ethical beliefs and values, improve feeling about others like myself, Increase the role of family and reference groups in teaching moral lessons, Enhance the role of peers in how to use cyberspace."B;"Cyberspace and culture should be mid-level managers with policies, laws and regulations, management and planning in the field of ethics in cyberspace, a major role in the development of morality, At the macro level, the task of international institutions such as UNESCO and the other international cultural organizations in addition to the convergence of international rules and regulations in cyberspace, the task of ensuring the implementation of development patterns morality play."
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 | 0.000 | 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 | 0.000 | 0.000 |
| Research integrity | 0.000 | 0.000 |
| Insufficient payload (model declined to judge) | 0.996 | 0.987 |
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".