Bibliographic record
Abstract
When we understand the ontological, political and legal underpinnings associated with the concept of freedom, liberty and rights, we understand the relationship between rights and laws. Rights can be understood as liberties or as laws. Liberties can be understood as de facto rights or as de jure rights. It is de jure rights that are recognized as laws that provide the basis for the rule of law. It is the rule of law that provides the basis for equal rights and equal justice in an ideal republic. Rights, laws and the rule of law are distinct. Rights are self-evident truths. Laws are imperatives backed by sanctions (John Austin). The rule of law is a principle that purports that the recognition de facto and de jure rights provide the basis for political, social and economic justice. People live by the rights recognized by law. As such, the rule of law advocates two fundamental underpinnings in a republic: (1) the recognition of rights as the basis for equal rights and equal justice, and (2) the recognition of law as the basis for governance. (H.L.A. Hart). However, since the recognition of law is the recognition of rights, the recognition of rights precedes the governance by law principle. What is fundamental to the rule of law is that it recognizes rights, legitimizes political rule and administers equal/blind justice (Meyers, 1213). As such, no branch of government can weaponize laws to terminate recognized individual rights. The maxim of the republic should be – while anyone can be the ruler, everyone lives as free as the ruler. Majority rule and protection of self-evident individual rights is fundamental to an ideal republic. Keywords: law, equal rights, equal justice, impunity, rule of law
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 machine prediction
Teacher imitationNot calibrated prevalence, not ground truth. Human validation pending. The Gemma side is a direct model label for every work in the frame, read from the title-only record. The Codex side is a classifier learned from the 10,348 direct Codex labels and calibrated to design-weighted sample rates; fields without enough sample support carry no Codex call. Candidate is the union of the two sides; consensus is their intersection. These outputs are machine_predicted_unvalidated and are not human labels.
Distilled classifier scores by category (both heads)
| Category | Codex | Gemma |
|---|---|---|
| Metaresearch | 0.010 | 0.011 |
| Meta-epidemiology (narrow) | 0.000 | 0.001 |
| Meta-epidemiology (broad) | 0.001 | 0.001 |
| Bibliometrics | 0.002 | 0.002 |
| Science and technology studies | 0.010 | 0.064 |
| Scholarly communication | 0.010 | 0.013 |
| Open science | 0.002 | 0.005 |
| Research integrity | 0.007 | 0.013 |
| Insufficient payload (model declined to judge) | 0.003 | 0.001 |
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; a candidate call from one source (direct Gemma or distilled Codex), not a consensus.
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".