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Record W7041097743

[no title]

2022· other· en· W7041097743 on OpenAlexaboutno aff

Bibliographic record

VenueDirectory of Open access Books (OAPEN Foundation) · 2022
Typeother
Languageen
FieldComputer Science
TopicSpam and Phishing Detection
Canadian institutionsnot available
Fundersnot available
KeywordsFederalismConstitutionJurisprudenceInterpretation (philosophy)Salience (neuroscience)Government (linguistics)Order (exchange)Distribution (mathematics)
DOInot available

Abstract

fetched live from OpenAlex

This chapter seeks to explore to what degree judges have used their key role regarding the distribution of powers in order to protect the territorial self-government of subnational entities in federal systems, especially if they are characterized by the presence of national minorities. This question gains particular salience from the insight that the role of courts is often ambivalent, as they may in fact contribute to both “making” federalism and “unmaking” it. The chapter starts with a clarification of key concepts and a justification of the selection of federal systems that it draws evidence from. This selection is based on two criteria: first, the existence of a constitutional court entrusted with the ultimate interpretation of the country’s constitution and, secondly, the employment of federalism as a tool to ensure the territorial self-government of one or more national minorities. The chapter then goes on to analyze from a comparative perspective to what degree judges have protected territorial self-government in four countries, namely Canada, India, Belgium and Spain. It does so with a focus on the distribution of powers and thereby covers jurisprudence on three of the most important dimensions of how responsibilities are allocated. These dimensions are exclusive subnational powers, concurrent powers and the suspension of subnational powers under provisions of emergency rule, all of which are litmus tests for the judicial protection of self-government. On this basis, the chapter’s comparative conclusions point out that judges in each of the four countries have strongly protected territorial self-government in some of the three analyzed dimensions of the distribution of powers and less so in others, thus confirming the importance of a differentiated and in-depth approach. They also discuss whether a change from the traditional role of judges as federal arbiters enforcing the constitution to a new role as active facilitators of conflict management can be useful for guaranteeing that interests of subnational entities are respected.

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 imitation

Not 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.

metaresearch head score (Codex)0.001
metaresearch head score (Gemma)0.000
Version: codex-gemma-dda1882f352aValidation status: machine_predicted_unvalidated
Candidate categoriesMeta-epidemiology (narrow), Scholarly communication, Open science, Insufficient payload (model declined to judge)
Consensus categoriesOpen science
DomainCandidate signal: none · Consensus signal: none
Study designCandidate signal: Not applicable · Consensus signal: none
GenreCandidate signal: Other · Consensus signal: Other
Teacher disagreement score0.815
Threshold uncertainty score0.999

Codex and Gemma teacher scores by category

CategoryCodexGemma
Metaresearch0.0010.000
Meta-epidemiology (narrow)0.0010.001
Meta-epidemiology (broad)0.0010.000
Bibliometrics0.0020.001
Science and technology studies0.0010.000
Scholarly communication0.0080.009
Open science0.0260.014
Research integrity0.0000.001
Insufficient payload (model declined to judge)0.0420.000

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.

Opus teacher head0.080
GPT teacher head0.386
Teacher spread0.306 · how far apart the two teachers sit on this one work
Validation statusscore_only:v0-immature-baseline · verbatim from the scoring run: score_only means the number may rank works, and no category label ships from it

Classification

machine, unvalidated

Machine predicted; both teacher heads agree on what is shown here.

Study designNot applicable
Domainnot available
GenreOther

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".

Quick stats

Citations0
Published2022
Admission routes1
Has abstractyes

Explore more

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