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Record W4415375879 · doi:10.26552/pas.z.2025.1.13

Vertikálne dohody EÚ o leteckej doprave a ich prínos

2025· book-chapter· W4415375879 on OpenAlexaboutno aff
Michal Chlebák, Alena Novák Sedláčková

Bibliographic record

Venuenot available
Typebook-chapter
Language
FieldSocial Sciences
Topictransportation and logistics systems
Canadian institutionsnot available
Fundersnot available
KeywordsPosition (finance)European unionSlovakChinaAviationModernization theory

Abstract

fetched live from OpenAlex

This paper examines the role of multilateral and bilateral air transport agreements concluded by the European Union in shaping the international aviation position of the Slovak Republic. It explores how EU membership has facilitated access to global markets while also imposing regulatory limitations that affect Slovakia’s ability to act independently. The paper highlights the challenges Slovak aviation faces, such as limited global connectivity and barriers to exporting advanced aerospace technologies. It further discusses strategic opportunities for Slovakia, particularly the potential for expanded cooperation with China and Canada. The findings suggest that proactive engagement in EU policymaking, modernization of export frameworks, and strengthening international partnerships are essential for Slovakia to enhance its competitiveness and secure a more prominent role in global aviation.

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 imitation

Not 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.

metaresearch head score (Codex)0.000
metaresearch head score (Gemma)0.000
Version: metacan-v3-hybrid-931329e0061cValidation status: machine_predicted_unvalidated
Candidate categoriesnone
Consensus categoriesnone
DomainCandidate signal: none · Consensus signal: none
Study designCandidate signal: Not applicable · Consensus signal: none
GenreCandidate signal: Other · Consensus signal: Other
Teacher disagreement score0.020
Threshold uncertainty score0.067

Distilled classifier scores by category (both heads)

CategoryCodexGemma
Metaresearch0.0000.000
Meta-epidemiology (narrow)0.0000.000
Meta-epidemiology (broad)0.0000.000
Bibliometrics0.0010.001
Science and technology studies0.0020.002
Scholarly communication0.0050.003
Open science0.0000.003
Research integrity0.0010.002
Insufficient payload (model declined to judge)0.0200.006

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 head0.044
GPT teacher head0.306
Teacher spread0.262 · 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; a candidate call from one source (direct Gemma or distilled Codex), not a consensus.

The models applied no category: nothing in the taxonomy fit this work.
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
Published2025
Admission routes1
Has abstractyes

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