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Record W7082526958

Corporate justice in Nederland:Particulier onderzoek naar, private afhandeling van en publiek-private contacten rondom interne financieel-economische criminaliteit

2025· article· nl· W7082526958 on OpenAlexaff

Bibliographic record

VenueVU Research Portal · 2025
Typearticle
Languagenl
FieldComputer Science
TopicGeochemistry and Geologic Mapping
Canadian institutionsL'Alliance Boviteq
Fundersnot available
KeywordsEconomic JusticeCriminal justice
DOInot available

Abstract

fetched live from OpenAlex

In deze bijdrage staat het systeem van corporate justice centraal, dat veelvuldig wordt ingezet als reactie op (interne) financieel-economische criminaliteit. Corporate justice is een systeem dat parallel loopt aan het strafrechtelijke systeem, waarbinnen interne financieel-economische criminaliteit met hulp van particuliere onderzoekers wordt onderzocht en afgehandeld. Dit systeem staat echter niet op zichzelf en contacten met strafrechtelijke actoren kunnen op macro-, meso- en microniveau worden beschouwd. De betrokken actoren en hun activiteiten worden besproken, alsmede de publiek-private relaties tussen deze ‘corporate justice actoren’ en het strafrechtelijke systeem. De bijdrage wordt afgesloten met een kritische beschouwing ten aanzien van corporate justice, en het identificeren van belangrijke foci voor toekomstig empirisch onderzoek op dit gebied.

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)0.008
metaresearch head score (Gemma)0.004
Version: codex-gemma-dda1882f352aValidation status: machine_predicted_unvalidated
Candidate categoriesMeta-epidemiology (narrow), Scholarly communication, Research integrity, Insufficient payload (model declined to judge)
Consensus categoriesInsufficient payload (model declined to judge)
DomainCandidate signal: none · Consensus signal: none
Study designCandidate signal: Theoretical or conceptual · Consensus signal: none
GenreCandidate signal: Empirical · Consensus signal: Empirical
Teacher disagreement score0.525
Threshold uncertainty score1.000

Codex and Gemma teacher scores by category

CategoryCodexGemma
Metaresearch0.0080.004
Meta-epidemiology (narrow)0.0010.001
Meta-epidemiology (broad)0.0010.000
Bibliometrics0.0010.002
Science and technology studies0.0010.001
Scholarly communication0.0010.001
Open science0.0030.003
Research integrity0.0010.003
Insufficient payload (model declined to judge)0.0020.001

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.

Opus teacher head0.097
GPT teacher head0.346
Teacher spread0.249 · 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 designTheoretical or conceptual
Domainnot available
GenreEmpirical

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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