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Record W7117184066

Barrières en kansen voor agrarische zij-instromers

2025· other· nl· W7117184066 on OpenAlexaff
E.T.M. Giesbers, G.M. Splinter, W.H. van Everdingen, M.P. Vijn, H.A.B. van der Meulen, A.C. Hoes

Bibliographic record

VenueSocio-Environmental Systems Modeling · 2025
Typeother
Languagenl
Field
Topic
Canadian institutionsImpactInstitute on Governance
Fundersnot available
KeywordsTennis ball
DOInot available

Abstract

fetched live from OpenAlex

aandeel bedrijfshoofden dat ouder is dan 50 neemt tussen 2008 en 2023 juist toe.In deze jaren valt op dat het aandeel bedrijfshoofden dat ouder dan 50 is en wel een opvolger heeft toeneemt (van 15 naar 28%), en het aandeel dat geen opvolger heeft gelijk blijft (38%) (Ministerie van Landbouw, Visserij, Voedselzekerheid en Natuur, 2024; Agrimatie, 2024).Bij zeer kleine agrarische bedrijven zijn er in 2023 relatief meer bedrijven zonder opvolger (56%), terwijl dit bij zeer grote bedrijven minder vaak voorkomt (12%).Hoewel er dus relatief meer

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)0.002
metaresearch head score (Gemma)0.000
Version: codex-gemma-dda1882f352aValidation status: machine_predicted_unvalidated
Candidate categoriesMeta-epidemiology (narrow), Science and technology studies, Research integrity, Insufficient payload (model declined to judge)
Consensus categoriesMeta-epidemiology (narrow), Research integrity, Insufficient payload (model declined to judge)
DomainCandidate signal: none · Consensus signal: none
Study designCandidate signal: Simulation or modeling · Consensus signal: Simulation or modeling
GenreCandidate signal: Other · Consensus signal: none
Teacher disagreement score0.427
Threshold uncertainty score1.000

Codex and Gemma teacher scores by category

CategoryCodexGemma
Metaresearch0.0020.000
Meta-epidemiology (narrow)0.0030.004
Meta-epidemiology (broad)0.0030.002
Bibliometrics0.0010.000
Science and technology studies0.0010.001
Scholarly communication0.0010.001
Open science0.0020.001
Research integrity0.0040.003
Insufficient payload (model declined to judge)0.0110.116

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 head0.010
GPT teacher head0.221
Teacher spread0.211 · 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 designSimulation or modeling
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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