MétaCan
Menu
Back to cohort
Record W6983352327

Marktrapportage Elektronische Communicatie December 2005:

2005· report· nl· W6983352327 on OpenAlex

Why this work is in the frame

A frame that forgets how it found something cannot be audited. These are the routes that admitted this work.

aboutThe title or abstract carries a Canadian signal from the geographic lexicon.
no affNo Canadian affiliation: this work is invisible to an affiliation-only frame.
No Canadian affiliation. An affiliation-only frame, the usual design, would never have seen this work. It is one of the works that make the case for inverting the frame.

Bibliographic record

VenueTNO Repository · 2005
Typereport
Languagenl
FieldAgricultural and Biological Sciences
TopicGenetic and Environmental Crop Studies
Canadian institutionsnot available
Fundersnot available
KeywordsComputer softwareBusiness environment
DOInot available

Abstract

fetched live from OpenAlex

Om te komen tot één gezaghebbende publicatie op het gebied van de verspreiding en het gebruik van informatie- en communicatietechnologie zijn in 2005 de monitoractiviteiten van TNO en CBS op dit terrein, samengevoegd. TNO stelt drie keer per jaar een rapportage op, de Marktrapportage Elektronische Communicatie en CBS stelt, ondersteund door TNO, jaarlijks De Digitale Economie op. De marktrapportage elektronische communicatie geeft een overzicht periodiek overzicht van een aantal belangrijke indicatoren ten aanzien van ‘infrastructuur en netwerken’, ‘toegangsdiensten en apparatuur’ en ‘toepassingen en gebruik’ voor Nederland. Waar mogelijk zijn de kengetallen in een internationaal perspectief geplaatst. De landen in de benchmark voor de marktrapportages zijn: Denemarken, Duitsland, Finland, Frankrijk, het Verenigd Koninkrijk, de Verenigde Staten, Japan, Zuid-Korea en Canada. Waar de beschikbaarheid van data het toelaat zullen ook het gemiddelde van de 15 en 25 EU-landen (EU-15 en EU-25) worden meegenomen.

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.

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), Science and technology studies, Insufficient payload (model declined to judge)
Consensus categoriesInsufficient payload (model declined to judge)
DomainCandidate signal: none · Consensus signal: none
Study designCandidate signal: Not applicable · Consensus signal: Not applicable
GenreCandidate signal: Other · Consensus signal: none
Teacher disagreement score0.185
Threshold uncertainty score1.000

Codex and Gemma teacher scores by category

CategoryCodexGemma
Metaresearch0.0010.000
Meta-epidemiology (narrow)0.0010.000
Meta-epidemiology (broad)0.0010.001
Bibliometrics0.0000.000
Science and technology studies0.0010.001
Scholarly communication0.0000.000
Open science0.0010.001
Research integrity0.0010.001
Insufficient payload (model declined to judge)0.0060.002

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 head0.028
GPT teacher head0.230
Teacher spread0.202 · 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