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Record W4388492105 · doi:10.18757/ejtir.2004.4.2.4266

Book Review

2004· article· en· W4388492105 on OpenAlexaff
Joseph Berechman

Bibliographic record

VenueEuropean journal of transport and infrastructure research · 2004
Typearticle
Languageen
FieldSocial Sciences
TopicEuropean Union Policy and Governance
Canadian institutionsUniversity of British Columbia
Fundersnot available
KeywordsEuropean commissionContext (archaeology)Library scienceOperations researchSociologyComputer scienceManagement sciencePolitical scienceEngineeringEuropean unionHistoryEconomicsArchaeology

Abstract

fetched live from OpenAlex

This book is a compilation of papers presented in a seminar on “Policy and project evaluation: context, theory and methods”, held in Brussels in 2000 and which was organized by the Interdisciplinary Center for Comparative Research in Social Sciences with support from the European Commission. In addition to the introductory chapter, written by two of the editors, the book contains 7 papers. These are roughly divided between 3 papers, which describe the “European scene”, and 4 papers, which review approaches and methods of transport evaluation. Needless to say, in a book of this nature some overlap between chapters is largely unavoidable. In general, however, I find the book to be well organized and the chapters quite informative and well written.

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)0.005
metaresearch head score (Gemma)0.000
Version: codex-gemma-dda1882f352aValidation status: machine_predicted_unvalidated
Candidate categoriesnone
Consensus categoriesnone
DomainCandidate signal: none · Consensus signal: none
Study designCandidate signal: Not applicable · Consensus signal: Not applicable
GenreCandidate signal: Review · Consensus signal: Review
Teacher disagreement score0.469
Threshold uncertainty score0.715

Codex and Gemma teacher scores by category

CategoryCodexGemma
Metaresearch0.0050.000
Meta-epidemiology (narrow)0.0000.000
Meta-epidemiology (broad)0.0000.000
Bibliometrics0.0000.000
Science and technology studies0.0000.001
Scholarly communication0.0000.000
Open science0.0000.000
Research integrity0.0000.001
Insufficient payload (model declined to judge)0.0010.000

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 head0.036
GPT teacher head0.354
Teacher spread0.319 · 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 teacher head, not a consensus.

The models applied no category: nothing in the taxonomy fit this work.
Study designNot applicable
Domainnot available
GenreReview

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
Published2004
Admission routes1
Has abstractyes

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