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Record W2120598770 · doi:10.1353/cpp.0.0032

Review of the Report of the Expert Panel on Older Workers

2009· article· en· W2120598770 on OpenAlexaffvenue
Charles M. Beach

Bibliographic record

VenueCanadian Public Policy · 2009
Typearticle
Languageen
FieldEconomics, Econometrics and Finance
TopicLabor market dynamics and wage inequality
Canadian institutionsQueen's University
Fundersnot available
KeywordsPerspective (graphical)Dimension (graph theory)Displacement (psychology)Work (physics)Labour economicsPsychologyEconomicsEngineeringComputer science

Abstract

fetched live from OpenAlex

Cet article présente une évaluation générale du rapport du Groupe d’experts sur les travailleurs âgés, publié en juillet 2008. Ce rapport, sensé et bien écrit, met l’accent sur l’importance des choix individuels, sur les modalités de travail flexible, sur l’élimination des obstacles qui s’opposent à la participation des travailleurs âgés au marché du travail, et sur la mobilité régionale. Toutefois, le rapport ne souligne pas l’aspect important que représente la différence de situation entre les hommes et les femmes sur le plan des décisions liées à la retraite et de la suppression d’emplois. Le rapport, conçu sous l’angle de l’économie du travail, aurait gagné à être aussi pensé dans une perspective axée sur l’économie publique, qui aurait permis de mieux orienter ses lignes directrices à propos des suppressions d’emplois.

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)0.027
metaresearch head score (Gemma)0.066
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: Not applicable
GenreCandidate signal: Review · Consensus signal: Review
Teacher disagreement score0.924
Threshold uncertainty score0.152

Distilled classifier scores by category (both heads)

CategoryCodexGemma
Metaresearch0.0270.066
Meta-epidemiology (narrow)0.0010.001
Meta-epidemiology (broad)0.0020.001
Bibliometrics0.0150.014
Science and technology studies0.0010.001
Scholarly communication0.0030.002
Open science0.0020.002
Research integrity0.0030.001
Insufficient payload (model declined to judge)0.0100.004

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 head0.046
GPT teacher head0.256
Teacher spread0.210 · 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
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

Citations2
Published2009
Admission routes2
Has abstractyes

Explore more

Same venueCanadian Public PolicySame topicLabor market dynamics and wage inequalityFrench-language works237,207