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Introduction and Overview

2001· book-chapter· en· W1573385355 on OpenAlexaboutno aff
Ging Wong, Garnett Picot

Bibliographic record

Venuenot available
Typebook-chapter
Languageen
FieldEconomics, Econometrics and Finance
TopicDiverse Global Economic and Educational Challenges
Canadian institutionsnot available
Fundersnot available
KeywordsComputer science

Abstract

fetched live from OpenAlex

During the 1990s, however, researchers observed that although average hours worked changed little, the manner in which the economy distributed working time was being transformed.Hours were becoming more polarized; some workers were working more hours, others fewer.This held implications for earnings inequality, unemployment and underemployment (for some), and overwork (for others).Many began to wonder what had happened to the promise of increased leisure.Paradoxically, within the context of high unemployment in Canada and Europe, many analysts were concerned about overwork and increased time-stress among a significant portion of the population.Work sharing or short-time compensation was seen as one response to the unemployment problem in Europe and Canada.Issues regarding hours of work among women in particular also materialized.Often related to the conflict between work and family responsibilities, these concerns led to research on "flexible hours," job sharing, and other ways of providing increased flexibility in hours.The impact on worker performance and firm productivity of this potentially increased working-time flexibility also came to the fore.These and other events refocused the limelight on working time and resulted in the conference from which chapters in these volumes were selected.The conference was international in coverage, in recognition that the same economic trends leading to pressures for changing employment relationships were present in Canada, the United States, and other industrialized countries.Noted researchers such as Richard Freeman have identified this issue to be of central importance in understanding how labor markets are evolving.The International Labor Organization (ILO) also recognized the transformations taking place in Michael White's Working Hours: Assessing the Potential for Reduction . 1 A more recent and more provocative piece in the U.S. literature is Jeremy Rifkin's The End of Work . 2 The purpose of this book and the companion volume is to describe and place this transformation in a comparative and historical perspective, as well as to examine some of the new research and policy issues that have emerged in its wake.Most of the chapters in these volumes examine the situation in Canada or the United States, though some also look at working-time issues in western Europe and Australia.The essays in this volume present no central thesis, although there are

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)0.000
metaresearch head score (Gemma)0.000
Version: codex-gemma-dda1882f352aValidation status: machine_predicted_unvalidated
Candidate categoriesInsufficient 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: Other · Consensus signal: Other
Teacher disagreement score0.497
Threshold uncertainty score0.993

Codex and Gemma teacher scores by category

CategoryCodexGemma
Metaresearch0.0000.000
Meta-epidemiology (narrow)0.0000.000
Meta-epidemiology (broad)0.0000.000
Bibliometrics0.0000.000
Science and technology studies0.0000.000
Scholarly communication0.0000.000
Open science0.0000.000
Research integrity0.0000.000
Insufficient payload (model declined to judge)0.0250.008

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 head0.080
GPT teacher head0.223
Teacher spread0.143 · 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
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

Citations1
Published2001
Admission routes1
Has abstractyes

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