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Record W2051463891 · doi:10.1017/s0147547903230246

<b>Michel Beaud,</b><b> <i>A History of Capitalism 1500–2000</i> </b> (5th Edition). New York: Monthly Review Press, 2001. viii + 348 pp. $55.00 cloth; $24.95 paper.

2003· article· en· W2051463891 on OpenAlexaff
Avery Plaw

Bibliographic record

VenueInternational Labor and Working-Class History · 2003
Typearticle
Languageen
FieldSocial Sciences
TopicPolitical Economy and Marxism
Canadian institutionsConcordia University
Fundersnot available
KeywordsCapitalismHindsight biasPoliticsHistoryEconomic historyPolitical scienceLawPsychology

Abstract

fetched live from OpenAlex

The “highly-anticipated” fifth edition of Michel Beaud's classic A History of Capitalism delivers what it promises. In the first place, there is the rich original text, already widely recognized as an important examination of economic, social, and political history organized around the dynamic evolution of capitalism, now supplemented with previously unavailable diagrams and flowcharts. There are also significant additions to the original text, first published in 1981, which both extend the examination up to the end of the twentieth century (and a new “technoscientistic” stage of capitalism), as well as useful re-synthesizing of some of the original text with the benefit of hindsight. In short, the new edition of Beaud's book offers a usefully updated and improved version of what is already established as an important contribution to economic, social, and political history.

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)0.001
metaresearch head score (Gemma)0.002
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: Other · Consensus signal: none
Teacher disagreement score0.020
Threshold uncertainty score0.066

Distilled classifier scores by category (both heads)

CategoryCodexGemma
Metaresearch0.0010.002
Meta-epidemiology (narrow)0.0010.000
Meta-epidemiology (broad)0.0000.000
Bibliometrics0.0020.003
Science and technology studies0.0010.002
Scholarly communication0.0030.004
Open science0.0010.001
Research integrity0.0020.003
Insufficient payload (model declined to judge)0.0200.007

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 head0.034
GPT teacher head0.258
Teacher spread0.224 · 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
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
Published2003
Admission routes1
Has abstractyes

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