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Record W2156668447 · doi:10.1017/s0147547909990317

A Path to Modernization: A Review of Documentaries on Migration and Migrant Labor in China -<i>Manufactured Landscapes</i>(2007) 90 minutes. Director: Jennifer Baichwal. Director of photography: Peter Mettler. Produced by Nick de Pencier, Daniel Iron, and Jennifer Baichwal. Released by Zeitgeist Films. -<i>Bing Ai</i>(2007) 114 minutes. Director, writer, and producer: Feng Yan. http://www.cidfa.com/modules/index.php -<i>Up the Yangtze</i>(2008) 94 minutes. Writer and director: Yung Chang. Director of photography: Wang Shi Qing. Producers: Mila Aung-Thwin, Germaine Ying-Gee Wong, and John Christou. Released by Zeitgeist Films. -<i>Losers and Winners</i>(2007) 96 minutes. Directors: Ulrike Franke and Michael Loeken. Released by Icarus Films. -<i>China Blue</i>(2005) 86 minutes. Producer and director: Micha X. Peled. Released by Bullfrog Films. -<i>Mardi Gras</i>(2007) 74 minutes. Producer, director, and editor: David Redmon. Directors of photography: David Redmon and Kathleen Rivera. Released by Carnivalesque Films. -<i>A Decent Factory</i>(2005) 79 minutes. Directed, written, and produced by Thomas Balmès for Margot Films/BBC, and Kaarle Aho for Making Movies. Released by First Run/Icarus Films.

2010· review· en· W2156668447 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

VenueInternational Labor and Working-Class History · 2010
Typereview
Languageen
FieldSocial Sciences
TopicHong Kong and Taiwan Politics
Canadian institutionsnot available
Fundersnot available
KeywordsChinaModernization theoryCapitalismSociologyPolitical scienceLaw

Abstract

fetched live from OpenAlex

None of the award-winning films reviewed in this article has a blissful tone. In these films, we watch young girls in assembly lines producing all sorts of commodities in China as well as four hundred Chinese workers disassembling a coking plant in Germany. We are immersed in people's personal stories, such as a peasant woman forced to leave her farm and her lone hut, located in the area due to be submerged by the Three Gorges Dam project, and a sixteen-year-old girl learning to labor on a cruise ship along the Yangtze River. In most of the films we also meet managers, Chinese or foreign, who are concerned with nothing but maximizing profit through intense exploitation of labor. These films document how the massive force of modernization in a globalized world affects lives of common people in China. Their struggles with poverty, corrupt officials, and greedy business owners are displayed in sharp contrast to both shining metropolitan glory and rural banality. In this regard, the Canadian photographer Edward Burtynsky's photographs of China, as shown in the film Manufactured Landscapes , seem emblematic enough: Modernization in China has altered the trajectory of people's lives as well as the landscapes of their nation. This article discusses the issues embedded in the stories the seven documentaries present: the impact of global capitalism; the relations between national development and globalization; the conflicts between corporate social responsibility and profit-making; and the predicament of migrant workers and their human agency.

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)0.004
metaresearch head score (Gemma)0.004
Version: codex-gemma-dda1882f352aValidation status: machine_predicted_unvalidated
Candidate categoriesMeta-epidemiology (narrow), Science and technology studies, Research integrity
Consensus categoriesMeta-epidemiology (narrow), Science and technology studies, Research integrity
DomainCandidate signal: none · Consensus signal: none
Study designCandidate signal: Not applicable · Consensus signal: Not applicable
GenreCandidate signal: Review · Consensus signal: Review
Teacher disagreement score0.179
Threshold uncertainty score1.000

Codex and Gemma teacher scores by category

CategoryCodexGemma
Metaresearch0.0040.004
Meta-epidemiology (narrow)0.0040.004
Meta-epidemiology (broad)0.0070.001
Bibliometrics0.0020.002
Science and technology studies0.0020.004
Scholarly communication0.0010.001
Open science0.0010.001
Research integrity0.0020.002
Insufficient payload (model declined to judge)0.0000.000

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 head0.009
GPT teacher head0.240
Teacher spread0.232 · 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