MétaCan
Menu
Back to cohort
Record W2050956180 · doi:10.5509/2012853563

Consumption, Technology and Adaptation: Care and Repair Economies of Mobile Phones in North India

2012· article· en· W2050956180 on OpenAlexvenueno aff
Assa Doron

Bibliographic record

VenuePacific Affairs · 2012
Typearticle
Languageen
FieldEngineering
TopicICT Impact and Policies
Canadian institutionsnot available
FundersAustralian Research Council
KeywordsAdaptation (eye)Consumption (sociology)BusinessEconomyEconomicsSociologyPsychologySocial science

Abstract

fetched live from OpenAlex

On the edges of the digital world in India, there are millions of mobile phone users. To cater for these consumers, an economy of mobile phone care and repair has emerged in almost every town. Through the experiences of consumers and repairers, this article explores technology distribution, service practices and economic opportunity. How do they learn their trade? How do they make a living? And how do they position themselves in relation to the official branded manufacturers and licensed agents? Conceptually, the article is concerned with the nexus between consumer culture, the Indian middle class and the poor and how they engage global capitalism. It argues that middle-class ideologies and practices of consumption are both exclusive and expansive. At the same time, the poor seek to engage this economy by tapping into the unauthorized sector that responds to their demands for local participation in the global economy, while keeping them also at a certain distance from the forms and symbolic capital of the new economy.

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 categoriesnone
Consensus categoriesnone
DomainCandidate signal: none · Consensus signal: none
Study designCandidate signal: Observational · Consensus signal: none
GenreCandidate signal: Empirical · Consensus signal: Empirical
Teacher disagreement score0.661
Threshold uncertainty score0.301

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)0.0000.000

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 head0.207
Teacher spread0.198 · 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 designObservational
Domainnot available
GenreEmpirical

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

Citations15
Published2012
Admission routes1
Has abstractyes

Explore more

Same venuePacific AffairsSame topicICT Impact and PoliciesFrench-language works237,207