MétaCan
Menu
Back to cohort
Record W4415907553 · doi:10.1017/s1744552325100207

Social reproduction and migrant labour: extending the view to Sicilian olive groves and tomato greenhouses

2025· article· en· W4415907553 on OpenAlex
Anastasia Tataryn

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.

affAt least one author lists a Canadian institution in the pinned OpenAlex snapshot.

Bibliographic record

VenueInternational Journal of Law in Context · 2025
Typearticle
Languageen
FieldBusiness, Management and Accounting
TopicGlobal trade, sustainability, and social impact
Canadian institutionsSt. Jerome's University
Fundersnot available
KeywordsSicilianReproductionSocial reproductionConstruct (python library)SilenceWork (physics)Agriculture

Abstract

fetched live from OpenAlex

Abstract Social reproduction offers a critical lens through which to analyse how labour law creates and constructs labour/ers. Socially reproductive work, traditionally ignored in waged labour markets, has been omitted from legal categories that protect workers. Yet these same legal categories that create and construct labour/ers are themselves socially reproduced. In Sicilian agricultural work, social reproduction happens in the extra care that is needed in labour carried out by migrantised workers, as well as the silence that is reproduced by markets that overlook the exploitation buttressing a local economy. The lens of social reproduction connects the work behind the scenes that depends on the complicity, whether wilful or ignorant, of consumers who do not ‘care’ that the labour producing Sicilian Denominazione di Origine Protetta (Protected Designation of Origin, DOP) and Indicazione Geografica Protetta (Protected Geographical Denomination, IGP) products is legally irregular. Contributing to discussions of labour law’s limits, this article addresses how labour exploitation is socially reproduced through the invisibilisation of labour involved in cultivating and harvesting Sicilian DOP olives and IGP tomatoes.

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)0.001
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: Theoretical or conceptual · Consensus signal: none
GenreCandidate signal: Empirical · Consensus signal: Empirical
Teacher disagreement score0.675
Threshold uncertainty score0.472

Codex and Gemma teacher scores by category

CategoryCodexGemma
Metaresearch0.0010.000
Meta-epidemiology (narrow)0.0000.000
Meta-epidemiology (broad)0.0000.000
Bibliometrics0.0000.000
Science and technology studies0.0000.000
Scholarly communication0.0000.001
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 head0.024
GPT teacher head0.313
Teacher spread0.289 · 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