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Record W3095619076 · doi:10.1111/awr.12196

Technics of Labor: Productivism, Expertise, and Solid Waste Management in a Public‐Private Partnership

2020· article· en· W3095619076 on OpenAlex
Waqas H. Butt

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

VenueAnthropology of Work Review · 2020
Typearticle
Languageen
FieldSocial Sciences
TopicWater Governance and Infrastructure
Canadian institutionsThe Scarborough HospitalUniversity of Toronto
Fundersnot available
KeywordsGeneral partnershipSanitationWork (physics)Solid waste managementBusinessProcess (computing)Action (physics)PoliticsEconomicsPublic relationsMunicipal solid wastePolitical scienceEngineeringFinanceWaste management

Abstract

fetched live from OpenAlex

Abstract In Lahore, a public‐private partnership has been formed to replace the Solid Waste Management (SWM) Department. Along with technological and managerial interventions into the labor process, this partnership has also brought in a class of professionals whose expertise is viewed as being essential to improving solid waste management for the city. Nevertheless, a labor force of sanitation workers and supervisors from the municipal SWM Department remain the primary means by which discarded materials are actually taken away across the urban landscape. This article examines how technical and productivist frameworks were brought to bear—especially as professionals enacted their expertise—upon the labor process by which waste materials are disposed of in the city. In doing so, this article argues that in moments of institutional and technological transition, the instability of work as a category of action opens it up to potential revaluation. Not only does this approach make clear the frameworks, whether technical or productivist, through which forms of work or labor get revalued, it also allows us to trace a politics of work beyond such frameworks.

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)0.000
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: Not applicable · Consensus signal: none
GenreCandidate signal: Empirical · Consensus signal: none
Teacher disagreement score0.864
Threshold uncertainty score0.422

Codex and Gemma teacher scores by category

CategoryCodexGemma
Metaresearch0.0000.000
Meta-epidemiology (narrow)0.0000.000
Meta-epidemiology (broad)0.0000.000
Bibliometrics0.0000.001
Science and technology studies0.0000.001
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 head0.047
GPT teacher head0.346
Teacher spread0.299 · 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