MétaCan
Menu
Back to cohort
Record W4403342889 · doi:10.1177/00018392241287523

Wasted? The Downstream Effects of Social Movement–Backed Occupations

2024· article· en· W4403342889 on OpenAlexaff
Grace Augustine, Leanne Hedberg, Tae-Ung Choi, Michael Lounsbury

Bibliographic record

VenueAdministrative Science Quarterly · 2024
Typearticle
Languageen
FieldSocial Sciences
TopicLabor Movements and Unions
Canadian institutionsUniversity of AlbertaMacEwan University
Fundersnot available
KeywordsDownstream (manufacturing)Movement (music)Economic geographyBusinessPolitical scienceEconomicsMarketingPhysics

Abstract

fetched live from OpenAlex

Studies examining the impact of social movements on organizations have focused primarily on what leads to initial concessions in response to movement targeting. A key remaining question is what comes next, or how do movement priorities become institutionalized within organizations and across fields via downstream processes? We argue that central actors in these downstream efforts are members of occupations that have been created out of movement pressure on organizations. In this study, we examine the longitudinal evolution of a movement-backed occupation: recycling coordinators in higher education. By conducting historical, processual analyses of 25 years of online conversations among over 1,000 recycling coordinators, we identify three key tensions they faced in trying to embed practices and an ethos from the environmental movement and in trying to progress their organizations toward evolving movement concerns (from recycling to sustainability). We uncover how the coordinators navigated these tensions, finding that while they succeeded in institutionalizing recycling and expanding their organizations toward a new wave of movement concerns regarding sustainability, their occupation nonetheless experienced demise. Our findings set the foundation for future research on the downstream efforts and occupational actors that are vital for institutionalizing movement demands.

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)0.004
metaresearch head score (Gemma)0.015
Version: metacan-v3-hybrid-931329e0061cValidation 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 score0.013
Threshold uncertainty score0.043

Distilled classifier scores by category (both heads)

CategoryCodexGemma
Metaresearch0.0040.015
Meta-epidemiology (narrow)0.0000.000
Meta-epidemiology (broad)0.0000.000
Bibliometrics0.0010.001
Science and technology studies0.0070.009
Scholarly communication0.0060.005
Open science0.0010.008
Research integrity0.0010.002
Insufficient payload (model declined to judge)0.0130.001

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 head0.018
GPT teacher head0.358
Teacher spread0.340 · 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 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

Citations3
Published2024
Admission routes1
Has abstractyes

Explore more

Same venueAdministrative Science QuarterlySame topicLabor Movements and UnionsFrench-language works237,207