MétaCan
Menu
Back to cohort
Record W4392533604 · doi:10.7758/rsf.2022.8.6.02

Status and Development: How Social Hierarchy Undermines Well-Being

2022· article· en· W4392533604 on OpenAlexaff
Poulomi Chakrabarti

Bibliographic record

VenueRSF The Russell Sage Foundation Journal of the Social Sciences · 2022
Typearticle
Languageen
FieldSocial Sciences
TopicYouth Education and Societal Dynamics
Canadian institutionsGovernment of CanadaQueen's University
Fundersnot available
KeywordsHierarchySociologyEpistemologyPolitical sciencePhilosophyLaw

Abstract

fetched live from OpenAlex

Although social status has been shown to be a fundamental motive for individuals, theories of development have largely overlooked the role of status in shaping economic and social outcomes. In tracing the historical roots of social hierarchy through the cases of race, colonialism, and caste, this article outlines the specific mechanisms through which status inequality exacerbates economic disparity between groups and challenges redistributive politics. Whereas mainstream scholarship on identity has focused on cultural representation, I argue that status is fundamentally tied to economic systems and connects cultural injustice to economic exploitation. I propose that representation of low-status groups in public institutions can reduce the real and imagined social distance between groups, which can in turn have positive implications for redistributive politics.

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)0.003
metaresearch head score (Gemma)0.006
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 score0.010
Threshold uncertainty score0.020

Distilled classifier scores by category (both heads)

CategoryCodexGemma
Metaresearch0.0030.006
Meta-epidemiology (narrow)0.0000.000
Meta-epidemiology (broad)0.0000.000
Bibliometrics0.0010.001
Science and technology studies0.0030.009
Scholarly communication0.0040.002
Open science0.0000.005
Research integrity0.0010.001
Insufficient payload (model declined to judge)0.0040.000

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 head0.039
GPT teacher head0.332
Teacher spread0.292 · 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

Citations7
Published2022
Admission routes1
Has abstractyes

Explore more

Same venueRSF The Russell Sage Foundation Journal of the Social SciencesSame topicYouth Education and Societal DynamicsFrench-language works237,207