MétaCan
Menu
Back to cohort

Juventud sub(des)empleada: De lo precario a la resiliencia

2019· article· es· W2987001471 on OpenAlexaff
Alia Weston, J. Miguel Imas, J. Sloan Manning, Paul Donnelly, Kudzayi Ngwerume

Bibliographic record

VenuePsicoperspectivas Individuo y Sociedad · 2019
Typearticle
Languagees
FieldSocial Sciences
TopicYouth Education and Societal Dynamics
Canadian institutionsOntario College of Art and Design
Fundersnot available
KeywordsHumanitiesSociologyArt

Abstract

fetched live from OpenAlex

En este artículo se explora las experiencias de jóvenes irlandeses y zimbabuenses que trabajan en condiciones precarias. Sus experiencias fueron estudiadas a través de sus contextos bajo la pregunta: ¿Cómo jóvenes no empleados en el Sur y Norte Global resiliencia y agencia mientras navegan por la precariedad económica? El artículo se basa en literatura sobre juventud del Norte y del Sur Global, enfatizando la precariedad socio-económica, agencia, y resiliencia, y entrevistas realizadas en Irlanda y Zimbabue, bajo un enfoque narrativo poscolonial. Los hallazgos muestran que, en el siglo XXI, los jóvenes el Irlanda (del Norte Global) y Zimbabue (del Sur Global) viven distintas precariedades económicas. Del mismo modo, al aplicar una mirada poscolonial se descubre que las experiencias de estos jóvenes no son tan claras o distintas como sugiere la literatura. Se concluye que las comparaciones poco realistas (neo) coloniales entre los jóvenes del Norte y del Sur Global, crean suposiciones y estereotipos que (mal)informan la política y apoyan intervenciones creadas en respuesta a los desafíos percibidos.

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)0.001
metaresearch head score (Gemma)0.001
Version: metacan-v3-hybrid-931329e0061cValidation status: machine_predicted_unvalidated
Candidate categoriesnone
Consensus categoriesnone
DomainCandidate signal: none · Consensus signal: none
Study designCandidate signal: Qualitative · Consensus signal: Qualitative
GenreCandidate signal: Empirical · Consensus signal: Empirical
Teacher disagreement score0.043
Threshold uncertainty score0.086

Distilled classifier scores by category (both heads)

CategoryCodexGemma
Metaresearch0.0010.001
Meta-epidemiology (narrow)0.0000.000
Meta-epidemiology (broad)0.0000.000
Bibliometrics0.0000.000
Science and technology studies0.0070.009
Scholarly communication0.0030.002
Open science0.0000.003
Research integrity0.0010.001
Insufficient payload (model declined to judge)0.0060.001

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 head0.015
GPT teacher head0.318
Teacher spread0.303 · 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 designQualitative
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

Citations1
Published2019
Admission routes1
Has abstractyes

Explore more

Same venuePsicoperspectivas Individuo y SociedadSame topicYouth Education and Societal DynamicsFrench-language works237,207