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Record W7036861717

Complexity in Employment and Coresidential Trajectories Among (Dis)Advantaged Social\n Groups in Chile

2022· article· en· W7036861717 on OpenAlexaboutno aff

Bibliographic record

VenueProject Muse (Johns Hopkins University) · 2022
Typearticle
Languageen
FieldAgricultural and Biological Sciences
TopicMediterranean and Iberian flora and fauna
Canadian institutionsnot available
Fundersnot available
KeywordsDisadvantagedSocioeconomic statusLife course approachQuarter (Canadian coin)IndividualismFamily lifeNorm (philosophy)CohortSample (material)
DOInot available

Abstract

fetched live from OpenAlex

Recent institutional and cultural changes have allowed individuals to gradually (but persistently) follow more complex, less uniform, and less predictable work and family patterns than the patterns often assumed to be the norm in Western settings. However, we identify important gaps in this literature: (i) a persistent focus on high-income countries in Western Europe and North America, (ii) an emphasis on narrowed periods of adulthood, and (iii) a disregard for coresidential histories when analyzing the family domain. In this paper, we aim to address these shortcomings in two ways. First, we identify lifetime employment and coresidential trajectories of individuals living currently in Santiago, Chile, born between 1944 and 1954—a cohort that faced several political, economic, and cultural changes across their lives. Second, we explore how gender and socioeconomic disadvantages are associated with individuals' life trajectories. We conduct a multichannel sequence analysis of a comprehensive life history dataset and find that about a quarter of the sample (27.2%) follows a modal pattern of continuous formal full-time employment and coresidence with a partner and children. The remaining proportion of individuals follow more complex, unstable, and interrupted patterns, which vary in their levels of work attachment, work informality, solo parenthood, and intergenerational households. Our findings question the idea that socially advantaged individuals opt for more complex life courses and instead confirm the association between socially disadvantaged individuals, particularly women and those lower educated, and complex trajectories. Rather than deliberate individualistic choices, life course instability appears as an additional layer of social disadvantage.

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)0.000
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: Observational · Consensus signal: Observational
GenreCandidate signal: Empirical · Consensus signal: Empirical
Teacher disagreement score0.099
Threshold uncertainty score0.196

Distilled classifier scores by category (both heads)

CategoryCodexGemma
Metaresearch0.0000.001
Meta-epidemiology (narrow)0.0000.000
Meta-epidemiology (broad)0.0000.000
Bibliometrics0.0010.001
Science and technology studies0.0010.000
Scholarly communication0.0010.001
Open science0.0000.002
Research integrity0.0000.000
Insufficient payload (model declined to judge)0.0020.000

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 head0.037
GPT teacher head0.222
Teacher spread0.185 · 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

Citations0
Published2022
Admission routes1
Has abstractyes

Explore more

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