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Record W4364380335 · doi:10.1111/ijsw.12603

Exploring care leavers' agency in achieving entry into the world of work: A cross‐national study in six countries

2023· article· en· W4364380335 on OpenAlexaff
Helena Johansson, Yvonne Sjöblom, Ingrid Höjer, Robbie Gilligan, Laura Arnau‐Sabatés, Hana Pazlarová, Veerle Soyez, Jill Stoddart

Bibliographic record

VenueInternational Journal of Social Welfare · 2023
Typearticle
Languageen
FieldSocial Sciences
TopicChild Welfare and Adoption
Canadian institutionsUniversity of Toronto
Fundersnot available
KeywordsAgency (philosophy)Work (physics)Set (abstract data type)PsychologyRelevance (law)Medical educationGerontologyMedicinePolitical scienceSociologySocial science

Abstract

fetched live from OpenAlex

Abstract This article draws attention to the relevance of young care leavers' exercise of agency as one possible key ingredient in overcoming barriers to engagement in work. Several previous studies show difficulties in entering adult life, both in relation to higher and further education as well as entrance into work life. The article analyses interviews with young adults from six countries, who have spent at least part of their childhood and youth in out‐of‐home care and the results indicate that the care leavers have the ability to make plans and set up goals for the future that they in many cases are able to achieve or at least are striving for over time. In many instances, they show a strong motivation, for example, to educate themselves pursuing their goals. To support this transition of young care leavers, it is important to listen to ‘successful’ cases such as the ones presented.

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 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)0.001
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: Observational · Consensus signal: Observational
GenreCandidate signal: Empirical · Consensus signal: Empirical
Teacher disagreement score0.226
Threshold uncertainty score0.698

Codex and Gemma teacher scores by category

CategoryCodexGemma
Metaresearch0.0010.000
Meta-epidemiology (narrow)0.0000.000
Meta-epidemiology (broad)0.0000.000
Bibliometrics0.0010.001
Science and technology studies0.0000.000
Scholarly communication0.0000.001
Open science0.0010.000
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 head0.064
GPT teacher head0.375
Teacher spread0.311 · 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 teacher head, 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

Citations17
Published2023
Admission routes1
Has abstractyes

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