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Record W3211789130 · doi:10.1177/00208728211048926

Continuity of care for drug users in prison and beyond: A qualitative insight

2021· article· en· W3211789130 on OpenAlexaff
Heino Stöver, Daniela Jamin, Marie Jauffret‐Roustide, Laurent Michel, Vânia Mendes, Wouter Vanderplasschen

Bibliographic record

VenueInternational Social Work · 2021
Typearticle
Languageen
FieldSocial Sciences
TopicCriminal Justice and Corrections Analysis
Canadian institutionsBritish Columbia Centre on Substance Use
Fundersnot available
KeywordsImprisonmentPrisonContext (archaeology)Qualitative researchSocial workSet (abstract data type)PerceptionSocial carePsychologyContinuity of carePublic relationsSocial psychologyNursingMedicineSociologyCriminologyPolitical scienceHealth careComputer science

Abstract

fetched live from OpenAlex

Social work in prisons is linked to specific tasks regarding the care for the people who are incarcerated. A multi-country qualitative study was set up to explore drug users’ and professionals’ perceptions of continuity of care in prison and beyond. It has been pointed out that continuity of care is associated with different barriers, especially regarding social work. Nevertheless, good practice examples do exist and could be implemented by social workers. Social workers and opioid users face challenges in the context of imprisonment, so different measures need to be implemented to support opioid users and for social workers to support them.

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)0.000
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: Qualitative · Consensus signal: Qualitative
GenreCandidate signal: Empirical · Consensus signal: Empirical
Teacher disagreement score0.065
Threshold uncertainty score0.949

Codex and Gemma teacher scores by category

CategoryCodexGemma
Metaresearch0.0000.000
Meta-epidemiology (narrow)0.0000.000
Meta-epidemiology (broad)0.0000.000
Bibliometrics0.0000.000
Science and technology studies0.0000.000
Scholarly communication0.0000.000
Open science0.0000.000
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 head0.024
GPT teacher head0.381
Teacher spread0.358 · 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 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

Citations2
Published2021
Admission routes1
Has abstractyes

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