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Record W2178632950 · doi:10.3390/soc6030027

Exploring the Daily Lives of People on Methadone Maintenance Treatment: An Occupational Perspective

2016· article· en· W2178632950 on OpenAlexaff
Katrina Warren, Suzanne Huot, Lílian Magalhães, Marilyn Evans

Bibliographic record

VenueSocieties · 2016
Typearticle
Languageen
FieldHealth Professions
TopicOccupational Therapy Practice and Research
Canadian institutionsWestern University
Fundersnot available
KeywordsPerspective (graphical)Qualitative researchNarrativeMethadone maintenancePsychologyMethadoneOccupational therapyPublic relationsEveryday lifeSocial psychologySociologyApplied psychologyPolitical scienceSocial scienceComputer sciencePsychiatry

Abstract

fetched live from OpenAlex

A qualitative study was undertaken with five people on methadone maintenance treatment (MMT) to better understand their experiences and daily routines. Through an in-depth exploration of their everyday occupations, we sought to reveal the ongoing challenges and barriers they face to accessing treatment. The concept of occupation refers to ‘all that people need, want and are required to do’ but also extends further to encompass ‘how doing contributes to processes of being, becoming and belonging’ (Huot and Laliberte Rudman, 2015). This research employed a qualitative intrinsic case study methodology (Stake, 2005). Using an occupational perspective informed by a framework for occupational justice (Stadnyk et al., 2005), the participants’ narratives are presented according to four themes highlighting key aspects of their experiences: (a) descent into chaos; (b) MMT as a bridge to recovery from addiction; (c) a new normal daily life; and (d) hopes for moving forward. The findings illustrate how structural factors and contextual factors interact to create occupational injustices. Thus, MMT practices and policies should consider the occupational implications described in this article to enhance patients’ experiences and further support their recovery.

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)0.007
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: Qualitative · Consensus signal: Qualitative
GenreCandidate signal: Empirical · Consensus signal: Empirical
Teacher disagreement score0.013
Threshold uncertainty score0.037

Distilled classifier scores by category (both heads)

CategoryCodexGemma
Metaresearch0.0070.006
Meta-epidemiology (narrow)0.0010.001
Meta-epidemiology (broad)0.0010.001
Bibliometrics0.0020.002
Science and technology studies0.0120.013
Scholarly communication0.0060.005
Open science0.0020.008
Research integrity0.0020.003
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 head0.319
GPT teacher head0.488
Teacher spread0.170 · 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

Citations6
Published2016
Admission routes1
Has abstractyes

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