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Record W7056437492

Experiences of quality of life among youth experiencing homelessness, mental health problems, and addictions

2023· article· en· W7056437492 on OpenAlexaboutno aff

Bibliographic record

VenueScholars Commons (Wilfrid Laurier University) · 2023
Typearticle
Languageen
FieldPhysics and Astronomy
TopicMagnetic confinement fusion research
Canadian institutionsnot available
Fundersnot available
KeywordsMental healthPsychological interventionAddictionQuality of life (healthcare)Service providerQualitative propertyInclusion (mineral)Qualitative research
DOInot available

Abstract

fetched live from OpenAlex

Youth experiencing homelessness are often at a higher risk for developing concurrent mental health and addiction disorders. Existing interventions such as Housing First for Youth (H4FY) aim to provide youth experiencing homelessness with immediate access to safe, affordable housing as well as social inclusion and wellness supports. Furthermore, mental health interventions in the form of an integrated mental health and addictions (IMHA) service model have also been proposed to address the access barriers in place for youth experiencing homelessness, such as arbitrary exclusion criteria for substance use, long waiting periods and to further help them navigate the existing complex mental healthcare system. The Restart Project has been designed to test the effectiveness of combining both the HF4Y and IMHA services model to create a program that acts as a 'one-stop-shop' to address both housing and mental health and addictions (MHA) needs for youth. This study aimed to explore the experiences of quality of life among youth experiencing homelessness and assess the effect of the combined HF4Y and IMHA service model on quality of life (QoL) for youth aged 16-23 with concurrent MHA compared to regular access to services in the community. As a result of ongoing data collection within the Restart Project, the study includes 24 and 12 participants within the quantitative and qualitative data samples respectively. Drawing from pre-existing data from Restart, this project employed a convergent parallel mixed methods quasi-experimental design with qualitative interviews conducted at baseline from Toronto and quantitative data collected from baseline and 6 months from both the Toronto and Kelowna sites. QoL was measured using the World Health Organization Quality of Life-Brief Form (WHOQoL-BREF). Qualitative findings exhibit overall negative experiences while living in shelters for youth, as well as a number of challenges including but not limited to stigma, safety and hygiene. The quantitative results indicated a small increase over time for physical, social and environmental QoL domains across both arms with a small decrease in the intervention group for psychological QoL over 6 months. Collectively, these results highlight the harsh environments and significant challenges experienced by these youth, particularly in shelters, and suggest ways that housing programs like HF4Y can support this population.

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)0.003
metaresearch head score (Gemma)0.004
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: none
GenreCandidate signal: Empirical · Consensus signal: Empirical
Teacher disagreement score0.021
Threshold uncertainty score0.042

Distilled classifier scores by category (both heads)

CategoryCodexGemma
Metaresearch0.0030.004
Meta-epidemiology (narrow)0.0000.000
Meta-epidemiology (broad)0.0010.001
Bibliometrics0.0010.001
Science and technology studies0.0020.002
Scholarly communication0.0030.001
Open science0.0010.003
Research integrity0.0010.002
Insufficient payload (model declined to judge)0.0010.000

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 head0.030
GPT teacher head0.265
Teacher spread0.235 · 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

Citations0
Published2023
Admission routes1
Has abstractyes

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