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Record W4395962232 · doi:10.29173/cjfy30042

Community-Based Drug Rehabilitation Clients’ Motivation, Satisfaction and the Factors Affecting their Completion of the Rehabilitation and Aftercare Program: A Convergent Mixed Methods Study

2024· article· en· W4395962232 on OpenAlexvenueno aff
Angelo Mark P. Walag, Rhyselle Bernadette Melliza-Descallar, Jaymar T. Patana, Ma. Regina M. Hechanova

Bibliographic record

VenueCanadian Journal of Family and Youth / Le Journal Canadien de Famille et de la Jeunesse · 2024
Typearticle
Languageen
FieldHealth Professions
TopicHealth and Wellbeing Research
Canadian institutionsnot available
FundersUnited States Agency for International Development
KeywordsRehabilitationCommunity-based rehabilitationPsychologyPhysical therapyMedicine

Abstract

fetched live from OpenAlex

This study examined treatment motivation, clientele satisfaction, and the factors affecting enrollment and completion in community-based drug rehabilitation and aftercare programs in the Philippines. A convergent mixed methods research design was employed using a survey and qualitative focus group discussions. Both on-going and completed clients had high level of internal motivation towards treatment and were highly satisfied with the program. Clients reported internal and external factors influenced their completion of the rehabilitation program while their satisfaction determined the areas that require necessary improvements. Aside from internal and external motivation, the general structure of the program, competence of facilitators, government and community support, and complementary intervention serve as influential factors.

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)0.020
metaresearch head score (Gemma)0.005
Version: codex-gemma-dda1882f352aValidation status: machine_predicted_unvalidated
Candidate categoriesScience and technology studies
Consensus categoriesnone
DomainCandidate signal: none · Consensus signal: none
Study designCandidate signal: Observational · Consensus signal: Observational
GenreCandidate signal: Empirical · Consensus signal: Empirical
Teacher disagreement score0.068
Threshold uncertainty score0.999

Codex and Gemma teacher scores by category

CategoryCodexGemma
Metaresearch0.0200.005
Meta-epidemiology (narrow)0.0000.000
Meta-epidemiology (broad)0.0000.000
Bibliometrics0.0000.000
Science and technology studies0.0020.000
Scholarly communication0.0000.000
Open science0.0000.000
Research integrity0.0000.002
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 head0.046
GPT teacher head0.400
Teacher spread0.354 · 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.

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

Citations3
Published2024
Admission routes1
Has abstractyes

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Same venueCanadian Journal of Family and Youth / Le Journal Canadien de Famille et de la JeunesseSame topicHealth and Wellbeing ResearchFrench-language works237,207