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Record W4411930711 · doi:10.2196/69441

Addressing Tobacco-Related Disparities Among Youth Experiencing Homelessness by Engaging Youth Collaborators in Intervention Research: Protocol for a Multimethod, Community-Based Participatory Research Study

2025· article· en· W4411930711 on OpenAlexvenueno aff
Alana Lopez, Andrew C. Lim, Renatta Escobedo, Jerel P. Calzo, Lianne A. Urada, Benjamín Aceves, Jennifer K. Felner

Bibliographic record

VenueJMIR Research Protocols · 2025
Typearticle
Languageen
FieldHealth Professions
TopicHomelessness and Social Issues
Canadian institutionsnot available
FundersNational Institute on Minority Health and Health DisparitiesNational Institute on Drug Abuse
KeywordsPreprintIntervention (counseling)PsychologyProtocol (science)MedicinePsychiatryAlternative medicineComputer scienceWorld Wide Web

Abstract

fetched live from OpenAlex

BACKGROUND: Youth experiencing homelessness and housing instability exhibit disparities in tobacco use and co-use of tobacco and cannabis products compared to their stably housed peers. Interventions to address these disparities have had limited success to date. This may be related to a lack of fit between intervention approaches and the unique needs and preferences of this marginalized population. Leveraging strategies to facilitate authentic engagement of youth in intervention research, including collaborating with youth in the cocreation of intervention goals and strategies, presents an opportunity to overcome challenges of previous research to mitigate tobacco-related disparities among youth experiencing homelessness and housing instability. OBJECTIVE: This protocol aims to engage youth collaborators in intervention research to address tobacco-related disparities among youth experiencing homelessness and housing instability. It outlines strategies to recruit and partner with youth to cocreate a strengths-based, expressive arts intervention to reduce harms associated with tobacco use and tobacco/cannabis co-use and evaluate our youth engagement strategies. METHODS: The community and academic partners leading this intervention study developed a structure that allows for two levels of youth collaboration. This structure, developed through consultation with a youth action board, facilitates youth (aged between 14 and 26 years) involvement in intervention design, implementation, and pilot testing. At the higher collaboration level, youth will join the intervention research team as "co-researchers," engaging weekly with study-related tasks and contributing equitably to the research processes (eg, selecting intervention strategies and supporting data analysis) in alignment with their personal and professional goals. At the lower collaboration level, youth will engage with the research team as "advisors," providing targeted feedback at key points during intervention development. Brief surveys, field notes, ethnographic memos, focus group discussions, and semistructured interviews will be used to evaluate our process and impact among the engaged youth. RESULTS: To date, we have engaged 7 co-researchers who have participated in several capacity-building and professional development activities, including research ethics training and tobacco prevention advocacy training. Co-researchers have contributed to intervention development brainstorming sessions, evaluated available interventions to address youth tobacco use, and developed materials to expand the group of co-researchers and advisors. Preliminary data suggest sufficient youth engagement (study goal of engaging 10 co-researchers in a 2-year study period) and that engagement processes are highly acceptable to youth collaborators. Lessons learned to date have helped us to improve and refine our engagement processes (eg, technological barriers). CONCLUSIONS: This protocol describes a holistic approach to equitably and authentically engaging youth as collaborators in intervention research to address tobacco-related disparities among youth experiencing homelessness and housing instability. The approach may serve as a useful model that can be adapted for other youth-focused intervention research. INTERNATIONAL REGISTERED REPORT IDENTIFIER (IRRID): DERR1-10.2196/69441.

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)0.081
metaresearch head score (Gemma)0.058
Version: metacan-v3-hybrid-931329e0061cValidation status: machine_predicted_unvalidated
Candidate categoriesnone
Consensus categoriesnone
DomainCandidate signal: none · Consensus signal: none
Study designCandidate signal: Not applicable · Consensus signal: none
GenreCandidate signal: Protocol · Consensus signal: Protocol
Teacher disagreement score0.081
Threshold uncertainty score0.426

Distilled classifier scores by category (both heads)

CategoryCodexGemma
Metaresearch0.0810.058
Meta-epidemiology (narrow)0.0050.005
Meta-epidemiology (broad)0.0060.006
Bibliometrics0.0050.004
Science and technology studies0.0100.005
Scholarly communication0.0060.005
Open science0.0060.006
Research integrity0.0080.010
Insufficient payload (model declined to judge)0.0640.011

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 head0.811
GPT teacher head0.710
Teacher spread0.101 · 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 designNot applicable
Domainnot available
GenreProtocol

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
Published2025
Admission routes1
Has abstractyes

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