MétaCan
Menu
Back to cohort
Record W4413421460 · doi:10.1016/j.pecinn.2025.100422

How can community-based organizations be involved in the contraception care pathway for newcomer youth? Results of knowledge translation workshops

2025· article· en· W4413421460 on OpenAlexafffundabout
Zeba Khan, Piper Scott-Fiddler, Sarah Munro

Bibliographic record

VenuePEC Innovation · 2025
Typearticle
Languageen
FieldHealth Professions
TopicAdolescent Sexual and Reproductive Health
Canadian institutionsUniversity of British Columbia
FundersMichael Smith Health Research BCUniversity of British ColumbiaMitacsVancouver Foundation
KeywordsCare pathwayKnowledge translationKnowledge managementPolitical scienceHealth careComputer science

Abstract

fetched live from OpenAlex

Despite being a basic right of all individuals, many newcomer youth in Canada face challenges in accessing sexual and reproductive health (SRH), including contraception care. Settlement service providers are a trusted source for newcomers in the community, and we explored their role in supporting equitable access to SRH. We conducted an integrated knowledge translation (IKT) intervention involving two workshops and the development of an infographic to explore the barriers and opportunities for settlement service organizations to participate in the SRH care pathway for newcomer youth. SRH and contraception topics arise when youth access other services, such as violence prevention and mental health programming. Lack of training and resources limits their ability to support youth. Workshop participants expressed interest in training and resources and identified opportunities to strengthen the referral pathways to support youth's access to SRH. Providing resources and training can bolster settlement service providers' awareness of newcomer youth's SRH needs and improve their capacity to support them with information. Our work identified settlement service providers as important in strengthening the SRH care pathway for newcomer youth. We demonstrated the need and opportunity to reach newcomer youth with SRH information by providing training and resources to settlement service providers. • We conducted an integrated knowledge translation project to explore the barriers and opportunities for settlement service organizations to participate in the sexual and reproductive health care (SRH) pathway for newcomer youth through. • We found that SRH comes up when youth access services such as violence prevention and mental health programming. • Settlement service providers identified a need for resources and training on SRH. • Addressing these needs can bolster settlement service providers' capacities to provide SRH information tonewcomer youth and potentially make SRH care more accessible to newcomer youth.

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)0.049
metaresearch head score (Gemma)0.104
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 score0.049
Threshold uncertainty score0.259

Distilled classifier scores by category (both heads)

CategoryCodexGemma
Metaresearch0.0490.104
Meta-epidemiology (narrow)0.0010.001
Meta-epidemiology (broad)0.0010.002
Bibliometrics0.0010.001
Science and technology studies0.0070.003
Scholarly communication0.0070.007
Open science0.0030.009
Research integrity0.0030.005
Insufficient payload (model declined to judge)0.0110.002

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 head0.254
GPT teacher head0.435
Teacher spread0.181 · 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
Published2025
Admission routes3
Has abstractyes

Explore more

Same venuePEC InnovationSame topicAdolescent Sexual and Reproductive HealthFrench-language works237,207