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Record W4409983888 · doi:10.1002/jgc4.70012

Exploring job search experiences of genetic counselors who matriculated as international students in the United States: A cross‐sectional study

2025· article· en· W4409983888 on OpenAlexaboutno aff
Monisha Sebastin, Tanaya Shroff, Natalie Boychuk, Niamh Mulrooney, Priyanka Ahimaz

Bibliographic record

VenueJournal of Genetic Counseling · 2025
Typearticle
Languageen
FieldSocial Sciences
TopicInternational Student and Expatriate Challenges
Canadian institutionsnot available
Fundersnot available
KeywordsCross-sectional studyPublic healthGenetic counselingHuman geneticsPsychologyMedicineNursingFamily medicineMedical educationGeneticsBiologyPathologyGene

Abstract

fetched live from OpenAlex

The number of international students being admitted into genetic counseling programs (GCPs) in the US has been consistent for the past decade. While GCPs have made efforts to recruit and support international students during the application process, there is limited understanding of the additional support required by these students to secure employment in the US. This study aimed to explore the experiences and unique challenges of international genetic counselors (IGCs) during their first post-graduation job search in the US. IGCs who graduated from a US-based GCP and were not US citizens at the time of their graduation were surveyed about resources utilized for job search before and after graduating, challenges encountered during different stages of the job search, and sources of support and information used. The survey also assessed the availability of STEM optional practical training program extension (SOE) among GCPs, which enables international students to temporarily work post-graduation in the US while on their student visa. In total, 93 participants completed the survey, most identified as female (93.5%), and aged 25-34 years (61.2%). Participants' citizenships spanned 13 countries at the time of their graduation with largest groups from Canada (53.7%) and India (21.5%). About 65% reported that their GCP accepted international students but did not participate in the SOE program. Furthermore, 45% reported not receiving sufficient informational resources from GCPs and, 62% felt that faculty were unequipped to guide them through job search challenges related to international status. There is a need to extend stakeholders' existing diversity and inclusion efforts beyond admissions to assist the retention of IGCs in the workforce. This exploratory study highlights practical considerations for prospective applicants, GCPs, IGCs and professional societies to adopt that could assist with international graduates' search for employment.

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)0.002
metaresearch head score (Gemma)0.003
Version: metacan-v3-hybrid-931329e0061cValidation status: machine_predicted_unvalidated
Candidate categoriesnone
Consensus categoriesnone
DomainCandidate signal: none · Consensus signal: none
Study designCandidate signal: Observational · Consensus signal: Observational
GenreCandidate signal: Empirical · Consensus signal: Empirical
Teacher disagreement score0.016
Threshold uncertainty score0.032

Distilled classifier scores by category (both heads)

CategoryCodexGemma
Metaresearch0.0020.003
Meta-epidemiology (narrow)0.0000.000
Meta-epidemiology (broad)0.0000.000
Bibliometrics0.0010.001
Science and technology studies0.0020.001
Scholarly communication0.0020.001
Open science0.0010.002
Research integrity0.0010.002
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 head0.073
GPT teacher head0.400
Teacher spread0.327 · 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 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

Citations0
Published2025
Admission routes1
Has abstractyes

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