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Record W4395956358 · doi:10.29173/cjfy30068

“I Don’t Really Have Many”: Student Parents Navigating Social Supports

2024· article· en· W4395956358 on OpenAlexafffundvenueabout
Amber-Lee Varadi, Rebecca Raby, Christine Yvette Tardif-Williams

Bibliographic record

VenueCanadian Journal of Family and Youth / Le Journal Canadien de Famille et de la Jeunesse · 2024
Typearticle
Languageen
FieldSocial Sciences
TopicParental Involvement in Education
Canadian institutionsYork UniversityBrock University
FundersBrock University
KeywordsPsychologyInternet privacyComputer science

Abstract

fetched live from OpenAlex

Drawing on the social support hypothesis, this paper examines social supports available to a sample of student parents in a small city in Southern Ontario and how they experienced and valued those supports. Our wider research project investigated the experiences of young student parents enrolled in an alternative high school, particularly looking at the effectiveness of a newly introduced mentorship program. Following protocols approved by our university’s Research Ethics Board, we conducted up to three qualitative, semi-structured, one-on-one interviews with 11 female student parents before, during, and after the summer closure of their high school program (29 interviews in total), most of whom were working-class, white, and heterosexual. In this study, we explore three questions: (1) what challenges do student parents experience in their daily lives; (2) when and where do student parents receive supports, and what form do these supports take; and (3) how do student parents perceive and value these supports? Using thematic analysis, we identified that participants experienced daily challenges due to a lack of mental health supports, adequate housing, childcare, and time. Six spheres of social support were shared by most of our participants: friendships, family members, intimate relationships, relationship with child/ren, mentorship, and program support. These spheres provided a variety of the three types of support distinguished by the social support hypothesis (i.e., emotional/social, tangible, and informational). Implications for the design of programs aiming to meaningfully support the well-being of student parents are discussed.

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)0.006
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 score0.047
Threshold uncertainty score0.094

Distilled classifier scores by category (both heads)

CategoryCodexGemma
Metaresearch0.0030.006
Meta-epidemiology (narrow)0.0000.000
Meta-epidemiology (broad)0.0000.000
Bibliometrics0.0000.001
Science and technology studies0.0070.004
Scholarly communication0.0030.002
Open science0.0010.003
Research integrity0.0010.001
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 head0.031
GPT teacher head0.341
Teacher spread0.310 · 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
Published2024
Admission routes4
Has abstractyes

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Same venueCanadian Journal of Family and Youth / Le Journal Canadien de Famille et de la JeunesseSame topicParental Involvement in EducationFrench-language works237,207