MétaCan
Menu
Back to cohort
Record W4404369467 · doi:10.1186/s12889-024-20705-4

“Will I survive this?“: A qualitative exploration of the wider impacts of the COVID-19 pandemic on the health and well-being of pregnant and parenting youth and their children in Canada

2024· article· en· W4404369467 on OpenAlexafffundabout
Salima Meherali, Mariam Ahmad, Amber Hussain, Amyna Ismail Rehmani, Saba Nisa, Simone Lebeuf, Sarah Munro, Zohra S Lassi, Ashley Vandermorris, Hasina Samji, Wendy V. Norman

Bibliographic record

VenueBMC Public Health · 2024
Typearticle
Languageen
FieldMedicine
TopicCOVID-19 Impact on Reproduction
Canadian institutionsUniversity of British ColumbiaBC Centre for Disease ControlUniversity of TorontoSimon Fraser UniversityUniversity of Alberta
FundersCanadian Institutes of Health Research
KeywordsMedicinePandemicBiostatisticsPublic healthCoronavirus disease 2019 (COVID-19)Qualitative research2019-20 coronavirus outbreakEpidemiologySevere acute respiratory syndrome coronavirus 2 (SARS-CoV-2)PregnancyWell-beingFamily medicineNursingInfectious disease (medical specialty)VirologyDiseasePsychologyPsychotherapistSocial science

Abstract

fetched live from OpenAlex

BACKGROUND: Pregnant and parenting youth in Canada face multiple challenges in fulfilling their parenting responsibilities while meeting their own unique needs. The COVID-19 pandemic and its associated public health restrictions exacerbated their challenges by reducing access to support networks, limiting opportunities to promote growth and well-being, and destabilizing their financial and economic standing. The impacts of the pandemic on the mental, physical, and emotional health of individuals are well-documented in the literature. However, there is limited research on how the pandemic influenced the lives, health, and well-being of pregnant and parenting youth and their children in Canada. Therefore, we aimed to examine the wider impacts (social and structural determinants that directly or indirectly impact health and well-being) of the pandemic and its implications for this population. METHODS: We used a constructivist grounded theory approach to explore the experiences of pregnant and parenting youth during the pandemic and how certain social determinants of health intersected to shape health outcomes and influence their ability to access services. We conducted qualitative interviews using a semi-structured interview guide over Zoom. Using grounded theory principles, we inductively analyzed the data and categorized our findings into themes. RESULTS: We recruited a total of 50 participants from different regions in Canada. The findings from the interviews were categorized into the following themes: (1) "They bear the burden alone": Struggles of pregnant and parenting youth, (2) "How will I live the next day?": Concerns and consequences arising from the pandemic, and (3) "Try to keep your mask on": Navigating healthcare services while maintaining public health guidelines. Our findings highlight the various challenges encountered by the youth during the pandemic, particularly those associated with financial and economic constraints, lack of accessible health and social services, and increased stress from parenting responsibilities. CONCLUSION: Pregnant and parenting youth in Canada encountered various barriers while accessing health and social services, maintaining their well-being, and connecting with reliable sources of support during the pandemic. Our study findings emphasize the urgent need for adaptable and comprehensive support systems explicitly catering to the needs of pregnant and parenting youth during crises, such as the pandemic.

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)0.008
metaresearch head score (Gemma)0.009
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 score0.132
Threshold uncertainty score0.456

Distilled classifier scores by category (both heads)

CategoryCodexGemma
Metaresearch0.0080.009
Meta-epidemiology (narrow)0.0010.001
Meta-epidemiology (broad)0.0010.001
Bibliometrics0.0020.003
Science and technology studies0.0230.015
Scholarly communication0.0050.002
Open science0.0030.006
Research integrity0.0020.004
Insufficient payload (model declined to judge)0.0030.000

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 head0.123
GPT teacher head0.381
Teacher spread0.257 · 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

Citations2
Published2024
Admission routes3
Has abstractyes

Explore more

Same venueBMC Public HealthSame topicCOVID-19 Impact on ReproductionFrench-language works237,207