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Record W4362511254 · doi:10.32920/ihtp.v3i1.1718

The barriers to healthcare access and their impact on health outcomes for people medically uninsured in Canada: A scoping review

2023· review· en· W4362511254 on OpenAlexaffvenueabout
Enza Gucciardi, Ani Merzaian, Maggie Muck, Johnny Zhao, Annika McDowell, Paul Caulford, Paige Alliston, Sepali Guruge

Bibliographic record

VenueInternational Health Trends and Perspectives · 2023
Typereview
Languageen
FieldPsychology
TopicMigration, Health and Trauma
Canadian institutionsToronto Metropolitan University
Fundersnot available
KeywordsHealth carePsycINFOCINAHLNursingHealth equityMEDLINEMedicineHealth policyPublic healthPsychologyPolitical sciencePsychological intervention

Abstract

fetched live from OpenAlex

Objective: The objective of the scoping review was to summarize the current literature on the barriers to healthcare access and its impact on health outcomes for people who are medically uninsured (including those with precarious or no immigration status) in Canada; identify gaps in the existing knowledge; and highlight implications for practice and policy. Methods: We undertook a systematic search in the electronic databases of PsycInfo, MEDLINE (Ovid), CINAHL, ProQuest Nursing and Allied Health, Web of Science and ProQuest Dissertations and Theses Global. Inclusion criteria consisted of articles published in English reporting information about barriers to healthcare access or its impact on health among people with precarious immigration status in Canada. Relevant themes emerging from the included studies were reviewed by the research team and organized into three levels of barriers to accessing healthcare. Results: Ten articles were included in this scoping review. Our review found that individuals living with precarious or no immigration status and being denied public health insurance experienced significant obstructions to accessing healthcare services, the result of policy, interpersonal and intrapersonal-level barriers. These barriers include ineligibility for provincial or federal healthcare insurance, negative interactions with healthcare providers, fear of interacting with public services and lack of sufficient income to pay for out-of-pocket healthcare expenses. This resulted in unmet healthcare needs, negative and worsening health outcomes, avoidance of formal healthcare institutions and reliance on emergency care services caused by delays in help-seeking. Conclusions: People who are medically uninsured in Canada experience avoidable negative health outcomes, including higher risk of death because of barriers to access to healthcare. Provincial healthcare insurance should be available for these vulnerable groups to avoid unnecessary health problems and complications and to reduce the burden on the healthcare system. New (im)migrants should receive education on their right to receive health services, and healthcare providers must receive training on how to best support the health and wellbeing of this population.

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 distilled prediction

Teacher imitation

Not calibrated prevalence, not ground truth. Human validation pending. Learned from the 10,348 direct Codex labels and 10,348 direct Gemma labels. Candidate is the union of thresholded teacher heads; consensus is their intersection. These outputs are machine_predicted_unvalidated and are not human labels or direct frontier model labels.

metaresearch head score (Codex)0.002
metaresearch head score (Gemma)0.000
Version: codex-gemma-dda1882f352aValidation status: machine_predicted_unvalidated
Candidate categoriesMeta-epidemiology (narrow)
Consensus categoriesnone
DomainCandidate signal: none · Consensus signal: none
Study designCandidate signal: Other design · Consensus signal: none
GenreCandidate signal: Review · Consensus signal: Review
Teacher disagreement score0.958
Threshold uncertainty score1.000

Codex and Gemma teacher scores by category

CategoryCodexGemma
Metaresearch0.0020.000
Meta-epidemiology (narrow)0.0000.000
Meta-epidemiology (broad)0.0020.000
Bibliometrics0.0000.001
Science and technology studies0.0000.000
Scholarly communication0.0000.000
Open science0.0000.000
Research integrity0.0000.000
Insufficient payload (model declined to judge)0.0000.000

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 head0.127
GPT teacher head0.518
Teacher spread0.391 · 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 teacher head, not a consensus.

Study designOther design
Domainnot available
GenreReview

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

Citations3
Published2023
Admission routes3
Has abstractyes

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