Unmet Primary Health Care Needs among Nepalese Immigrant Population in Canada
Notice bibliographique
Résumé
Background: Immigrants represent over one-fifth (21.9%) of the Canadian population, which is an increasing trend. Primary care is a gateway to accessing the healthcare system for the majority of Canadians seeking medical services; however, Canada reported a growing shortage of healthcare providers, mainly primary care practitioners. Canadians, including immigrants, encounter many unmet healthcare needs due to various reasons. This study aimed to assess unmet healthcare (UHC) needs and associated factors among Nepalese immigrants residing in Calgary. Methods: A cross-sectional study using a self-administered questionnaire was conducted in 2019. UHC needs were measured based on a single-item question: “During the past 12 months, was there ever a time that you felt you needed medical help, but you did not receive it”. A follow-up question was asked to learn about associated unmet needs factors, and the responses were categorized into availability, accessibility, and acceptability. Descriptive and multivariable logistic regression was employed to assess the association between UHC needs and its predictors by using STATA version 14.2. Results: Of 401 study participants, nearly half of the participants (n = 187; 46.63%) reported UHC needs, which was not significantly different among male and female participants (p = 0.718). UHC needs were nearly two times higher among those aged 26–45 (AOR 1.93) and those ≥56 years (AOR 2.17) compared to those under 25 years of age. The top reasons reported for unmet needs were long waits to access care (67.91%), healthcare costs (57.22%), and lack of knowing where to get help (31.55%). Overall, “services availability when required” was a leading obstacle that accounted for UHC needs (n = 137, 73.26%). Nearly two-thirds (n = 121, 64.71%) of participants reported that “accessibility of services” was a barrier, followed by “acceptability (n = 107, 57.22%). Those who reported UHC needs also reported an impact on their lives personally and economically. The most commonly reported personal impact was mental health impact, including worry, anxiety, and stress (67.38%). The most common economic impact reported due to UHC needs was increased use of over-the-counter drugs (33.16%) and increased healthcare costs (17.20%). Conclusions: UHC needs are presented in the Nepalese immigrant population. Accessibility to healthcare is limited for several reasons: waiting time, cost, distance, and unavailability of services. UHC needs impact individuals’ personal health, daily life activities, and financial capacity. Strategies to improve access to PHC for disadvantaged populations are crucial and need to be tackled effectively.
Récupéré en direct depuis OpenAlex et désinversé. Les résumés ne sont pas conservés dans cette base de données : les index inversés représentent 8,6 Go des 9,3 Go de texte de la base, et le serveur dispose de 13 Go libres.
Comment cette classification a été obtenuedéplier
Prédiction machine sur la base complète
Imitation des enseignantsNi prévalence calibrée, ni vérité terrain. Validation humaine à venir. Le volet Gemma est une étiquette directe du modèle pour chaque travail de la base, lue sur la notice réduite au titre. Le volet Codex est un classifieur appris des 10 348 étiquettes directes de Codex et calibré sur les taux pondérés de l'échantillon; les champs sans appui suffisant ne portent aucun appel Codex. Le mode candidate est l'union des deux volets; le consensus est leur intersection. Ces sorties portent le statut machine_predicted_unvalidated et ne sont pas des étiquettes humaines.
Scores du classifieur distillé par catégorie (deux têtes)
| Catégorie | Codex | Gemma |
|---|---|---|
| Métarecherche | 0,000 | 0,001 |
| Méta-épidémiologie (sens strict) | 0,000 | 0,000 |
| Méta-épidémiologie (sens large) | 0,000 | 0,000 |
| Bibliométrie | 0,001 | 0,002 |
| Études des sciences et des technologies | 0,003 | 0,001 |
| Communication savante | 0,001 | 0,000 |
| Science ouverte | 0,001 | 0,001 |
| Intégrité de la recherche | 0,000 | 0,001 |
| Charge utile insuffisante (le modèle a refusé de juger) | 0,002 | 0,000 |
Scores machine (provisoires)
Les deux têtes enseignantes du modèle étudiant, lues sur ce travail. Un score ordonne la base pour la relecture; il n'affirme jamais une catégorie, et le statut de validation accompagne chaque rangée tel quel.
Scores de référence d'un modèle non mature (critères de maturité non atteints, 7 itérations). Un score ordonne; il n'affirme jamais une catégorie.
score_only:v0-immature-baseline · tel quel depuis la passe de notation : score_only signifie que le nombre peut ordonner les travaux, et qu'aucune étiquette de catégorie n'en découleClassification
machine, non validéePrédiction automatique; un appel candidat d’une seule source (Gemma direct ou Codex distillé), pas un consensus.
Le détail, modèle par modèle et score par score, se trouve en fin de page sous « Comment cette classification a été obtenue ».