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Record W2946053319 · doi:10.3126/hprospect.v18i1.24103

Perception of Health and Care Seeking Behaviors of Patients Living in High-Altitude Villages of Rural Nepal

2019· article· en· W2946053319 on OpenAlexaff
Sasha Selby, Antonia Arnaert, Norma Ponzoni, Suzanne S. Dunne, Colum Dunne

Bibliographic record

VenueHealth Prospect · 2019
Typearticle
Languageen
FieldBusiness, Management and Accounting
TopicGlobal Public Health Policies and Epidemiology
Canadian institutionsMcGill University
Fundersnot available
KeywordsNepaliThematic analysisHealth careContext (archaeology)Focus groupQualitative researchRural healthPopulationNursingMedicinePsychologyEconomic growthSociologyEnvironmental healthGeographySocial science

Abstract

fetched live from OpenAlex

Background: Nepal continues to struggle to increase its population access to healthcare, especially in rural and isolated villages where primary healthcare is offered through local health outposts. However, people often prefer to consult initially with traditional healers for minor issues as this is more aligned with their cultural beliefs and practices. Knowing that Nepal is undergoing healthcare reform, it would be timely to explore perceptions of health and care-seeking behaviors amongst patients living in high-altitude communities in rural Nepal for consideration in future planning and policy; which is the purpose of this qualitative study.
 Methods: In-person, semi-structured interviews were conducted, with the use of a translator, with 17 participants, living in two rural villages. After transcribing the interviews, themes were identified using thematic analysis.
 Results: People expressed the belief that they hold expertise in sustaining health due to their naturalistic lifestyle and community-focus developed within the context of a unique local culture and environment. When faced with a health problem, villagers are compelled to seek treatment from available healthcare offerings. Their care-seeking behavior and their eventual choice between Modern and Belief-based medicine is filtered through a number of considerations: the ease of its accessibility, the cost of services, their prior knowledge related to the illness, their belief system, and the severity of the medical situation.
 Conclusion: This study indicates that better understanding of the perceptions of the rural Nepali is crucial in advocating for sustainable and culturally-sensitive delivery of healthcare.
 Tweetable Abstract: Rural Nepali’s care-seeking behavior, rooted in naturalistic lifestyle and community-focus; however, contextual considerations oblige them to make choices between Modern and Belief-based medicine.

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)0.001
metaresearch head score (Gemma)0.000
Version: codex-gemma-dda1882f352aValidation 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 score0.077
Threshold uncertainty score0.929

Codex and Gemma teacher scores by category

CategoryCodexGemma
Metaresearch0.0010.000
Meta-epidemiology (narrow)0.0000.000
Meta-epidemiology (broad)0.0010.000
Bibliometrics0.0000.000
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 head0.015
GPT teacher head0.297
Teacher spread0.282 · 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.

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

Citations2
Published2019
Admission routes1
Has abstractyes

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