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Record W7133440580

Primary health care seeking behaviour of people with physical disabilities in Bangladesh: a cross-sectional study

2018· article· en· W7133440580 on OpenAlex

Why this work is in the frame

A frame that forgets how it found something cannot be audited. These are the routes that admitted this work.

fundA Canadian funder is recorded on the work.
no affNo Canadian affiliation: this work is invisible to an affiliation-only frame.
No Canadian affiliation. An affiliation-only frame, the usual design, would never have seen this work. It is one of the works that make the case for inverting the frame.

Bibliographic record

VenueRUNE (Research UNE) · 2018
Typearticle
Languageen
FieldMedicine
TopicDown syndrome and intellectual disability research
Canadian institutionsnot available
FundersMcMaster University
KeywordsLogistic regressionPrimary careHealth carePopulationRehabilitationPrimary health careEducational attainmentHelp-seekingMarital status
DOInot available

Abstract

fetched live from OpenAlex

Background People with disabilities constitute about 10% of the total population of Bangladesh. They are more likely to experience poor health than those without disabilities. However, there is a lack of evidence on their primary health care (PHC) seeking behaviour for their general illness. The aim of this study was to understand the PHC seeking behaviour of people with physical disabilities (PWPDs), and to investigate the determinants of such behaviours. Methods We surveyed 282 PWPDs, aged ≥18 years, using a structured questionnaire. Participants were recruited from the out-patient department of a rehabilitation centre in Dhaka between November and December 2014. We explored PHC seeking behaviour using frequency distribution. We performed logistic regression to investigate the factors that determined their PHC seeking behaviours for general illness. In our logistic regression model, the outcome variable was whether PWPDs received treatment from a formal health care provider. The predictors were socio-demographic characteristics and clinical characteristics such as type of impairment and type of illness experienced. Results Among 282 participants, 85% suffered from general illness in the past 6 months. The participants in the higher age group, for example, age group 31–45 years (OR = 3.9, [95% CI 1.2 to 13.4]), 46–59 years (OR = 13.6, [95% CI 2.9 to 63.7) and 60+ years (OR = 12.5, [95% CI 1.7 to 93.0]) were more likely to seek treatment from formal health care providers than the age group 18–30 years. The educational attainment of the primary income earning family member (OR = 3.2, [CI 1.1 to 9.6]), religion (OR = 0.3, [95% CI 0.1 to 0.98]) and mobility aid used (OR = 4.0, [95% CI 1.2 to 13]) were determinants for seeking health care from a formal health care provider. Moreover, the type of illness suffered by participant was a strong predictor of their decision to seek treatment from a formal health care provider. The participants who suffered from urinary tract infections (OR = 10.3, [95% CI 2.3 to 46.6]), ulcers (OR = 13.1, [95% CI 2.11 to 79.3]) and pain (OR = 3.6, [95% CI 1.4 to 9.4]) were more likely to seek treatment from formal health care provider than who suffered from fever. Conclusions Age, religion, earning member's education, type of mobility aids used and type of illness suffered were explicative determinants of PHC seeking behaviour of PWPDs. The results suggest that these factors should be considered when devising interventions for this population. Moreover, accessibility, quality of care and expertise of the providers in treating disabled people were among the other factors reported by PWPDs which influence their decision to seek health care. In order to provide inclusive health services, primary health centres need to consider these determinants.

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.

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)0.001
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 score0.022
Threshold uncertainty score0.995

Codex and Gemma teacher scores by category

CategoryCodexGemma
Metaresearch0.0020.001
Meta-epidemiology (narrow)0.0000.000
Meta-epidemiology (broad)0.0010.000
Bibliometrics0.0000.002
Science and technology studies0.0000.002
Scholarly communication0.0000.000
Open science0.0000.000
Research integrity0.0000.001
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 head0.084
GPT teacher head0.440
Teacher spread0.357 · 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