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Record W4210438533 · doi:10.5539/gjhs.v14n3p36

Health Workers’Experience on Directly Observed Treatment Short Courses Strategy to Stop TB Transmission in Khomas Redion, Namibia

2022· article· en· W4210438533 on OpenAlexvenueno aff
Carolina Texeira, Emmanuel Salvatory Magesa

Bibliographic record

VenueGlobal Journal of Health Science · 2022
Typearticle
Languageen
FieldEconomics, Econometrics and Finance
TopicHIV/AIDS Impact and Responses
Canadian institutionsnot available
Fundersnot available
KeywordsNonprobability samplingHealth careNursingQualitative researchMedicineQualitative propertyInclusion (mineral)NarrativeEconomic shortagePublic healthPsychologyEnvironmental healthSociologyPopulationSocial psychologyPolitical scienceGovernment (linguistics)

Abstract

fetched live from OpenAlex

BACKGROUND: Directly Observed Treatment short courses programme is the key strategy on national efforts to end the TB disease by 2035. The aim of this study was to explore experiences of health care workers who care for patients receiving treatment under DOTS strategy at public health facilities in Windhoek, Namibia. METHODS: A qualitative explorative, descriptive research design was employed and a purposive sampling considering diversity was used to select participants who met the inclusion criteria for the study. A semi-structured interview guide was used to collect data. The study was conducted in the Windhoek district of the Khomas region, with a sample of 14 health care workers. Data was analysed by means of content analysis, a process of organizing and integrating narrative, qualitative data according to emerging themes and concepts. RESULTS: One theme emerged from data, which is the experiences of health care workers when attending to patients on DOTS. Participants shared their experiences on DOTS services and as result, shortage of staff, movements of patients from residential address, alcohol abuse and lack of enough food was repeatedly viewed as a barrier to DOTS services. CONCLUSION: To achieve the goal of reduction of TB cases by 95% by 2030, more training on the DOTS is needed for all health care workers.

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)0.004
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 score0.363
Threshold uncertainty score0.928

Codex and Gemma teacher scores by category

CategoryCodexGemma
Metaresearch0.0040.000
Meta-epidemiology (narrow)0.0000.000
Meta-epidemiology (broad)0.0010.000
Bibliometrics0.0000.002
Science and technology studies0.0010.000
Scholarly communication0.0000.000
Open science0.0010.000
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 head0.093
GPT teacher head0.354
Teacher spread0.262 · 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

Citations0
Published2022
Admission routes1
Has abstractyes

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