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Record W3116972216 · doi:10.21203/rs.3.rs-32153/v1

Does free of charge policy increase care-seeking for children under five in Sierra Leone? Evidence from population-based studies from 2008-2016

2020· preprint· en· W3116972216 on OpenAlexaff
Joel D. Bognini, Joel Dofinissery Bogninni, Sékou Samadoulougou, Francis Smart, David Tiga Kangoye, Osman Sankoh, Fati Kirakoya‐Samadoulougou

Bibliographic record

VenueResearch Square (Research Square) · 2020
Typepreprint
Languageen
FieldMedicine
TopicGlobal Maternal and Child Health
Canadian institutionsUniversité Laval
Fundersnot available
KeywordsSierra leonePopulationCharge (physics)Development economicsEconomicsMedicineEnvironmental healthPhysics

Abstract

fetched live from OpenAlex

Abstract Background In 2010, the Government of Sierra Leone has implemented the Free Health Care Initiative (FHCI) in the country with the objective to reduce under five mortality. The biggest share of this mortality in the country is attributable to infectious diseases. Care-seeking for children under five is a key point to reduce mortality due to infectious diseases as it permits early diagnosis and prompt and correct treatment. The objective of this study was therefore to assess the trend in the prevalence of care-seeking as well as to identify determinants of utilization of healthcare services by under-five (U5) caregivers under the policy initiative. Methods The analysis of care-seeking behavior was done using data from three population-based studies in Sierra Leone (2008-before FHCI and 2013, and 2016-After FHCI). Care-seeking behavior was assessed through care-seeking of caregivers of children U5 with a history of fever in the 2 weeks prior to the survey. We compared the percentages of care-seeking and performed modified Poisson modeling to evaluate the determinants of care-seeking during the period of FHCI (2013–2016). Results In 2008, a total of 1,208 feverish children were identified, as compared with 2,823 children in 2013, and 1,633 in 2016. Fewer children had seeking care for fever in 2008 (51% [95% CI (46.4–55.5)]) than in 2013 (71.5% [95% CI (68.4–74.5)]) and in 2016 (70.3% [95% CI (66.6–73.8)] (p < 0.001)). Care-seeking was low when the household head was a man, when the head of the household was 15–24 years old, when the child was living in a poorest household, in north or west region and when the child was more than one year old. Conclusions The increase of care-seeking in children under five with fever coincided with the initiation of the FHCI in Sierra Leone. Effective interventions to improve the health facilities’ visitation of the children under five should target the identified factors.

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)0.020
Version: codex-gemma-dda1882f352aValidation status: machine_predicted_unvalidated
Candidate categoriesMetaresearch, Meta-epidemiology (narrow), Research integrity
Consensus categoriesnone
DomainCandidate signal: none · Consensus signal: none
Study designCandidate signal: Observational · Consensus signal: Observational
GenreCandidate signal: Empirical · Consensus signal: Empirical
Teacher disagreement score0.505
Threshold uncertainty score1.000

Codex and Gemma teacher scores by category

CategoryCodexGemma
Metaresearch0.0040.020
Meta-epidemiology (narrow)0.0010.001
Meta-epidemiology (broad)0.0020.001
Bibliometrics0.0020.002
Science and technology studies0.0010.001
Scholarly communication0.0000.000
Open science0.0020.003
Research integrity0.0010.004
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 head0.464
Teacher spread0.338 · 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 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
Published2020
Admission routes1
Has abstractyes

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