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Contraceptive counseling experiences among women attending HIV care and treatment centers: A national survey in Kenya

2021· article· en· W3157283168 on OpenAlexaff
Rubee Dev, Pamela Kohler, Emily R. Begnel, Dunstan Achwoka, Christine J. McGrath, Jillian Pintye, Wangui Muthigani, Benson Singa, Joel Gondi, Lucy Nganga, Agnes Langat, Grace John‐Stewart, John Kinuthia, Alison L. Drake

Bibliographic record

VenueContraception · 2021
Typearticle
Languageen
FieldMedicine
TopicHIV/AIDS Research and Interventions
Canadian institutionsUniversity of Alberta
FundersNational Institute of Allergy and Infectious DiseasesCenters for Disease Control and PreventionNational Institutes of HealthCenter for AIDS Research, University of WashingtonUniversity of Washington
KeywordsMedicinePoisson regressionNational Survey of Family GrowthConfidence intervalFamily medicinePopulationCross-sectional studyFamily planningHuman immunodeficiency virus (HIV)Young adultDemographyGerontologyEnvironmental healthInternal medicineResearch methodology

Abstract

fetched live from OpenAlex

OBJECTIVES: To characterize contraceptive counseling experiences among women living with HIV (WLWH) receiving HIV care in Kenya. STUDY DESIGN: Sexually active, WLWH aged 15 to 49 years were purposively sampled from 109 high-volume HIV Care and Treatment Centers in Kenya between June and September 2016. Cross-sectional surveys were administered to enroll women on a tablet using Open Data Kit. Poisson generalized linear regression models adjusted for facility-level clustering were used to examine cofactors for receiving family planning (FP) counseling with a provider. RESULTS: Overall, 4805 WLWH were enrolled, 60% reported they received FP counseling during the last year, 72% of whom reported they were counseled about benefits of birth spacing and limiting. Most women who received FP counseling were married (64%) and discussed FP with their partner (78%). Use of FP in the last month (adjusted Prevalence Ratio [aPR] = 1.74, 95% confidence interval [CI]: 1.41-2.15, p < 0.001), desire for children in >2 years (aPR = 1.18, 95% CI: 1.09-1.28, p < 0.001), and concern about contraceptive side-effects (aPR = 1.13, 95% CI 1.02-1.25, p < 0.05) were significantly higher among WLWH who received FP counseling compared to those that did not. CONCLUSIONS: Over one-third of WLWH did not receiving FP counseling with an HIV care provider during the last year, and counseling was more commonly reported among women who were using FP or desired children in >2 years. IMPLICATIONS: There are missed opportunities for FP counseling in HIV care. FP integration in HIV care could improve FP access and birth spacing or limiting among WLWH.

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 machine prediction

Teacher imitation

Not calibrated prevalence, not ground truth. Human validation pending. The Gemma side is a direct model label for every work in the frame, read from the title-only record. The Codex side is a classifier learned from the 10,348 direct Codex labels and calibrated to design-weighted sample rates; fields without enough sample support carry no Codex call. Candidate is the union of the two sides; consensus is their intersection. These outputs are machine_predicted_unvalidated and are not human labels.

metaresearch head score (Codex)0.000
metaresearch head score (Gemma)0.001
Version: metacan-v3-hybrid-931329e0061cValidation 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 score0.060
Threshold uncertainty score0.120

Distilled classifier scores by category (both heads)

CategoryCodexGemma
Metaresearch0.0000.001
Meta-epidemiology (narrow)0.0000.000
Meta-epidemiology (broad)0.0000.000
Bibliometrics0.0000.001
Science and technology studies0.0010.000
Scholarly communication0.0000.000
Open science0.0000.000
Research integrity0.0000.000
Insufficient payload (model declined to judge)0.0020.000

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 head0.037
GPT teacher head0.337
Teacher spread0.300 · 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 source (direct Gemma or distilled Codex), 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".

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Citations3
Published2021
Admission routes1
Has abstractyes

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