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Record W4235194628 · doi:10.21203/rs.3.rs-33575/v1

Men perspectives on attending antenatal care visits together with their pregnant partners in Misungwi district, rural Tanzania: a qualitative study

2020· preprint· en· W4235194628 on OpenAlexafffund
Maendeleo Boniphace, Dismas Matovelo, Rose Laisser, Hadija Swai, Victoria Yohana, Sylvia Tinka, Lusako Mwaikasu, Hannah Faye G. Mercader, Jennifer L. Brenner, Jennifer Mitchell

Bibliographic record

VenueResearch Square · 2020
Typepreprint
Languageen
FieldMedicine
TopicGlobal Maternal and Child Health
Canadian institutionsUniversity of Calgary
FundersCanadian Institutes of Health ResearchGlobal Affairs CanadaInternational Development Research Centre
KeywordsSwahiliTanzaniaFocus groupThematic analysisAttendanceMedicineQualitative researchNursingLocal languageFamily medicineHealth carePsychologyMedical educationSocioeconomicsSociologyPolitical science

Abstract

fetched live from OpenAlex

Abstract Background: Mens’ attendance, together with their pregnant partners at facility-based antenatal care (ANC) visits is important, yet remains uncommon in parts of rural Tanzania. This study examined perspectives of men on attending with their pregnant partners in Misungwi District, Tanzania.Methods: Individual interviews (n=6) and focus group discussions (5) were conducted using semi-structured questionnaires with fathers, expectant fathers and other key informants (health providers, volunteer community health workers, Village leaders). The interviewers were researchers trained on how to conduct interviews prior field visits. The questions were asked using Tanzania National language ( Swahili).Transcripts were recorded, transcribed in Swahili Language and later on it was translated in English language. The research team conducted thematic analysis using English language by grouping related codes into themes. The main themes were obtained upon agreement with the research team. Results: Two key system/societal-level themes were identified: (1) males who attended facility-based ANC visits and experienced lack of being given ANC feedback from health care workers and partners and hence men felt excluded from visit services; and (2) traditional cultural beliefs and gender roles strongly influenced the choice not to attend visits. This resulted into men being hidden pregnancy details (secrecy) from their partners in the community. Conclusion: To maximize gender equity in maternal and health requires involvement of men at ANC visits in Misungwi. This can be achieved by addressing core traditional and systemic barriers including use of community health workers. Improved communication between partners and health care providers through provision of ANC feedback and male involvement in examination room is warranted to promote access to ANC.

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)0.003
metaresearch head score (Gemma)0.004
Version: metacan-v3-hybrid-931329e0061cValidation status: machine_predicted_unvalidated
Candidate categoriesnone
Consensus categoriesnone
DomainCandidate signal: none · Consensus signal: none
Study designCandidate signal: Qualitative · Consensus signal: Qualitative
GenreCandidate signal: Empirical · Consensus signal: Empirical
Teacher disagreement score0.011
Threshold uncertainty score0.022

Distilled classifier scores by category (both heads)

CategoryCodexGemma
Metaresearch0.0030.004
Meta-epidemiology (narrow)0.0000.000
Meta-epidemiology (broad)0.0000.000
Bibliometrics0.0010.001
Science and technology studies0.0050.003
Scholarly communication0.0020.001
Open science0.0010.002
Research integrity0.0010.001
Insufficient payload (model declined to judge)0.0030.000

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 head0.072
GPT teacher head0.458
Teacher spread0.386 · 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 designQualitative
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 routes2
Has abstractyes

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