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Record W4402693135 · doi:10.1111/bld.12618

A Systematic Review to Explore Antenatal Care From the Perspectives of Women With Intellectual Disabilities and Midwives

2024· review· en· W4402693135 on OpenAlexaboutno aff
Weam Alhulaibi, Janine Stockdale, Paul McAleer

Bibliographic record

VenueBritish Journal of Learning Disabilities · 2024
Typereview
Languageen
FieldSocial Sciences
TopicDisability Rights and Representation
Canadian institutionsnot available
Fundersnot available
KeywordsIntellectual disabilityPsychologyMedicineNursingPsychiatry

Abstract

fetched live from OpenAlex

ABSTRACT Background During pregnancy, some women with an intellectual disability encounter some challenges, and some midwives who provide them with support lack the knowledge to provide the best care. This systematic review explores the experiences of women with intellectual disability during pregnancy and midwives' experiences of providing care. Method Four databases were searched (PubMed, CINHAL, PsycINFO and Web of Science) and the resultant studies were appraised for quality using CASP. The selected papers were published between January 2012 and December 2022 and originated from the United Kingdom, Sweden, Canada and Ireland. Results Eight studies were included: five examined the experiences of pregnant women with intellectual disability, one investigated the midwives' experiences of caring and two analysed both groups. The primary themes amongst women included pregnancy announcements, involvement in their care and fear of losing their baby custody. The midwives expressed their lack of readiness and need for additional support. Both groups recognised the necessity for improved education and accessible communication. Conclusion Women with intellectual disabilities who are in the context of this review revealed their requirement for improved education and assistance in understanding antenatal information. The midwives within the included studies felt inadequately prepared to support women with intellectual disabilities: they lacked specialist training and required additional support in health education and communication skills.

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)0.008
metaresearch head score (Gemma)0.036
Version: metacan-v3-hybrid-931329e0061cValidation status: machine_predicted_unvalidated
Candidate categoriesnone
Consensus categoriesnone
DomainCandidate signal: none · Consensus signal: none
Study designCandidate signal: Systematic review · Consensus signal: Systematic review
GenreCandidate signal: Review · Consensus signal: Review
Teacher disagreement score0.011
Threshold uncertainty score0.041

Distilled classifier scores by category (both heads)

CategoryCodexGemma
Metaresearch0.0080.036
Meta-epidemiology (narrow)0.0010.001
Meta-epidemiology (broad)0.0050.003
Bibliometrics0.0110.013
Science and technology studies0.0010.001
Scholarly communication0.0030.003
Open science0.0010.002
Research integrity0.0020.002
Insufficient payload (model declined to judge)0.0040.000

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 head0.045
GPT teacher head0.347
Teacher spread0.303 · 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 designSystematic review
Domainnot available
GenreReview

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

Citations2
Published2024
Admission routes1
Has abstractyes

Explore more

Same venueBritish Journal of Learning DisabilitiesSame topicDisability Rights and RepresentationFrench-language works237,207