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Record W4400621799 · doi:10.22374/cjmrp.v14i3.83

Giving Birth Outside the Health Care System in New Brunswick: A Qualitative Investigation

2024· article· en· W4400621799 on OpenAlexfundaboutno aff
K. Gilkey LeBlanc, Jude Kornelsen

Bibliographic record

VenueCanadian Journal of Midwifery Research and Practice · 2024
Typearticle
Languageen
FieldEconomics, Econometrics and Finance
TopicHealthcare Policy and Management
Canadian institutionsnot available
FundersCanadian Institutes of Health Research
KeywordsQualitative researchHealth careNursingPsychologyMedicineSociologyPolitical scienceSocial scienceLaw

Abstract

fetched live from OpenAlex

Introduction: There is limited research data on unassisted childbirth (a planned out-of-hospital birth without the attendance of a regulated care provider) in Canada; this means that there is a lack of understanding of its prevalence and of the childbearing women’s motivations. This study aimed to uncover women’s reasons for planning to give birth in the absence of an attendant licensed to practice in New Brunswick, in order to create insight into mainstream maternity care practices through those who have rejected them. Methods: In-depth qualitative interviewing with women who have had planned home births in New Brunswick in the past 10 years. Results: Participants had a variety of motivations and influences that played in their decision to have an unassisted home birth, including deeply held beliefs about childbirth and the need to manifest these beliefs in their experiences of birth. Participants expressed their desire to be the locus of control in their childbirth experience and believed they could best accomplish this outside of the hospital setting. Influences included ideological stance toward birth, the attitudes of their families and friends, and birth stories they had heard. Conclusion: This study demonstrates that when women’s needs are not met by mainstream health services, some will choose to give birth in the absence of a skilled provider or independent attendant. This gives rise to the need for discussion between all care providers and parturient women to better understand unmet needs and unaddressed fears around hospital birth. This article has been peer reviewed.

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)0.012
metaresearch head score (Gemma)0.003
Version: codex-gemma-dda1882f352aValidation status: machine_predicted_unvalidated
Candidate categoriesnone
Consensus categoriesnone
DomainCandidate signal: none · Consensus signal: none
Study designCandidate signal: Not applicable · Consensus signal: none
GenreCandidate signal: Empirical · Consensus signal: none
Teacher disagreement score0.943
Threshold uncertainty score0.997

Codex and Gemma teacher scores by category

CategoryCodexGemma
Metaresearch0.0120.003
Meta-epidemiology (narrow)0.0000.000
Meta-epidemiology (broad)0.0000.000
Bibliometrics0.0010.001
Science and technology studies0.0000.000
Scholarly communication0.0000.001
Open science0.0000.000
Research integrity0.0000.001
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 head0.271
GPT teacher head0.436
Teacher spread0.165 · 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 designNot applicable
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

Citations5
Published2024
Admission routes2
Has abstractyes

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