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Record W4400244645 · doi:10.1111/jan.16299

A nurse‐led model of care to improve access to contraception and abortion in rural general practice: Co‐design with consumers and providers

2024· article· en· W4400244645 on OpenAlexaff
Jessica E. Moulton, Noushin Arefadib, Jessica R. Botfield, Karen Freilich, Jane Tomnay, Deborah Bateson, Kirsten Black, Wendy V. Norman, Danielle Mazza

Bibliographic record

VenueJournal of Advanced Nursing · 2024
Typearticle
Languageen
FieldMedicine
TopicReproductive Health and Contraception
Canadian institutionsUniversity of British Columbia
FundersMedical Research Future FundMonash University
KeywordsAbortionNursingMedicineFamily planningKey (lock)Nurse practitionersFamily medicinePregnancyPopulationResearch methodologyHealth careComputer sciencePolitical scienceEnvironmental health

Abstract

fetched live from OpenAlex

AIM: To describe key features of a co-designed nurse-led model of care intended to improve access to early medication abortion and long-acting reversible contraception in rural Australian general practice. DESIGN: Co-design methodology informed by the Experience-Based Co-Design Framework. METHODS: Consumers, nurses, physicians and key women's health stakeholders participated in a co-design workshop focused on the patient journey in seeking contraception or abortion care. Data generated at the workshop were analysed using Braun and Clarkes' six-step process for thematic analysis. RESULTS: Fifty-two participants took part in the co-design workshop. Key recommendations regarding setting up the model included: raising awareness of the early medication abortion and contraceptive implant services, providing flexible booking options, ensuring appointment availability, providing training for reception staff and fostering good relationships with relevant local services. Recommendations for implementing the model were also identified, including the provision of accessible information, patient-approved communication processes that ensure privacy and safety, establishing roles and responsibilities, supporting consumer autonomy and having clear pathways for referrals and complications. CONCLUSION: Our approach to experience-based co-design ensured that consumer experiences, values and priorities, together with practitioner insights, were central to the development of a nurse-led model of care. IMPLICATIONS FOR THE PROFESSION AND/OR PATIENT CARE: The co-designed nurse-led model of care for contraception and medication abortion is one strategy to increase access to these essential reproductive health services, particularly in rural areas, while providing an opportunity for nurses to work to their full scope of practice. IMPACT: Nurse-led care has gained global recognition as an effective strategy to promote equitable access to sexual and reproductive healthcare. Still, nurse-led contraception and abortion have yet to be implemented andevaluated in Australian general practice. This study will inform the model of care to be implemented and evaluated as part of the ORIENT trial to be completed in 2025. REPORTING METHOD: Reported in line with the Standards for Reporting Qualitative Research (SRQR) checklist. PATIENT OR PUBLIC CONTRIBUTION: Two consumer representatives contributed to the development of the co-design methodology as members of the ORIENT Intervention Advisory Group Governance Committee.

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)0.000
metaresearch head score (Gemma)0.000
Version: codex-gemma-dda1882f352aValidation status: machine_predicted_unvalidated
Candidate categoriesnone
Consensus categoriesnone
DomainCandidate signal: none · Consensus signal: none
Study designCandidate signal: Other design · Consensus signal: none
GenreCandidate signal: Empirical · Consensus signal: Empirical
Teacher disagreement score0.576
Threshold uncertainty score0.366

Codex and Gemma teacher scores by category

CategoryCodexGemma
Metaresearch0.0000.000
Meta-epidemiology (narrow)0.0000.000
Meta-epidemiology (broad)0.0000.000
Bibliometrics0.0000.000
Science and technology studies0.0000.000
Scholarly communication0.0000.001
Open science0.0000.000
Research integrity0.0000.000
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 head0.016
GPT teacher head0.382
Teacher spread0.366 · 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 designOther design
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

Citations13
Published2024
Admission routes1
Has abstractyes

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