MétaCan
Menu
Back to cohort

Clinicians’ Perspectives on Barriers to Discussing Infertility and Fertility Preservation With Young Women With Cancer

2019· article· en· W2989559055 on OpenAlexaffabout
Andrea Covelli, Marcia Facey, Erin Kennedy, Christine Brezden‐Masley, Abha A. Gupta, Ellen Greenblatt, Nancy N. Baxter

Bibliographic record

VenueJAMA Network Open · 2019
Typearticle
Languageen
FieldMedicine
TopicReproductive Biology and Fertility
Canadian institutionsHospital for Sick ChildrenSt. Michael's HospitalMount Sinai HospitalPublic Health OntarioUniversity of Toronto
FundersCelgenePfizerEli Lilly and CompanyAmgen
KeywordsFertility preservationMedicineFertilityInfertilitySnowball samplingThematic analysisFamily medicineGynecologyCancerQualitative researchPopulationInternal medicinePregnancyEnvironmental health

Abstract

fetched live from OpenAlex

Importance: Infertility can be a devastating adverse effect of cancer treatment for young women. Fertility preservation may be an important and influential factor in treatment decisions. Despite American Society of Clinical Oncology guidelines recommending discussion around potential infertility with patients, nearly 50% of young women with cancer remain uninformed. Objective: To understand and describe from clinicians' perspectives the barriers to discussing infertility and fertility preservation with young women with cancer. Design, Setting, and Participants: This qualitative study used purposeful, maximum variation, and snowball sampling strategies to recruit 22 clinicians from cancer centers and community hospitals in 5 Canadian provinces, 5 practice areas, and 12 practice sites. Eligibility criteria included clinicians who regularly treat young women with cancer who might need fertility preservation. Telephone interviews that lasted between 30 to 75 minutes were conducted between May and November 2014 using a semistructured interview guide. Thematic analysis was used to discern the nature of barriers, and the Cabana framework was used to organize and interpret these findings. Analysis was conducted from May 2014 until May 2015. Main Outcomes and Measures: Clinician perspectives on what influences their nonadherence to American Society of Clinical Oncology guidelines, which recommend discussing fertility preservation with patients. Results: A total of 22 clinicians were interviewed, including 8 medical oncologists, 4 surgical oncologists, 4 fertility specialists, 3 hematology and oncology specialists, and 3 nurse practitioners or clinician nurse specialists. Seventeen clinicians were women and 5 clinicians were men; the median (range) time in practice was 10 (0.67-37) years. Analysis suggested that clinicians' unfamiliarity with infertility risks, fertility preservation technologies, referral processes, and procedures, as well as environmental factors and their perceptions of fertility preservation, influenced their practices regarding fertility discussions. Conclusions and Relevance: The findings of this qualitative study suggest that the individual and environmental challenges that clinicians experience might negatively affect their willingness and ability to raise fertility-related issues with young women with cancer. Multiple strategies are needed to address these challenges to improve overall care of young women with cancer.

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)0.015
metaresearch head score (Gemma)0.044
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 score0.050
Threshold uncertainty score0.099

Distilled classifier scores by category (both heads)

CategoryCodexGemma
Metaresearch0.0150.044
Meta-epidemiology (narrow)0.0000.001
Meta-epidemiology (broad)0.0010.000
Bibliometrics0.0010.002
Science and technology studies0.0080.005
Scholarly communication0.0040.003
Open science0.0010.003
Research integrity0.0030.003
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 head0.022
GPT teacher head0.313
Teacher spread0.291 · 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

Citations88
Published2019
Admission routes2
Has abstractyes

Explore more

Same venueJAMA Network OpenSame topicReproductive Biology and FertilityFrench-language works237,207