ReviewGlobal health, science and practice2019
Provider Bias in Family Planning Services: A Review of Its Meaning and Manifestations.
Review in Global health, science and practice, 2019. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Cited by 110 papers, 2 of them syntheses that pooled it.
What it found
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The abstract states no effect estimate the extractor could read, or names no intervention and outcome on the map, so this paper lights no cell and moves no belief. It is still indexed, cited and linked below.
The trial behind it
Trials whose registry record cites this paper, or whose number appears in the abstract. A trial that started after this paper was published is citing it as background, not reporting it.
Neither the registry nor the abstract names a trial number. If this is a trial report, that itself is worth knowing.
Who cites it
110 citing papers in PubMed, 2 syntheses or guidelines pooled it, 186 citations in OpenAlex.
- Determinants of contraceptive discontinuation among sexually active women in Nigeria: a systematic review.BMC public health · 2026Pooled it
- Health workers' values and preferences regarding contraceptive methods globally: A systematic review.Contraception · 2022Pooled it
- Recent Intimate Partner Violence and Oral Contraceptive Pill Adherence in a Cohort of Reproductive-Aged Women.Journal of women's health (2002) · 2022Trial
- Trial
- Evaluating Client-Centered Counseling Approaches to Improve Contraceptive Uptake at Family Planning Centers in Rawalpindi, Pakistan: Protocol for a Pilot Cluster-Randomized Trial.JMIR research protocols · 2026Article
- Policy in practice: assessing Senegal's family planning progress using a mixed-methods approach.BMJ global health · 2026Article
- Community-level variations in contraceptive use among women in union and those not in union: a comparative study of 35 sub-Saharan African countries.Contraception and reproductive medicine · 2026Article
- Family planning services in Timor Leste: national health facility survey (2024).The Lancet regional health. Southeast Asia · 2026Article
- Understanding clients' and providers' perspectives on the implementation of subcutaneous depot medroxyprogesterone acetate (DMPA-SC) for self-injection programming in Nigeria.BMJ global health · 2026Article
- Free but declining: the paradox of contraceptive uptake in Burkina Faso.Frontiers in reproductive health · 2026Article
- "Contraceptives are like committing a crime": a qualitative study on contraceptive access and utilization in Libya.Frontiers in global women's health · 2026Article
- Ethical wisdom in family planning programming.Frontiers in global women's health · 2026Article
- Perceptions of women on seeking sexual healthcare in Beirut: a qualitative study.Sexual and reproductive health matters · 2025Article
- Interests and preferences regarding family planning self-care interventions: cross-sectional surveys with Kenyan and Nigerian women.Sexual and reproductive health matters · 2025Article
- Opening the black box of agency in contraceptive decision-making: A cross-country qualitative study of a complex process.SSM. Qualitative research in health · 2025Article
- Challenges to informed choice counselling: a qualitative study of contraceptive self-care introduction in the Copperbelt Province of Zambia.BMJ global health · 2025Article
- Healthcare provider perspectives on their role in perpetrating and perpetuating reproductive coercion: a qualitative study.BMC health services research · 2025Article
- Comparative perceptions of wait times for family planning services among contraceptive users and mystery clients in Kisumu, Kenya: a mixed methods analysis.BMC health services research · 2025Article
- Quality of counseling for self-administering injectable contraception: field evidence from mystery client interactions in Lagos, Nigeria.BMC women's health · 2025Article
- Provider-imposed restrictions on contraceptive use in Western Kenya.Contraception · 2025Article
50 more citing papers are in PubMed but not listed here.
Corrections and comments
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Authors and funding
2 authors at 1 institution in 2 countries.
Funding
Abstract
Family planning programs are guided by the principle of informed choice as well as the goal of providing a broad choice of contraceptive methods to clients. Provider bias is an important barrier to realizing this goal, but it must be clearly defined and understood to be effectively addressed. This review presents an overview of the concept of provider bias in family planning, focusing on the following issues: (1) what it is, (2) how widespread it is, (3) its underlying causes, (4) its impacts, and (5) how it can be effectively addressed. The definitions of provider bias include common themes about providers creating barriers to choice, typically based on the characteristics of either a client or a contraceptive method. However, an agreed-upon definition is lacking. Measurement of provider bias has often relied on self-reports by providers but has also included observation and use of mystery clients for supplemental data. The general trend in the data is clear: large numbers of providers impose barriers and restrictions beyond those that are in guidelines or are necessary for any medical reasons. This trend indicates the presence of bias. Providers have shown bias based on age, parity, marital status, and other criteria, with a bias against provision of various contraceptive methods to youth being the most common. Provider bias often stems from broader social norms, particularly judgments about sexual activity among youth and concerns about the impact of hormonal methods on future fertility. Little documentation of the impact of provider bias exists, although method mix skew has been identified as a possible red flag for bias. Newer approaches to address bias that have moved beyond traditional training and guidelines development to more fundamental behavior change efforts show promise, and learning from their lessons will be important. A major question is how to scale up such approaches.
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What OpenQuestion holds
Registered trials
Read under generation 80e0d062 · epoch 390. Bibliography from PubMed, PubMed Central and OpenAlex; grants from NIH RePORTER; trial links from ClinicalTrials.gov; estimates, votes and beliefs from the OpenQuestion graph.