At the core of this research is the discomforting realization that clinicians, many of whom believe themselves to be unbiased decision-makers, may unwittingly perpetuate inequities in healthcare outcomes through implicit biases. The title itself — “You think, like, you’re neutral but you’re not” — captures the cognitive dissonance experienced by care providers who are confronted with evidence of their own partialities. Employing a combination of quantitative data analysis and qualitative interviews, the authors delineate how these biases manifest in both subjective and objective measures related to pain perception and clinical responses in maternal and newborn settings.

Pain, particularly during childbirth and neonatal care, is one of the most elemental aspects of human experience. Yet, it is also one of the most variably assessed and managed symptoms across patient populations. This variability is compounded by racial and ethnic dimensions, where patients from minority groups frequently report not being taken seriously or having their pain underestimated. The study meticulously illustrates how these disparities are neither random nor isolated but are embedded in clinical protocols and the subjective judgments of healthcare professionals influenced by sociocultural stereotypes.

The mixed-methods approach adopted here allows for a comprehensive exploration of the problem from multiple angles. Quantitative data provided a foundation by revealing statistically significant differences in pain medication administration and other care practices between ethnic groups. This was corroborated with in-depth interviews and focus groups that revealed the nuanced ways healthcare providers interpret and react to expressions of pain, often filtered through unconscious biases related to ethnicity and race.

The setting of the Netherlands adds a unique lens to these findings. Despite its reputation as a progressive country with a robust healthcare system, the study underscores that no setting is immune to the pervasive nature of implicit bias. This challenges the assumption that socioeconomic or national contexts alone can safeguard against racial/ethnic disparities. Instead, it points to the need for continuous vigilance and targeted interventions irrespective of apparent societal equity.

One of the salient insights from the interviews was the frequent reliance on stereotypical assumptions by healthcare providers. These assumptions often reduced complex pain experiences to simplistic and biased interpretations, such as the erroneous belief that certain ethnic groups have higher pain tolerances or are more likely to exaggerate symptoms. Such misconceptions directly impact clinical decisions, leading to undertreatment or overtreatment, both of which carry significant health risks for mothers and infants.

The ramifications of biased pain assessment ripple far beyond immediate discomfort. Inadequate pain management during labor can result in psychological trauma, hinder bonding between mother and child, and precipitate complications during childbirth. For newborns, biased practices may delay the detection and treatment of distress signals, adversely affecting developmental outcomes. The study’s findings emphasize that addressing bias is not merely a matter of equity but an urgent public health imperative.

While the study exposes troubling trends, it also offers pathways for rectification. Training aimed at increasing provider awareness of implicit bias emerged as a crucial recommendation, emphasizing not just superficial diversity education but deep cognitive recognition of subconscious prejudices. The authors advocate for standardized pain assessment tools designed to minimize subjective interpretation, thereby reducing opportunities for bias to influence clinical decisions.

Moreover, institutional reforms are called for, including the integration of cultural competency into healthcare protocols and continuous monitoring of healthcare disparities as a metric of quality assurance. The study points to the potential benefits of involving patients and communities in developing care protocols that are sensitive to the needs and experiences of diverse populations, thereby fostering trust and improving communication.

The research methodology itself is notable for its robustness, combining large-scale data analytics with rich qualitative narratives. This fusion enables a holistic understanding of both the systemic patterns and the personal experiences of bias in clinical contexts. Such an approach sets a new standard for research into healthcare disparities, highlighting the value of interdisciplinary methods in unraveling complex social determinants of health.

The study also implicitly critiques the myth of the ‘neutral’ clinician, revealing that good intentions alone cannot safeguard against bias. This challenges the medical community to rethink training and evaluation frameworks, embedding critical self-reflection and structural awareness as central competencies for healthcare providers. It compels institutions to recognize that neutrality is an illusion when embedded in unequal social contexts.

Furthermore, the study’s implications extend beyond the Netherlands, resonating globally. Health disparities related to racial and ethnic bias are a universal concern, documented in diverse healthcare systems worldwide. By providing empirical evidence from a European context, this research contributes to the global dialogue on equity in maternal and newborn health, reinforcing the urgency for international collaboration in policy development and practice reform.

The timing of this study is particularly pertinent in an era increasingly defined by social justice movements and calls to decolonize medicine. It aligns with broader efforts to acknowledge and dismantle systemic racism in healthcare, advocating for transparency, accountability, and patient-centered care that respects cultural and individual differences.

In conclusion, Overtoom and colleagues’ mixed-methods study pierces through the superficial layers of clinical practice to expose deep-seated racial and ethnic biases in pain assessment and management in maternal and newborn care. It challenges the prevailing narratives of neutrality, foregrounds the lived realities of minority patients, and offers actionable insights for the transformation of healthcare systems. Their work demands that healthcare professionals, policymakers, and society at large confront inconvenient truths and commit to building care environments where equity is not aspirational but actualized.

Subject of Research: Racial and ethnic bias in pain assessment, management, and treatment in maternal and newborn healthcare.

Article Title: “You think, like, you’re neutral but you’re not”: a mixed-methods study of racial/ethnic bias in pain assessment, management and treatment in maternal and newborn care in the Netherlands.

Article References:
Overtoom, E., Goodarzi, B., Kanu, S., et al. “You think, like, you’re neutral but you’re not”: a mixed-methods study of racial/ethnic bias in pain assessment, management and treatment in maternal and newborn care in the Netherlands. Int J Equity Health (2025). https://doi.org/10.1186/s12939-025-02714-w

Image Credits: AI Generated

The study, led by researchers Seketi, Scherer, Anitha Menon, and colleagues, undertakes a meticulous framework analysis aimed at dissecting the extent to which Zambia’s COVID-19 government policies have integrated disability considerations. Zambia, a lower-middle-income African country with an estimated disability prevalence rate that aligns with global averages, presents a vital case study in understanding how health emergencies impact people with disabilities in resource-constrained environments. By analyzing official policy documents, the researchers reveal both the gaps and progressive steps taken in attempting to create an inclusive public health response.

At the core of the analysis is the recognition that people with disabilities often experience disproportionate vulnerabilities during pandemics. These vulnerabilities stem from various structural barriers, including limited access to health information tailored to diverse disabilities, reduced mobility, dependence on caregivers, and social marginalization. The Zambian government’s policy documents, published during different phases of the pandemic, were scrutinized for their acknowledgment of these obstacles and their implementation of measures designed to mitigate them.

One of the most striking findings of the research is the notable inconsistency in how disability inclusion was incorporated across different policy areas. While some documents made passing references to the need for inclusive communication—such as providing sign language interpreters for official announcements or accessible formats for public health guidelines—there was an apparent lack of systematic strategies to address the comprehensive needs of people with disabilities. This inconsistency highlights ongoing challenges in embedding disability rights firmly within public health frameworks, especially in emergent scenarios where rapid policymaking is necessary.

Furthermore, the researchers underscore the critical importance of embedding disability inclusion not only as a humanitarian concern but as a fundamental aspect of equity and justice in health. By inadequately considering the specific challenges faced by people with disabilities, policies risk exacerbating existing inequalities and missing opportunities to protect a vulnerable segment of the population effectively. Zambia’s experience, as revealed by the study, mirrors a global pattern where disability often remains insufficiently prioritized in emergency response planning.

Importantly, the study also points to instances of good practice within Zambia’s policy landscape. Certain interventions, such as targeted outreach to disability organizations and the inclusion of disability considerations in social protection schemes, signal progress toward more inclusive governance. However, these initiatives were not universally applied nor comprehensively evaluated for effectiveness, indicating room for improvement in policy design and implementation fidelity.

Technically, the researchers employed a rigorous framework analysis methodology, applying theoretical models of disability rights and inclusion to assess the policy texts. This approach enabled them to identify explicit and implicit references to disability, categorize the nature and depth of inclusion, and evaluate policy coherence regarding disability equity. By combining qualitative content analysis with a grounded theoretical lens, the study offers a nuanced understanding of how policy rhetoric translates—or fails to translate—into actionable commitments.

The implications of these findings extend beyond Zambia’s borders. They emphasize the urgent need for governments, particularly in low- and middle-income countries, to adopt intersectional approaches in public health policymaking that systematically integrate disability inclusion from the outset. This integration requires cross-sector collaboration, adequate resource allocation, and participatory mechanisms that empower people with disabilities to have a seat at decision-making tables affecting their lives.

Moreover, the research calls for global health and policy communities to strengthen monitoring and evaluation frameworks that can track disability inclusion in real time during crises. The absence of such mechanisms limits the ability to course-correct and ensure that emergency responses remain equitable, transparent, and accountable. Data collection efforts must be enhanced too, as accurate disaggregation by disability status is crucial to understanding the impact of health policies on different population groups.

The study also resonates deeply within the broader discourse on the human rights-based approach to health. By aligning their analysis with international frameworks such as the United Nations Convention on the Rights of Persons with Disabilities (CRPD), the authors reaffirm that disability inclusion in health policies is not just a matter of ethics but a binding obligation under international law. This legal context elevates the urgency of embedding disability concerns into public health preparedness and response frameworks.

Zambia’s case underscores that inclusive public health policy is not merely about emergency response but about building resilient health systems that cater to diversity in normal times and crises alike. Investments in disability-inclusive infrastructure, accessible healthcare services, and equity-driven social safety nets contribute to sustainable health outcomes and better preparedness for future shocks. Policymakers must therefore view disability inclusion as integral to strengthening health system resilience.

In addition, technological innovations hold promise for enhancing disability inclusion in health crises. Digital health interventions, remote consultations, and accessible information dissemination platforms can address some barriers faced by people with disabilities. However, the study highlights that such innovations must be designed with input from the disability community to avoid perpetuating exclusion and to ensure technological accessibility is prioritized.

Ultimately, the research offers a clarion call to act against the invisibility of disability within emergency health policy frameworks. It urges governments, international bodies, and advocacy groups to champion disability inclusion as a non-negotiable component of equitable health governance. Only through deliberate, informed, and collaborative efforts can the global community aspire to leave no one behind in the face of future pandemics or health emergencies.

This study stands as a testament to the power of focused policy analysis in driving systemic change. By shedding light on Zambia’s experiences, it provides a roadmap for other countries grappling with similar challenges—highlighting not only pitfalls but pragmatic steps toward inclusive, equitable, and effective health policy. The onus now rests on political will, resource mobilization, and inclusive governance to translate these findings into tangible improvements that protect and empower people with disabilities during crises and beyond.

In conclusion, the COVID-19 pandemic has exposed structural inequities worldwide, with disability inclusion emerging as a critical axis of concern. Zambia’s government policies, as painstakingly analyzed in this research, reveal both the progress made and the significant gaps that remain. This work enriches the global discourse on equitable health policymaking and underscores the necessity for comprehensive, rights-based approaches that center the experiences and needs of people with disabilities. As the world prepares for future health challenges, this study’s insights call for embedding disability inclusion as a fundamental pillar of public health strategy, ensuring that no population is sidelined in times of crisis.

Subject of Research: Disability inclusion in government COVID-19 policies in Zambia

Article Title: Disability inclusion in Zambia’s government COVID-19 policies: a framework analysis

Article References:
Seketi, Q., Scherer, N., Anitha Menon, J. et al. Disability inclusion in Zambia’s government COVID-19 policies: a framework analysis. Int J Equity Health 24, 300 (2025). https://doi.org/10.1186/s12939-025-02656-3

Image Credits: AI Generated

DOI: https://doi.org/10.1186/s12939-025-02656-3