The Root of the Bias: How Professional Training Shapes Clinical Reports

Y Coleman,

4th August 2026
Why isn't clinical report writing standardized acrosss the healthcare professions as identified in MedNut Mail post The root of the bias: how professional training shapes clinical reports.

Takeaway

Gender-bias in clinical report writing is rarely discussed, yet its implications for healthcare outcomes, budgets and staff retention are profound.

Gender-bias in clinical report writing is rarely discussed, yet its implications for healthcare outcomes, budgets and staff retention are profound.

Professional variability in clinical reports

The health professions do not share a common, standardized clinical writing format. Male-dominated health professions are mostly educated by men and frame their reports quite differently from female-dominated professions who are mostly educated by women. Women within male-dominated professions such as medical and pharmaceutical, do not have gender-bias issues in their clinical report writing. The issue seems to lie within the training, and how students are taught to frame their clinical reports.

Consequences of non-standardized clinical reports  

The consequences of non-standardized clinical reports include –

  1. poorer outcomes for patients,
  2. poorer communication between clinicians,
  3. increased staff turnover.

Pharmaco-nutrition is particularly vulnerable to the consequences incurred by non-standardized formats. The training of doctors and pharmacists does not effectively include nutrition’s fundamental role in health. Consequently, they do not fully comprehend the consequences of deficit nutrient impacts on health outcomes. For example, doctors and pharmacists consistently prescribe medicines that are known to impair the availability of a range of nutrients. They also do not, as standard practice, initiate regular monitoring and/or prophylactic interventions for all those nutrients.
The primary gate-keepers of pharmaco-nutrition interventions are typically doctors and pharmacists.

How other clinicians frame their clinical reports can influence whether their pharmaco-nutrition management strategies are applied. Non-application of the recommendations typically means outcomes that include -
   - for the consumer: delayed recovery, extended duration of the health issue, non-recovery ie chronicity;
   - for the health professional: sense of professional disrespect, perceived diminished value of their contribution, and ultimately departure from the profession and healthcare sector.

Testing the concept   

As this concept has been a recent, shocking revelation for me, I tested the concept on 3 AI tools. ChatGPT, Perplexity and Gemini were chosen because they do not require accounts for immediate access. The following prompt and template were pasted into the 3 AI tools, and were tested twice on different days.

Prompt

Is the following template credible and authoritative for doctors and pharmacists?

Template

Mrs XXX is in the difficult position of being prescribed a proton pump inhibitor and having a wound that is unlikely to heal properly whilst a proton pump inhibitor is prescribed. Advisable to consider –

- whether the proton pump inhibitor prescription is still required;

- if the proton pump inhibitor can be ceased until the wound is healed.

Testing on different days generated different advice. I concluded the AI tools are an unreliable format for testing the concept at this stage of their development!

Clinical Concerns

The consequences of this hidden form of gender-bias are profound. Questions we could and should be asking include -

  • Staff replacement ie recruitment, onboarding, and resultant loss of productivity, are significant costs to typically stretched budgets. What percentage of clinicians globally, leave their professions annually because of being/feeling discounted, disregarded, disrespected?
  • Staff attrition, longer hospital stays, poorer outcomes, legal costs, damaged public confidence in institutional competence are hidden costs. How much do these hidden imposts cost the global healthcare system on an annual basis?
  • Many pharmaco-nutrition related harms are preventable. What is the global financial cost of pharmaco-nutrition harms?

Proposed solution

A standardized format, taught across the health professions sector, would ensure non-gendered framing of clinical reports.

The creation of a multi-nation, multi-profession working party to develop an effective, inter-profession framework. This team would also facilitate the introduction and distribution of the standardized format globally.

Clinical Question

Seemingly we have to develop our own pharmaco-nutrition key factors for our clinical reports. Which key factors have you chosen to typically include in your clinical reports?

Conclusions

Gender-bias in clinical report writing is insidiously damaging and can be addressed with standardized clinical reports across the health professions.

Cite: Coleman, Y. 2026. The Root of the Bias: How Professional Training Shapes Clinical Reports. MedNut Mail https://medicationsandnutrition.com/the-root-of-the-bias-how-professional-training-shapes-clinical-reports/ Accessed (date)

 The Root of the Bias: How Professional Training Shapes Clinical Reports

Professional Notice

The information in this article is designed to support healthcare professionals. It is not an exhaustive clinical protocol. Healthcare professionals are advised to maintain adequate professional supervision to ensure Duty of Care obligations with respect to safe administration of medicines is met for each individual consumer.

Core Philosophy

Whilst medications have profoundly improved global health outcomes, they typically also introduce nutritional challenges. By proactively identifying and addressing these nutritional harms, we can bridge the gap towards achieving better health outcomes.

MedNut Mail is a free fortnightlyish email that consists of an editorial - based on some aspect of PharmacoNutrition.

Icon for our MedNut Mail articles on drug-nutrient and drug-food

Want to make sure you do not miss any articles?

Then subscribe now and have it delivered to your inbox!

Malcare WordPress Security