Introduction
Welcome to the second instalment of my series exploring the Gendered Ageing Gap – a systemic failure where women over fifty are effectively ghosted by scientific research. We are living in a revolutionary age of Artificial Intelligence, yet we are still operating under a “male-as-default” medical model that was outdated when we were in bell-bottoms (yeah, I know, they are back…). If we want to avoid becoming a historical footnote in an LLM’s training data, we have to do two things: take fierce ownership of our own biological health and get aggressively involved in the digital world to ensure our reality is included in the algorithms.
Because, as I’ve learned the hard way, the cost of being “invisible” isn’t just an annoyance – worst case, it’s lethal.
The Personal Cost of “Atypical” Labels
I recently lost my sister-in-law to this exact brand of medical neglect. She was five years younger than me – never smoked, stayed in reasonably good shape, and lit up every family gathering with that vibrant, steady presence you only fully appreciate when it’s gone. After years in a difficult marriage, she finally rebuilt her life: a divorce, then a partner who loved her well, daughters finding their way into happy marriages, and the arrival of grandchildren – an idea she used to laugh about as if it belonged to someone else’s story, not hers.
Then, on a Friday afternoon, she ran into one of my nephews and mentioned she wasn’t feeling right. “I probably ate something wrong,” she said. “I’ll rest, and if it’s not better, I’ll see the doctor on Monday.” My nephew is an anaesthesiologist. He asked for an ECG – just to be safe. The tracing wasn’t normal, but it wasn’t dramatic either; nothing that screamed emergency. Still, she was rushed to hospital, and a heart attack was confirmed. She was treated quickly, yet the complications that so often follow women’s heart attacks hit with brutal speed. She was flown to a specialist clinic, endured eight hours of open-heart surgery, and died days later from multiple organ failure. She received good care. And still, she didn’t make it.
She was healthy. She was reasonably fit. She was supposed to have decades left. But she fell into the “gender gap” of cardiac care – a gap that treats the female body as a physiological variant rather than a biological reality.
The Gaslighting of the “Atypical” Symptom
Physicians, particularly male providers, have a documented habit of under-considering cardiac risk factors in women. When we show up with symptoms that don’t look like a Hollywood movie, our distress is frequently attributed to anxiety, stress, or perhaps that spicy lunch we had. Or menopause, something many physicians don’t take seriously anyway.
Nearly half of women do not present with the “typical” crushing chest pain seen in men. Let’s be clear: if half the population experiences a symptom, it isn’t “atypical.” It’s just “female”.
| Symptom Category | Male Presentation (Standard) | Female Presentation (The “Atypical” Reality) |
| Primary Pain | Crushing central chest pain | Back, neck, or jaw pain |
| Gastrointestinal | Rare | Nausea, indigestion, abdominal pain |
| Respiratory | Common dyspnoea | Shortness of breath, unexplained fatigue |
| Psychological | Fear of death | Malaise, dizziness, intense anxiety |
Table comparing male vs female heart attack symptoms – back pain, jaw pain, nausea in women
Because our symptoms deviate from the male-centric standard, we are 50% more likely than men to receive an incorrect initial diagnosis. We aren’t just being ignored; we are being actively misdiagnosed into an early grave.
I must admit, if I had symptoms like my sister-in-law, I wouldn’t bother asking for help – I’d just decide to wait until Monday…
The 8,000 Avoidable Deaths
This isn’t just a matter of “bad bedside manner.” It is a structural failure of our medical infrastructure. Because diagnostic protocols were developed using male data, women often receive fewer diagnostic tests, such as coronary angiography or cardiac enzyme assessments. Even when we are hospitalised, we are less likely to receive coronary interventions or be referred to cardiac rehabilitation. Surprisingly, even if they do show the same symptoms as men, this happens.
The result? In England and Wales alone, differences in care contributed to an estimated 8,000 avoidable deaths over a decade. Other countries show similar results, and it is heartbreaking, literally: These were women who were “not done yet.” These were sisters, mothers, and colleagues who were written off by a system that couldn’t be bothered to look at the data.
Regardless of the country, medical experts emphasise that women must regularly advocate more strongly for themselves, as healthcare providers are still statistically less likely to attribute atypical symptoms to heart disease in female patients. But even if women show typical symptoms, they do not get the necessary care right away – the heart attack gender gap.
AI and the Scaling of Bias
As we move into the age of AI-driven insights, the risk is that we automate this neglect. If we don’t get involved and ensure that LLMs and “Digital Patient Twins” are trained on representative data, these algorithms will simply generate “male-default” recommendations at scale.
Currently, some diagnostic AI models are using demographic “shortcuts” like age and gender instead of clinical data. This is how we end up with “gendered ageism” in recruitment, too – where research shows LLMs consistently weave younger work histories into female profiles, viewing our value as declining while men are seen as “seasoned”.
If we don’t have the health support to maintain our physical strength, and we don’t have the digital representation to protect our careers, we are being pushed out of the economy by a system that doesn’t understand our biology.
Taking the Reins (Because the System Won’t)
So, what do we do? We become the “myth-busters” of our own lives. We refuse to accept “anxiety” as a diagnosis for physical distress until every cardiac possibility has been exhausted. We demand the tests – the ECGs, the troponin levels – that the protocols might “forget” to order for a woman.
We must take ownership of our own longevity strategies and become vocal participants in the technological world. We are Generation Jones. We are the 90% of super centenarians. And we are absolutely not done yet.
If you want to read the full White Paper, with all sources, click here.
#IamNotDoneYet
Practical Action Steps:
- Ownership of Health: To navigate this “research desert,” you need to understand the metabolic and cardiovascular strategies that actually meet female requirements. In my course, Master Longevity @50plus, I provide simple, doable steps to help you build a physical foundation for the next thirty years. And they will not cost a fortune or ask to take expensive supplements.
- Mastering the Machine: To ensure your voice and data are included in the future of AI, you need to understand how to use these tools. My Master NotebookLM course shows you how to use AI to organise your own research, cut through algorithmic bias, and walk into your next doctor’s appointment with the evidence they haven’t bothered to read.
You are not alone. Just staying on top of your health and understanding what is going on is your first step to avoid being overlooked. Whether you are in your 50s or 60s, you have decades ahead of you. Make them the best!
