News
‘The capacity for harm is real’- experts raise concerns over use of AI in reproductive health
Without prioritising equity, AI algorithms may end up providing “flawed” evaluations, experts have warned

Experts have raised concerns over the use of AI in sexual and reproductive health after the World Health Organisation stepped in to address the risks and opportunities of the rapidly advancing technology.
The World Health Organisation and the UN Special Programme on Human Reproduction unveiled a new technical brief that would explore the application of AI in sexual and reproductive health and rights.
The brief, developed by researchers through consultation with specialists in the field, aims to assess trends and challenges ahead and mitigate potential harms and risks.
While experts have acknowledged that AI has the potential to improve sexual and reproductive health, they have warned that without prioritising equity, algorithms may end up providing “flawed” evaluations and neglecting certain groups of people.
“AI tools are only as good as their inputs,” Dr Regina Davis Moss, president and CEO of In Our Own Voice, told Femtech World.
“Without deliberately building equity into the process, algorithms may rely on racially biased data to provide flawed evaluations and recommendations for healthcare providers.”
Assuming one type of body to be the default in medicine, she said, has already had serious consequences historically, particularly for people of colour and those from ethnic minorities.
“AI tools aren’t perfect yet. When we use this technology to address our sexual and reproductive health needs, we’re putting our trust in tools that lack the precision, nuanced understanding, and reliability that good care requires.
“We’re also putting our medical information at risk, which then can be used to perpetuate medical racism. That’s why we need policy regulations for AI that address biases, risks and potential disinformation.”
Robert Ranisch, researcher in medical ethics and digitalisation at the University of Potsdam, Germany, said: “It’s crucial to recognise that AI-driven tools are vehicles for information delivery, inherently embedded with certain values – they are not inherently neutral.
“Think about digital tools for sexual education, for example, in a society with strong patriarchal views. It makes you wonder who’s behind these systems and what kind of ideology they’re pushing. It is crucial to have reliable and trustworthy institutions in place.”
Inherent challenges of some AI systems, such as biases, Ranisch added, underscore the fact that a flawless system is an illusion.
“Systems effective in one context or for one population may not perform as well in others,” he explained.
“This highlights the importance of contextual and cultural sensitivity in AI deployment. Engaging local communities in the design, development, and testing of these applications is crucial for their acceptability, trustworthiness and effectiveness.”
Dawn Laguens, vice president and chief of global strategy and innovation at Planned Parenthood Federation of America, said the possibilities of AI in sexual and reproductive healthcare and information are promising, but the capacity for harm is real.
“As innovators, our charge is to responsibly apply tools like AI to health care in ways that positively transform patients’ lives, without compounding existing harms or disparities to the detriment of communities that already face the most barriers to care,” Laguens said.
Multiple studies have found that AI models built to predict conditions, such as liver disease, are more likely to miss disease in women than in men.
Additionally, machine learning algorithms designed to diagnose common infections in women have been shown to present diagnostic biases among ethnic groups.
Dr Kala Wilson, content and community manager at Health in Her HUE, said to effectively address the “systemic” biases in AI, we need to see the technology as a tool rather than a solution.
“This approach can help make health resources accessible to everyone, ensuring fair and equitable progress in healthcare delivery,” she told Femtech World.
Dr Saralyn Mark, women’s health innovation lead at the American Medical Women’s Association, added: “As recommended by UNESCO, it is essential for civil society to develop gender-inclusive AI principles and guidelines to overcome the built-in gender biases found in AI devices, data sets and algorithms.
“This will not only provide a remedy for our existing technologies, but also for the new ones that are being pioneered now and in the future.”
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Menopause
High street bakery chain Gail’s reveals menopause plan

Gail’s has unveiled a menopause action plan offering new workplace support to thousands of staff ahead of legal reforms due in 2027.
The high street bakery chain will offer new benefits including 24/7 digital GP access and a new employee assistance programme, according to The Times.
It will also explore new online training for staff, including specific training for management.
Gail’s people director Miranda Burgum told The Times: “All we’re trying to do is talk freely and for it not to be a forbidden subject. It’s helping our managers and teams understand that this isn’t a taboo.”
“We’re going to develop the education with our managers, so it will be threaded through all our policies
“It will look at induction training, it will look at the types of people we need to make sure that we make reasonable adjustments for.
“And if somebody needs some sort of risk assessment, we’re going to be looking at [that].”
The move comes ahead of reforms due to be introduced in spring 2027 under the Employment Rights Act.
UK employers with 250 or more employees will be legally required to publish and update official menopause action plans.
The plans are intended to support employers to take effective action to improve workplace gender equality and support employees experiencing menopause.
Fertility
Paracetamol use may impact future fertility, studies suggest

Paracetamol use in pregnancy was not linked to autism or ADHD, while separate research found reproductive differences in girls exposed before birth.
One study analysed health records from more than 120,000 children and found no increased risk of autism following prenatal paracetamol exposure.
A separate analysis of nearly 100,000 children also found no increased risk of ADHD among those born to mothers who used the painkiller during pregnancy.
Researchers from the Hong Kong Hospital Authority examined electronic health records covering pregnancies between January 2001 and December 2023.
The autism analysis included 124,333 children, who were nine years old on average and split almost evenly between males and females. There were 3,445 autism diagnoses, representing 2.8 per cent of the group.
The ADHD analysis involved 97,285 children, who were seven years old on average and also split evenly between males and females. There were 5,168 ADHD diagnoses, representing 5.3 per cent.
Women prescribed paracetamol during pregnancy were more likely to be older and have pre-existing conditions including psychiatric disorders, as well as reasons for taking the drug such as infection, fever or chronic pain.
No association was found between prenatal paracetamol exposure and either autism or ADHD.
The findings did not differ according to the trimester in which paracetamol was taken or whether use was intermittent or daily. Advanced maternal age, defined as pregnancy in women over 35, did not alter the findings.
The researchers wrote: “Paracetamol remains a safe and essential analgesic [pain reliever] and antipyretic [fever reducer] during pregnancy, whereas alternatives, such as NSAIDs and opioids carry well-documented risks.
“Unwarranted reluctance to use paracetamol could lead to undertreatment of pain and fever, or the use of more harmful alternatives, both posing risks to the pregnancy and developing fetus.”
The authors said women should assess paracetamol use with guidance from their doctor.
A separate study involving 685 pregnant women without pre-existing conditions and 302 infant daughters found associations between prenatal paracetamol exposure and differences in reproductive organs and hormone levels.
Researchers from Copenhagen University Hospital enrolled the women during their first trimester and assessed them during the first trimester, third trimester and again when their babies were three months old.
At around three months, infants experience a temporary rise in reproductive hormones sometimes called mini-puberty.
Pregnant participants completed questionnaires every two weeks about their use of pain medicines including paracetamol. Infant girls underwent ultrasound scans of their reproductive organs and blood tests to measure hormone levels.
Researchers also examined a separate group of 1,210 girls followed from infancy to adolescence whose mothers reported paracetamol use during the third trimester.
Three-month-old girls exposed to paracetamol before birth had an average 40 per cent smaller ovarian volume, 13 per cent smaller uterine volume and 23 per cent fewer ovarian follicles.
Girls exposed during the first trimester also had lower levels of Anti-Müllerian hormone, a marker of ovarian function.
Among the older girls, those exposed before birth were more likely to have smaller uteruses at puberty and smaller ovaries during their teenage years.
Dr Margit Bistrup Fischer, lead study author and postdoctoral researcher in the Department of Growth and Reproduction at Rigshospitalet hospital in Denmark, said: “Animal studies have demonstrated that impaired formation of ovarian follicles can lead to reduced fertility and earlier reproductive aging.
“Whether the differences observed in our study have implications for fertility and age at menopause in humans remains unknown and will require long-term follow-up of the girls in our cohort.”
She cautioned that women who had used paracetamol during pregnancy “should not be alarmed by our findings”, as the study found associations rather than direct causation and outcomes for individual women and children are unclear.
“Importantly, our study does not evaluate whether [acetaminophen] causes reproductive problems, nor does it provide evidence that prenatal exposure affects future fertility or age at menopause,” she said.
“Although we observed similar associations in an independent cohort, long-term follow-up is needed to determine whether these early-life differences have any clinical significance later in life.”
Insight
Research uncovers potential new target for breast cancer therapy

Targeting CD1d altered immune cells slowed tumour growth and improved immunotherapy responses in mouse models of breast cancer, researchers found.
The findings suggest blocking the molecule could make the environment around breast tumours more favourable to anti-cancer immune responses.
Further work is needed to understand how these immune changes occur and how the approach could be safely used in patients.
Researchers from King’s College London, the Francis Crick Institute and University College London investigated how immune cells inside breast tumours influence cancer growth.
They focused on myeloid cells, a group of immune cells found in large numbers within tumours that can either support an immune attack against cancer or contribute to tumour growth and immune evasion.
The team examined CD1d, a molecule found on the surface of myeloid and other immune and tissue cells that helps regulate immune responses.
When CD1d was genetically removed from cells in a mouse model of breast cancer, the mice were more resistant to tumour growth. Researchers also saw changes in myeloid cell populations, including increased activity among cells that can help attack cancer.
The team then blocked CD1d using an antibody and again observed changes in myeloid cells and slower tumour growth. Blocking CD1d also improved responses to immunotherapy in the mouse model.
Researchers used single-cell RNA sequencing, a technique that examines gene activity in individual cells, to investigate the immune changes in more detail.
They identified a population of myeloid cells called monocytes that expressed genes associated with inflammation, an important part of the immune response. These cells were particularly important in restricting tumour growth in the mouse models.
A similar pattern of gene activity was identified in data from human breast cancer tumours. Its presence in myeloid cells was associated with positive responses to immunotherapy in breast cancer patients.
However, the findings in people were based on gene expression data and did not test CD1d-targeting treatment in patients.
Professor Patricia Barral, professor of immunobiology at King’s College London and senior author of the study, said: “Many breast cancers do not respond well to current immunotherapies.
“Our findings reveal a previously unrecognised mechanism by which immune cells within tumours are regulated.
“While CD1d is best known for helping immune cells recognise lipid molecules, we found that it also plays a role in shaping the behaviour of myeloid cells within tumours.
“These findings suggest that targeting the immune cells that surround and support tumours could boost anti-cancer immunity and potentially improve treatment responses in the future.”
Researchers now plan to investigate how the immune changes occur and how they can be safely harnessed in patients.
They also want to examine whether targeting CD1d could enhance existing treatments and influence treatment responses in different cancer types.
The work was supported by UKRI BBSRC, Breast Cancer Now and the Cancer Research UK City of London Centre.
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