Diagnosis
Half of women missing recommended mammograms – US data

Concerning AI-generated data showing the low attendance of women at breast screenings has been published in the US.
Data suggests that 53.3 per cent of commercially insured women received their recommended screening mammogram between 2022 and 2023. This is up from 47.3 per cent in the prior two-year period, an increase of nearly 13 per cent. But almost half of women are still missing out on these critical screenings.
Cedar Gate Technologies’ predictive AI model has identified that approximately 52 per cent of women due for a mammogram in the coming year are unlikely to get it. This could leave millions of women at risk of missing an early detection opportunity.
“Our data shows that more women are getting mammograms, but there is still a concerning potential for gaps in preventive care,” said David Snow, chairman and CEO of Cedar Gate.
“Providers, payers, and employers need to understand how trends could impact their own patient and member populations to increase the rate of necessary mammograms. Early detection remains the most effective way to improve breast cancer outcomes. Our predictive model enables healthcare organizations to identify women at risk of missing these critical screenings and target their outreach to improve care.”
The analysis evaluated nearly 3.4 million women in Cedar Gate’s National Healthcare Benchmark Database, which includes anonymised data for approximately 15 million individuals.
The AI model examines multiple data points and assigns a probability score on whether the person is unlikely to get a mammogram based on U.S. Preventive Services Task Force (USPSTF) guidelines.
These guidelines recommend biennial screenings for women between the ages of 40 and 75 who are at average risk for breast cancer. Of the women analyzed, almost 1.75 million were flagged as unlikely to get a mammogram.
The average age of women with breast cancer as a primary diagnosis in Cedar Gate’s database of commercially insured members is 58 years – four years younger than the national median age of 62 for the entire population, which includes Medicare and Medicaid patients. By starting regular mammogram screenings at 40, women and their doctors may detect early signs of cancer sooner, which can lead to more treatment options and better outcomes.
According to 2024 estimates, there will be 310,720 new cases of invasive breast cancer among women in the US, excluding recurrences.
Additionally, there will be 56,500 new cases of ductal carcinoma in situ (DCIS), a non-invasive or pre-invasive form of breast cancer, and 42,250 breast cancer-related deaths. The Centers for Disease Control and Prevention (CDC) advocates for regular mammogram screenings as one of the most effective ways to catch breast cancer early.
Menopause
Menopause frequently missing from electronic health records – study

Menopause is often absent from women’s electronic health records, a study of nearly 396,000 women has found.
Researchers found menopause appeared almost seven times more often in participant surveys than in electronic health records (EHRs).
The findings suggest important reproductive health information, including age at menopause, may often be missing from health records used for research.
Audrey Hendricks, associate professor of bioinformatics at CU Anschutz and the study’s principal investigator, said: “Ultimately, we cannot study what we do not measure. We cannot treat what we do not know.
“Menopause has enormous implications for women’s health, but if we don’t consistently capture when menopause occurs and other important reproductive health information, we limit our ability to understand how this transition affects disease risk and health outcomes.”
Researchers at the University of Colorado Anschutz analysed data from women taking part in the National Institutes of Health’s All of Us Research Program.
They compared menopause information reported by participants in surveys with menopause diagnoses recorded in their electronic health records.
Around 193,000 menopause observations were identified in survey data, compared with approximately 28,000 diagnoses in EHR data.
Menopause was documented in electronic health records for only about 7 per cent of women in the dataset.
Nearly all participants with a menopause diagnosis recorded in their EHR also reported menopause in survey data. However, substantially fewer women had menopause documented in their health records.
Other important information was also frequently unavailable, including age at menopause, which researchers may use when examining links between menopause and chronic disease risk.
Menopause is a physiological transition that can affect cardiometabolic health and many other aspects of women’s health.
Researchers said relatively little is known about how factors including the timing and type of menopause influence health outcomes across diverse populations.
Large-scale programmes such as All of Us combine participant surveys, electronic health records and genomic data, but menopause-related research depends on relevant reproductive health information being available.
Missing menopause information can make it harder to investigate how the transition relates to health and disease.
The findings may also help researchers using All of Us data define menopause-related study populations, design studies and estimate how many participants are needed.
Hendricks said: “We have an enormous opportunity to use large-scale datasets to understand women’s health across the menopause transition and to identify who may be at greater risk for disease.
“But we need to make sure that the information researchers need is actually being collected.
“We must do a better job of capturing women’s health information, including reproductive health and measures related to menopause.”
Researchers said more complete and consistent collection of menopause and reproductive health information could help future studies examine factors such as age at menopause and their relationship with disease risk and health outcomes.
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