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‘A study showed…’ isn’t enough – scientific knowledge builds incrementally as researchers investigate and revisit questions

When you hear about some new research finding, consider how it fits into the context of other related studies. Jacob Wackerhausen/iStock via Getty Images Plus

Your goofy but lovable cousin just told you that you should stop eating eggs because he read somewhere that a study showed they are bad for you.

How much should you trust your relative on such matters? More importantly, how much should you rely on one newly published bit of research when deciding what to make for breakfast?

To be clear, this is not an article about the health-promoting or health-torpedoing properties of eggs. It’s about how scientific knowledge is built piece by piece from many studies. What scientists know is refined over time as new results either do or don’t point to the same conclusion.

I’m a geographer who’s been doing and teaching science for many decades, with a sideline of teaching and writing about how science is done. Many people, quite understandably, take a single experiment or study as the be-all and end-all of knowledge because that’s how research often is presented by the press or on social media. But the better way to approach new research is to find how it weaves together with other work on the topic to create big-picture understanding.

Painting of18th C man in fancy dress standing by telescope and looking up at Moon in sky
Science evolves over time as more data and discoveries refine scientific knowledge. Historica Graphica Collection/Heritage Images via Getty Images

How science works

Most research studies are undertaken either to fill a gap in our knowledge or to test an existing theory to see whether it deserves the confidence people have in it. After identifying the topic, scientists design a study to achieve those ends. They may run an experiment to learn more about how a chemical affects certain cells, for instance, or collect data in the field to track a natural phenomenon, such as how water temperatures affect hurricanes.

Then the researchers submit their findings to a peer-reviewed journal, where other experts – the scientists’ peers – decide whether it’s quality research deserving of publication.

Not all journals have rigorous peer review. Papers are highly unreliable if published by “paper mills” – journals that appear scholarly but will publish anything if the authors pay a fee.

Peer review doesn’t guarantee that the conclusions are valid, but it increases the chances that they are. Individual papers might be wrong because of honest mistakes, such as unforeseen limitations in the experimental design or, rarely, from outright fraud.

No scientific paper solves a problem once and for all. Neither does it negate all previous research. Well-done research contributes a bit to the scientific community’s understanding of a topic. The next, and crucial, step is putting individual studies in context with other research on the topic.

Even if there is current consensus, a new study may reveal a weakness, and that could lead to more research to figure out what is more likely to be correct. Scientific knowledge is constantly being refined as new information comes to light.

Adding more evidence bit by bit

One question to ask as you consider a particular finding is whether it has been directly replicated, meaning other researchers repeated the experiment to see whether they got the same results. Unfortunately, replication is relatively rare in science; more common are similar studies using comparable data, different methods, or both.

Your confidence can grow when scientists have performed a bunch of related research that’s gone through peer review, been published in scholarly journals and mostly points in the same direction. Of course, if they don’t agree, then your confidence should be weaker.

Sometimes researchers may compile these comparisons in what’s called a systematic review. They may use statistical techniques to perform meta-analysis on data from many different studies at once. Generally speaking, the more good data used to test an idea, the better.

An additional issue is how many studies have been done on a topic. There are thousands of studies on the causes of lung cancer, but there may be only one or two on how a couple of particular genes affect hair loss. Scientists’ confidence in what is known about lung cancer, then, is far greater than what is known about how those genes may have contributed to my baldness.

Appreciating the strength of the evidence is as important as understanding the evidence itself.

Get a helping hand

The idea of expertise has fallen out of favor in some quarters. But experts are vital when it comes to understanding scientific issues. An expert in this sense is someone who has been immersed in the topic for years, knows how to evaluate the relevant studies, and, ideally, has done research on it.

With such a background, an expert is a good judge of how likely any one study is to be wrong. Equally important, they also must try to control the all-too-human impulse to accept what they like and reject what they don’t.

Unfortunately, most people rarely have direct access to experts. The next best thing is someone educated in the general topic – verifiably educated, not someone who browses the internet for a few hours.

Healthcare professionals who have years of training, clinical experience and requirements to keep up with the literature in their field can help you make good decisions based on new medical research. But be careful. You want to rely on someone who updates their recommendations as the state of scientific knowledge evolves, but not someone who latches onto every new outlandish discovery.

In practice, some healthcare practitioners – hopefully a small minority – are not trustworthy on such matters. If someone is selling you something that sounds too good to be true, assume that it is. They may even have a financial or personal stake in their recommendation.

Consider the source

You should retain some skepticism about what you read in the popular press and even more about what you see on social media.

A good journalist who knows how to assess new studies can act as a guide and help you understand scientific issues. You’re looking for journalists who can accurately and objectively report on new research and help put it in context with what else is known. Unfortunately, there is no list of good versus bad journalists, but general guidance is available, such as that from nonprofit journalism organization The Trust Project.

Journalists who are well versed in how science works can also help you spot whether there are any conflicts of interest at play. Was that study that encourages staying energetic by eating a pound of candy a day sponsored by a snack food company? That would be a major red flag.

I’m not saying that everyone needs to do a thorough literature review before speaking about a scientific issue or deciding whether to eat eggs a couple of times a week. But I do encourage you to adopt a little humility about what you know and understand, along with a realistic appreciation for the limits of both your own knowledge and what the scientific community understands.

And definitely don’t make life-altering decisions based on an article describing one scientific study, even if your cousin tells you to.

The Conversation

Jeffrey A. Lee does not work for, consult, own shares in or receive funding from any company or organization that would benefit from this article, and has disclosed no relevant affiliations beyond their academic appointment.

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Health care sticker shock has become the norm, but talking to your doctor about costs can help you rein it in

A doctor at the National Cancer Institute talks with a patient. National Cancer Institute on Unsplash, CC BY

As health care costs rise, patients aren’t just shouldering higher bills. They’re bearing more and more responsibility for getting information.

Americans are facing a health care affordability crunch on multiple fronts. In 2025, the Republican-controlled Congress approved a sweeping tax law that scaled back premium subsidies for Americans accessing care through the Affordable Care Act starting in 2026. As a result, millions on ACA plans now face much higher premiums, with many dropping out or expecting to drop out and risk going uninsured as premiums surge. By March 2026, about 1 in 10 people on ACA plans had dropped out, and that share is expected to rise.

Meanwhile, high-deductible insurance plans have become more common, requiring patients to pay thousands of dollars before coverage fully kicks in. The rise of those plans, along with surging drug prices and the growing share of Americans who are under- or uninsured, means that medical debt remains a leading source of financial strain.

Nearly half of U.S. adults now report difficulty affording health care. Together, these shifts are accelerating the “consumerization” of health care. Patients now have the ability to comparison shop, evaluate options and manage costs – but often without clear pricing. In this environment, knowing how to ask the right questions may be one of the most important tools patients have.

We are professors who study how perceptions of health care costs shape patients’ decisions about their care. Our research examines how factors such as price-transparency regulations influence patient choices. Across our work, we consistently hear from patients about rising costs and how conversations about price with their providers too often never happen.

Why speaking up about cost matters

When one of us took our child to the doctor for pink eye, the pediatrician quickly sent a prescription for antibiotic drops to the pharmacy. At the pickup, the pharmacist dropped the news that the drops would cost more than US$300. A follow-up phone call to the doctor’s office, however, yielded important information: A generic version of the same medication offered the same treatment and the same results, but at a fraction of the price.

That quick phone call saved her a lot of money. It also raised a broader question: Why don’t more people have these conversations about cost? In fact, one study shows that cost conversations occur in only about 30% of medical visits.

These discussions aren’t just for medications. They can be crucial when a recommended procedure has multiple alternatives; when out-of-pocket costs might affect whether you follow through on care; or when a sudden medical bill could create financial strain. Speaking up about price can help patients stay healthier and avoid the all-too-common trade-off between medical care and household expenses.

The study mentioned above also found that doctors and patients identified ways to reduce out-of-pocket costs – such as switching to a generic drug or adjusting the timing of care – in nearly half of those cases. Importantly, these conversations were typically brief and did not compromise the quality of care, the researchers found.

Patients actually prefer doctors who bring up costs, other research has found. Still, most patients remain hesitant. While a majority say they want to discuss cost, only a minority actually do, often waiting until a bill arrives – often when it’s too late to consider alternatives. That’s why it’s important that consumers feel empowered to ask the right questions. Here are three that can help make care more affordable.

A close-up of a person's hands, with pen in one, going over a complicated medical billing form.
A patient works on a medical billing form. Mael Balland on Unsplash., CC BY

Is there a generic or lower-cost alternative?

One of the simplest ways to reduce drug costs is to ask whether a less expensive option is available. Brand-name medications can cost significantly more than generics, even when they are equally effective. One industry survey estimated that 90% of all prescriptions filled in 2024 were generic or biosimilar, but these accounted for only 12% of drug spending.

In many cases, physicians can substitute a generic drug or recommend a similar treatment that achieves the same outcome at a lower price. And when no direct generic exists, there may be therapeutic alternatives worth considering. For example, if a brand-name eye drop or inhaler isn’t available in generic form, doctors can often prescribe a different medication in the same class that works just as well but costs far less. Research on physician–patient cost conversations shows that switching to lower-cost, clinically similar alternatives within the same drug class is a common strategy for reducing out-of-pocket spending without compromising care.

Is there any financial assistance available?

Some hospitals and large health systems have specific programs aimed at making care more affordable for lower-income patients. In many states, government programs address this same goal. These programs often offer discounts on care, but they can be complex to navigate and require significant paperwork. Many health care offices have staff who are knowledgeable about these programs and can help patients determine eligibility and sometimes even assist with applications, although the Trump administration has cut funding.

Patients can often find these programs through hospital or health system websites, which typically include financial assistance or “charity care” pages outlining eligibility and how to apply. State Medicaid offices and insurance marketplaces are also key entry points for coverage and subsidy programs. Nonprofit organizations and patient advocacy groups may also offer or list assistance tailored to specific conditions or medications.

It’s also important to remember that for prescription medications, what you’re quoted isn’t always the final price. Many medications come with options to reduce costs, including manufacturer coupons, copay assistance programs and patient assistance programs. Doctors’ offices and pharmacists may also know practical ways to save money, such as using a different pharmacy, switching to mail order or adjusting how a prescription is written. Asking about these options can uncover savings that aren’t immediately obvious.

What will this cost me, and are there other options?

Health care pricing is often opaque, and costs can vary widely depending on where and how care is delivered. Asking up front about your expected out-of-pocket cost can help you avoid surprises later.

This question also opens the door to alternatives. For example, patients may be able to choose a lower-cost imaging center, opt for outpatient rather than hospital-based care, or delay nonurgent services until insurance coverage improves.

Speaking up is part of taking care of your health

Health care decisions shouldn’t feel like a choice between your well-being and your wallet. A brief, honest conversation about cost can lead to more affordable and more sustainable care.

Physicians can’t address financial concerns they don’t hear about, and most want to help their patients access care they can realistically follow through on. As costs continue to shift toward the patient’s burden, asking these questions isn’t just helpful – it’s essential.

The next time you’re handed a prescription or a referral, remember: One simple question about price could make all the difference.

The Conversation

Deidre Popovich has received grant funding from BlueCross BlueShield of Texas and Providence Health.

Helen Colby does not work for, consult, own shares in or receive funding from any company or organization that would benefit from this article, and has disclosed no relevant affiliations beyond their academic appointment.

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