I have no idea what I'm doing.
Look at my dumb face.
Science
Meet the researcher shining a light on the “white lens” of medical AI in skin cancer prevention
All images provided by Adewole Adamson
It begins with more inclusive conversations at a patient level
True
Adewole Adamson, MD, of the University of Texas, Austin, aims to create more equity in health care by gathering data from more diverse populations by using artificial intelligence (AI), a type of machine learning. Dr. Adamson’s work is funded by the American Cancer Society (ACS), an organization committed to advancing health equity through research priorities, programs and services for groups who have been marginalized.
Melanoma became a particular focus for Dr. Adamson after meeting Avery Smith, who lost his wife—a Black woman—to the deadly disease.
Avery Smith (left) and Adamson (sidenote)
This personal encounter, coupled with multiple conversations with Black dermatology patients, drove Dr. Adamson to a concerning discovery: as advanced as AI is at detecting possible skin cancers, it is heavily biased.
To understand this bias, it helps to first know how AI works in the early detection of skin cancer, which Dr. Adamson explains in his paper for the New England Journal of Medicine (paywall). The process uses computers that rely on sets of accumulated data to learn what healthy or unhealthy skin looks like and then create an algorithm to predict diagnoses based on those data sets.
This process, known as supervised learning, could lead to huge benefits in preventive care.
After all, early detection is key to better outcomes. The problem is that the data sets don’t include enough information about darker skin tones. As Adamson put it, “everything is viewed through a ‘white lens.’”
“If you don’t teach the algorithm with a diverse set of images, then that algorithm won’t work out in the public that is diverse,” writes Adamson in a study he co-wrote with Smith (according to a story in The Atlantic). “So there’s risk, then, for people with skin of color to fall through the cracks.”
Tragically, Smith’s wife was diagnosed with melanoma too late and paid the ultimate price for it. And she was not an anomaly—though the disease is more common for White patients, Black cancer patients are far more likely to be diagnosed at later stages, causing a notable disparity in survival rates between non-Hispanics whites (90%) and non-Hispanic blacks (66%).
As a computer scientist, Smith suspected this racial bias and reached out to Adamson, hoping a Black dermatologist would have more diverse data sets. Though Adamson didn’t have what Smith was initially looking for, this realization ignited a personal mission to investigate and reduce disparities.
Now, Adamson uses the knowledge gained through his years of research to help advance the fight for health equity. To him, that means not only gaining a wider array of data sets, but also having more conversations with patients to understand how socioeconomic status impacts the level and efficiency of care.
“At the end of the day, what matters most is how we help patients at the patient level,” Adamson told Upworthy. “And how can you do that without knowing exactly what barriers they face?”
"What matters most is how we help patients at the patient level."https://www.kellydavidsonstudio.com/
The American Cancer Society believes everyone deserves a fair and just opportunity to prevent, find, treat, and survive cancer—regardless of how much money they make, the color of their skin, their sexual orientation, gender identity, their disability status, or where they live. Inclusive tools and resources on the Health Equity section of their website can be found here. For more information about skin cancer, visit cancer.org/skincancer.
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Technology used for meeting that special someone has become so advanced that you can base your search entirely upon specific interests. Like … oddly specific interests. Think a fellow cat person would be the purrfect match? There’s an app for that. Wish to “love long and prosper” with a fellow Trekkie? There’s an app for that too.
No matter the changes, one thing remains the same—dating is awkward. It’s got all the unspoken formalities of a job interview, disguised as innocent fun. The balance between playing it too cool and too eager is hard to find even for the smoothest among us, and usually results in total embarrassment. Even if we aren’t the ones committing those embarrassing acts ourselves, we are often the reluctant witness to them.
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Below, find 15 stories that are truly the the best of the worst. How do some of your first dates compare?
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2. “His jeans were so tight he couldn’t sit down. Stood at a bar stool the whole time.” – @onlyintheozarks
3. “Waiting 4 my date when an older couple asked me for a ride. my date came up and said sure! We drove them home & they asked us to come in. Date said “sure”. I pulled him back & asked why he wanted to hang w/strangers. He said ‘sh@t! YOU DON'T KNOW THEM!?’ We bolted!” – @natashaham75
4. “Before the date, we had been chatting about books we liked and I talked about a great book I just read. We went on the date. I loaned her the book. She ghosted me.” – @thenextbarstool
5. “The worst first date I ever had was when my date locked his keys in the car and I had a curfew so he had to break his car window out to get me home on time. Didn’t think I’d ever see him again but we wound up married.” – @csleblan
6. “First date movie ‘Basic Instinct’ not realizing how suggestive it was. We just thought it was a mystery thriller! We left the movie discussing how each character could have actually murdered someone. We're married now.” – @Southrnbell_Amy
7. “First date with my ex husband was a double date with his parents. The preview for ‘Speed Racer’ came on, and she leaned over me to say to her son, ‘You know what your dad's nickname in the bedroom is?’" – @theostoria
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9. “He loved cheese. I was subjected to a 2 hour conversation/lecture about cheese, and why cottage cheese is not cheese!” – @Optimist_Eeyore
10. “He took me to an Asian fish market. We walked around looking at live & dead fish for a while. I don’t like seeing dead animals & I don’t eat seafood. Then we sat on a curb & he pulled out a ziplock bag of pineapple for us to share. I don’t like pineapple.” – @markayhali
11. “My cousin set up a first date for me with a family friend. During a break from dinner, Mr. Man follows me into the ladies’ room, comes up close and says in a low voice, ‘I shave my butt.’ Can’t remember what I said in response but the evening ended abruptly.” – @carli_zarzana
12. “I once took out my high school crush to a sports bar and ordered the spiciest wings there in an attempt to impress her. Not only was she not impressed. The next morning I woke up with heartburn.” –@Dmonster38
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14. “I was taking my date home and was pulled over by the police for speeding. When the cop came to my car, she jumped out and told him she had to get home. She walked home and I never heard from her again. I'm not sure who's #WorstFirstDate it was mine or hers!” – @eastriverbear
15. “After an evening of dancing with a first date, leaving the dance hall, I had to take a quick pee break. Rushing out to the parking lot, I see a lady, I grab her and swoop her around, and plant a big wet kiss on the lips. She was another guy's wife. Oops!” – @seadogskamore
