Category Physics

When Lab-Trained AI Meets the Real World, ‘Mistakes can Happen’

AI and pathology
When humans examine tissue on slides, they can only look at a limited field within the microscope, then move to a new field and so on.

Tissue contamination distracts AI models from making accurate real-world diagnoses. Human pathologists are extensively trained to detect when tissue samples from one patient mistakenly end up on another patient’s microscope slides (a problem known as tissue contamination). But such contamination can easily confuse artificial intelligence (AI) models, which are often trained in pristine, simulated environments, reports a new Northwestern Medicine study.

“We train AIs to tell ‘A’ versus ‘B’ in a very clean, artificial environment, but, in real life, the AI will see a variety of materials that it hasn’t trained on...

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What Coffee with Cream can Teach us about Quantum Physics

What coffee with cream can teach us about quantum physics | CU Boulder  Today | University of Colorado Boulder

A new advancement in theoretical physics could, one day, help engineers develop new kinds of computer chips that might store information for longer in very small objects.

Add a dash of creamer to your morning coffee, and clouds of white liquid will swirl around your cup. But give it a few seconds, and those swirls will disappear, leaving you with an ordinary mug of brown liquid.

Something similar happens in quantum computer chips — devices that tap into the strange properties of the universe at its smallest scales — where information can quickly jumble up, limiting the memory capabilities of these tools.

That doesn’t have to be the case, said Rahul Nandkishore, associate professor of physics at the University of Colorado Boulder.

In a new coup for theoretical physics, he a...

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Scientists Advance Affordable, Sustainable Solution for Flat-Panel Displays and Wearable Tech

Blue and green Eiffel Tower-shaped luminescent structures 3D-printed from supramolecular ink.
Eiffel Tower-shaped luminescent structures 3D-printed from supramolecular ink. Each 2-centimeter-tall device is fabricated from supramolecular ink that emits blue or green light when exposed to 254-nanometer ultraviolet light. (Credit: Peidong Yang and Cheng Zhu/Berkeley Lab. Courtesy of Science)

A research team led by Lawrence Berkeley National Laboratory (Berkeley Lab) has developed “supramolecular ink,” a new technology for use in OLED (organic light-emitting diode) displays or other electronic devices. Made of inexpensive, Earth-abundant elements instead of costly scarce metals, supramolecular ink could enable more affordable and environmentally sustainable flat-panel screens and electronic devices.

“By replacing precious metals with Earth-abundant materials, our supramolecular...

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New research sheds light on a Phenomenon known as ‘False Vacuum Decay’

Image of the Universe
Vacuum decay is thought to play a central role in the creation of space, time and matter in the Big Bang, but until now there has been no experimental test
 
Professor Ian Moss

An experiment conducted in Italy, with theory support from Newcastle University, has produced the first experimental evidence of vacuum decay.

In quantum field theory, when a not-so-stable state transforms into the true stable state, it’s called “false vacuum decay.” This happens through the creation of small localised bubbles.

While existing theoretical work can predict how often this bubble formation occurs, there hasn’t been much experimental evidence.

Now, an international research team involving Newcastle University scientists has for the first observed these bubbles forming in carefully controlled a...

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