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How AI is integrated into clinical workflow lowers medical liability perception

Artificial intelligence (AI) is changing the field and practice of medicine, including legal liability and the perception of who is at fault when a patient experiences harm. “AI holds promise to improve the quality and safety of health care and to reduce errors and patient harm, but the risk of legal liability is a potential barrier for investment and development of this technology as well as the quality of care,” said Michael Bruno, professor of radiology and of medicine at Penn State College of Medicine.

Now, Bruno, working alongside a team of researchers from Brown University and Seton Hall University School of Law, found that the understanding of physician liability is influenced by the way in which AI is integrated into a clinician’s workflow. The study was published in the journal Nature Health.

The researchers presented mock jurors with a hypothetical malpractice case where a patient suffered irreversible brain damage because a radiologist didn’t detect a brain bleed from a computerized tomography (CT) scan, even though AI correctly identified the scan as abnormal.

Everyday mental quirks like déjà vu might be natural byproducts of a resting mind

A recent study published in Consciousness and Cognition provides evidence that everyday mental quirks like déjà vu or tip of the tongue states are natural byproducts of a resting mind. The findings suggest that when a person’s attention is not fully occupied, a wide variety of spontaneous thoughts and reflective feelings naturally emerge into awareness.

The scientists conducted the research to understand if a broad spectrum of unprompted mental experiences could be systematically captured in a laboratory setting. Past research has mostly focused on involuntary memories, which are recollections of personal events that pop into the mind without warning. The team wanted to know if the same boring, repetitive conditions that produce these memories might also generate other spontaneous phenomena.

They specifically focused on metacognition. Metacognition is a term used to describe the brain’s ability to think about and monitor its own processes. While people sometimes use metacognition deliberately, such as trying to gauge how well they learned a topic for a test, it can also happen without effort.

Joscha Bach delivers “The Machine Consciousness Hypothesis” at Future Day 2026

Can AI become conscious?

What is consciousness for? And is biological consciousness best understood as a self-organising algorithm that could, in principle, be recreated in machines?

In this talk, Joscha explores consciousness as perception of perception, coherence maintenance, modelling, resonance, self-organisation, and the possibility that machine consciousness may emerge through the right virtual architecture.

Essay: ‘The Machine Consciousness Hypothesis’ by Joscha Bach & Hikari Sorenson: https://cimc.ai/cimcHypothesis.pdf

CIMC: https://cimc.ai

Post: https://scifuture.org/joscha-bach-the… Intro

Do we really control our own decisions?

For decades, neuroscientists have explored a fascinating phenomenon in the human brain known as the split-brain experiment. When the connection between the two hemispheres of the brain — the Corpus Callosum — is surgically cut, something extraordinary happens.

Each hemisphere begins processing information independently.

In groundbreaking research conducted by neuroscientist Michael Gazzaniga, scientists discovered that the speaking side of the brain often creates explanations for actions it did not initiate. This phenomenon is known as the Left-Brain Interpreter.

Instead of admitting uncertainty, the brain rapidly constructs logical stories to explain behavior. These experiments revealed how the human mind continuously builds a coherent narrative about our identity, decisions, and sense of self.

The split-brain studies remain one of the most important discoveries in modern neuroscience, raising profound questions about consciousness, decision-making, and the nature of the human mind.

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Philip Kitcher — Philosophy of Reductionism & Emergence

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Can biology be explained entirely in terms of chemistry and then physics? If so, that’s “reductionism.” Or are there “emergent” properties at higher levels of the hierarchy of life that cannot be explained by properties at lower or more basic levels?

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Philip Stuart Kitcher is a British philosopher who is the John Dewey Professor Emeritus of philosophy at Columbia University. He specialises in the philosophy of science, the philosophy of biology, the philosophy of mathematics, and more recently pragmatism.

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Closer To Truth, hosted by Robert Lawrence Kuhn and directed by Peter Getzels, presents the world’s greatest thinkers exploring humanity’s deepest questions. Discover fundamental issues of existence. Engage new and diverse ways of thinking. Appreciate intense debates. Share your own opinions. Seek your own answers.

Cosmic Megafauna — Could Giant Alien Life Forms Exist?

Space is big—but could life out there be even bigger? Join us as we ask just how enormous alien life can get—and what it might look like.

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Credits:
Cosmic Megafauna — Could Giant Alien Life Forms Exist?
Episode 727; June 26, 2025
Written, Produced & Narrated by: Isaac Arthur.
Select imagery/video supplied by Getty Images.
Music Courtesy of Epidemic Sound http://epidemicsound.com/creator.
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Revolutionary single shot helps with healing after a heart attack

Researchers at Texas A&M University have developed a single-injection treatment to aid heart recovery after a heart attack. Following a myocardial infarction, the heart naturally releases atrial natriuretic peptide (ANP), a hormone that reduces cardiac stress and limits long-term damage — but in insufficient quantities. To address this, the team leveraged self-amplifying RNA (saRNA) technology: a one-time intramuscular injection (administered with a standard syringe into the arm) temporarily instructs muscle cells to produce elevated levels of ANP, which then enters the bloodstream and reaches the heart over several weeks. In animal models, the treatment reduced scarring, preserved healthy heart muscle, improved pumping function, and lowered the risk of post-infarction complications. Compared to the team’s earlier approaches — such as surgically implanted cardiac patches — this method is far simpler and more practical, with the potential to meaningfully improve both clinical workflow and patient outcomes.


The new approach uses an injection that prompts the body to release a natural heart protective hormone for weeks.

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