Can external trial controls ever be trusted again?

Highlights A new statistical approach makes externally controlled single-arm trials more trustworthy by marrying two ideas: balancing covariates to mimic a randomized comparison, and modeling outcomes to guard against misspecification. The result is a doubly robust method that performs well when either the covariate balance model or the outcome model is correct, improving precision and…

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Ancient Black Holes: Seeds of Cosmic Strings?

The James Webb Space Telescope (JWST) has unveiled a universe far more active in its infancy than previously imagined, revealing a plethora of massive objects at high redshifts. Among these are mysterious “Little Red Dots,” compact galaxies believed to harbor supermassive black holes. This discovery challenges our standard models of galaxy formation, which struggle to…

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The 30-Fs Blink Powers CNT Solar Cells.

The solar cell for the 21st century isn’t a single sheet of mystery material; it’s a fast, chord-like sequence of events in which light becomes electricity in a race against time. In many next‑gen devices, photons conjure excitons—tiny, bound electron–hole pairs—that must wander to a boundary where they split into charges. For years, scientists tried…

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When Squares Learn to Walk in Doubly Weak Worlds

Mathematicians sometimes talk about structures that feel almost like language forged in geometry: a place where arrows, squares, and the ways they fit together don’t just exist, they cooperate. The latest work by Aaron David Fairbanks and Michael Shulman steps into one of the most stubborn corners of this landscape. It tackles double categories —…

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A Hidden Angle Reveals Fresh Cosmology from GRBs

Meet the structured-jet idea behind gamma-ray bursts Gamma-ray bursts (GRBs) are the universe’s most dramatic beacons after the Big Bang’s light. For decades, scientists treated them as if their explosive jets were simple candles: a sharp, focused beam, and what you see depends mainly on whether you’re looking straight down the middle. The new work…

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A Hidden Antiferromagnetic Shortcut Lights Up Memory

Magnons—the quantum packets of spin that carry a magnetic whisper through a solid—have long tantalized physicists with the promise of ultra-low-power information highways inside materials. Since Felix Bloch first envisioned spin waves in the 1930s, scientists have chased the dream of guiding these magnetic quanta with the same ease we now guide electrons. The potential…

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Seeing Through Walls: How AI Learns to Navigate Using Floor Plans

Imagine effortlessly navigating a new building, simply by glancing at its floor plan. Humans do it instinctively; now, researchers at Central South University are bringing that ability to artificial intelligence. The Challenge of Floorplan Localization The task, known as Floorplan Localization (FLoc), presents a fascinating challenge. AI needs to locate itself within a building using…

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Energy Clues Redefine How Nuclei Change Charge States

In the grand game of nuclei, protons and neutrons are players in a delicate dance. When two atomic nuclei collide at high speed, sometimes a proton—effectively a charged guest—gets traded or removed. The likelihood of that charge-changing event, called a charge-changing cross section (CCCS), carries the fingerprints of how protons are distributed inside the nucleus….

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