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Error! – What Biomedical Computing Can Learn From Its Mistakes

How errors in data, software, and methodology can teach us how to do better

In 2006, a paper in Nature Medicine suggested a novel and potentially revolutionary method for predicting patient responses to cancer therapies using gene signatures. The finding piqued the interest...
publication, reproducible research, statistics, validation
Sep, 01, 2011
Getting It Right: Better Validation Key to Progress in Biomedical Computing

Bringing models closer to reality

When the ill-fated space shuttle Columbia launched on January 16, 2003, a large piece of foam fell off and hit the left wing. Alerted of the impact, NASA engineers used a computer model to predict...
7009, competitions, outsource, self-assessment, validation
Oct, 19, 2012
Sparks of Hope for a More Open Approach to Scientific Research and Publishing

Transparent peer review, replication studies, and journals of negative results all suggest change is on the horizon

As I was writing this editorial, I learned about yet another scientific paper being retracted. This time it was a genetics paper in Science, one of the hundreds of retractions that the blog...
errors, peer review, replication, scientific publication
Sep, 01, 2011
Matters of Time: Tick Tock Go the Simulations

Computing using time steps -- a necessary approximation

Time flows like a continuous, steady river. And it moves forward—never back. These facts create inherent challenges for computer simulations of biological molecules in motion.   It would...
molecular dynamics, timesteps
Jun, 19, 2013
Human Versus Machine: Biomedical expertise meets computer automation

Computers and human experts duke it out over who is better at diagnosing disease, interpreting images, or predicting protein structure

Dorothy Rosenthal tenses over her microscope, peering at the problematic nucleus on the Pap smear yet again. “It’s abnormal,” she decides, and then hesitates. “No, it’s...
Jul, 01, 2006
Computer Vision that Mimics Human Vision

Computer vision program rivals the human ability to rapidly recognize objects in a complex picture

Our brains can recognize most of the things we pass on an evening stroll: Cars, buildings, trees, and people all register even at a great distance or from an odd angle. Now, a new computer vision...
Jul, 01, 2007
Putting Technology In Its Place
When you step on the gas pedal, you expect acceleration (and lots of it). Stomp on the brake to come safely to a stop in the rain. Finger the power-assisted steering wheel and the car obeys. Make a...
Oct, 01, 2009
Computing Better Enzymes: Optimizing Directed Evolution

Using computation, researchers narrow the search space for directed evolution; guide mutagenesis; and create de novo enzymes

Enzymes are among nature’s crowning achievements: they accelerate chemical reactions, making life possible. People have co-opted natural enzymes for industrial use for thousands of years (think...
Feb, 19, 2013
Scientific Discovery Through Video Games

"Fold-It" players find best protein conformations to fight cancer

When it comes to folding proteins, even modern supercomputers don’t always get things exactly right. Enter FoldIt, an online video game that harnesses the human brain’s natural pattern-...
Jan, 01, 2010
Clinical Decision Support: Providing Quality Healthcare with Help from a Computer
In a classic cartoon, a physician offers a second opinion from his computer.  The patient looks horrified: How absurd to think that a computer could have better judgment than a human doctor! But...
Jan, 01, 2010
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