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A cleft lip or cleft palate is one of the most common birth defects worldwide. Before birth, babies can have a split, or cleft, in their lip and the roof of the mouth. This split normally closes between the 6th to 11th week of pregnancy. If this doesn't happen, and the baby is born with this split, doctors can usually fix it. But if the cleft isn't fixed, the baby can have serious health problems and a shortened life. In the U. Surgical intervention is less common in less developed nations. Albert Oh, a pediatric plastic surgeon, said he performs one or two corrective surgeries a week at Children's National hospital in Washington.
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Facial recognition—the software that maps, analyzes, and then confirms the identity of a face in a photograph or video—is one of the most powerful surveillance tools ever made. Concerns about that ubiquity, amplified by evidence of racial profiling and protester identification , have caused major companies, including Amazon, IBM, and Microsoft, to put a moratorium on selling their software to law enforcement. Every facial recognition system works differently—often built on proprietary algorithms—but you can sort out the process into three basic types of technology:. The detection phase of facial recognition starts with an algorithm that learns what a face is. If you cram in enough pictures to train the algorithm, over time it learns the difference between, say, a wall outlet and a face. The diversity of photos fed into the system has a profound effect on its accuracy during the analysis and recognition steps. For example, if the sample sets mostly include white men—as was the case in the training of early facial recognition systems—the programs will struggle to accurately identify BIPOC faces and women. The best facial recognition software has started to correct for this in recent years, but white males are still falsely matched less frequently PDF than other groups; some software misidentifies some Black and Asian people times more often than white men. There is no way for that type of system to look at non-binary or even somebody who has transitioned. Once a company trains its software to detect and recognize faces, the software can then find and compare them with other faces in a database.