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Confronted with cases of identity and age falsification by Latin American baseball prospects, Major League Baseball is conducting genetic testing on some promising young players and their parents.

Many experts in genetics consider such testing a violation of personal privacy. Federal legislation, signed into law last year and scheduled to take effect Nov. 21, prohibits companies based in the United States from asking an employee, a potential employee or a family member of an employee for a sample of their DNA.

Dozens of Latin American prospects in recent years have been caught purporting to be younger than they actually were as a way to make themselves more enticing to major league teams. Last week the Yankees voided the signing of an amateur from the Dominican Republic after a DNA test conducted by Major League Baseball’s department of investigations showed that the player had misrepresented his identity.

Some players have also had bone scans to be used in determining age range.

In a written statement, Major League Baseball said that it used DNA testing in the Dominican Republic “in very rare...