FDUULHGRYHUIURPKLVRWKHUEXVLQHVVHV
+HWKURZVDURXQGWHUPVGHHSOHDUQLQJ
DUWLƬFLDOLQWHOOLJHQFHDXJPHQWHGUHDO-
LW\WKDW\RXGRQoWW\SLFDOO\KHDUIURP
DKRUVHEUHHGHU%XW0DQJDQDURVREH-
OLHYHVLQXVLQJWHFKQRORJ\WKDWKHKDV
KLUHG IRXU IXOOWLPH HPSOR\HHV ZKRVH
MRELVWRXVHFRPSXWHUVDQGRWKHUKLJK
HQGWHFKQRORJ\WRFRPHXSZD\VWRKHOS
6LHQD)DUPDFKLHYHLWVJRDOV
p:HoUHORRNLQJWRFUHDWHJUHDWUDFH-
KRUVHVWKURXJKJUHDWKRUVHPDQVKLSDQG
PHOGLQJWKDWKRUVHPDQVKLSZLWKOHDG-
LQJHGJHWHFKQRORJLHVqKHVDLG
0DQJDQDURoVFRPSXWHUZRQNVDUHLQ
WKHPLGVWRIVHYHUDOSURMHFWVEXWSHU-
KDSVQRQHLVPRUHIDVFLQDWLQJDQGSR-
WHQWLDOO\UHOHYDQWWKDQDVWXG\RIFRQIRU-
mation.
Manganaro was intrigued by a devel-
RSPHQW ZKHUHE\ FRPSXWHUV ZHUH IHG
thousands of images of skin lesions and
WKHQFRPSDUHGWKHPWRLWVGDWDEDVH
RIVNLQFDQFHU7KHJRDOZDVWRVHHLI
WKHFRPSXWHUFRXOGDFFXUDWHO\LGHQWLI\
ZKHWKHURUQRWWKHOHVLRQZDVFDQFHURXV
RUKDUPOHVV1RWRQO\ZDVWKHFRPSXWHU