Interpretable Deep Learning to Map Diagnostic Texts to ICD10 Codes

Background Automatic extraction of morbid disease or conditions contained in Death Certificates is a critical process, useful for billing, epidemiological studies and comparison across countries. The fact that these clinical documents are written in regular natural language makes the automatic coding process difficult because, often, spontaneous terms diverge strongly from standard reference terminology such as the International Classification of Diseases (ICD). Objective

DOMINO: Traducción Automática Neuronal, en DOMInio, NO supervisada.

2018an kalitatezko itzulpen automatikoa (IA) hizkuntza-pare gehienentzat erronka izaten jarraitzen zuen, baina azken urteotan alor honen garapena errealitate bihurtu da. Ikasketa sakona erabiliz (Deep Learning), embedding-en ekarpen argiarekin eta neurona-tekniken bidez, duela hiru urte pentsaezinak ziruditen emaitzak lortu ditu Itzulpen Automatiko neuronalak (NMT).

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