Ensemble model for pre-discharge icd10 coding prediction

no code implementations • 16 Dec 2020 • Yassien Shaalan, Alexander Dokumentov, Piyapong Khumrin, Krit Khwanngern, Anawat Wisetborisu, Thanakom Hatsadeang, Nattapat Karaket, Witthawin Achariyaviriya, Sansanee Auephanwiriyakul, Nipon Theera-Umpon, Terence Siganakis

The translation of medical diagnosis to clinical coding has wide range of applications in billing, aetiology analysis, and auditing.

Medical Diagnosis Multi-Label Classification +1

Collaborative residual learners for automatic icd10 prediction using prescribed medications

no code implementations • 16 Dec 2020 • Yassien Shaalan, Alexander Dokumentov, Piyapong Khumrin, Krit Khwanngern, Anawat Wisetborisu, Thanakom Hatsadeang, Nattapat Karaket, Witthawin Achariyaviriya, Sansanee Auephanwiriyakul, Nipon Theera-Umpon, Terence Siganakis

The automation of clinical coding is very challenging due to data sparsity, low interoperability of digital health systems, complexity of real-life diagnosis coupled with the huge size of ICD10 code space.

Multi-Label Classification Translation