Multi-Label Classification Of Biomedical Texts
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Benchmarks
Most implemented
MIMIC-III, a freely accessible critical care database
Predicting Multiple ICD-10 Codes from Brazilian-Portuguese Clinical Notes
Papers
Read, Attend, and Code: Pushing the Limits of Medical Codes Prediction from Clinical Notes by Machines
Prediction of medical codes from clinical notes is both a practical and essential need for every healthcare delivery organization within current medical systems. Automating annotation will save significant time and exces…
Medical Code PredictionMulti-Label Classification Of Biomedical TextsSentenceVicomtech at eHealth-KD Challenge 2020: Deep End-to-End Model for Entity and Relation Extraction in Medical Text
This paper describes the participation of the Vicomtech NLP team in the eHealth-KD 2020 shared task about detecting and classifying entities and relations in health-related texts written in Spanish. The proposed system …
Medical DiagnosisMedical ProcedureMulti-Label Classification Of Biomedical TextsRelation ExtractionPredicting Multiple ICD-10 Codes from Brazilian-Portuguese Clinical Notes
ICD coding from electronic clinical records is a manual, time-consuming and expensive process. Code assignment is, however, an important task for billing purposes and database organization. While many works have studied …
Multi-Label Classification Of Biomedical TextsML-Net: multi-label classification of biomedical texts with deep neural networks
In multi-label text classification, each textual document can be assigned with one or more labels. Due to this nature, the multi-label text classification task is often considered to be more challenging compared to the b…
BenchmarkingClassificationFeature EngineeringGeneral Classification+5An Empirical Evaluation of Deep Learning for ICD-9 Code Assignment using MIMIC-III Clinical Notes
Background and Objective: Code assignment is of paramount importance in many levels in modern hospitals, from ensuring accurate billing process to creating a valid record of patient care history. However, the coding proc…
BIG-bench Machine LearningDeep LearningMulti-Label ClassificationMulti-Label Classification Of Biomedical Texts+1MIMIC-III, a freely accessible critical care database
MIMIC-III (‘Medical Information Mart for Intensive Care’) is a large, single-center database comprising information relating to patients admitted to critical care units at a large tertiary care hospital. Data includes vi…
Blood pressure estimationData IntegrationDiagnosticLength-of-Stay prediction+5