| Vol-2551 urn:nbn:de:0074-2551-0 Copyright © 2020 for the individual papers by the papers' authors. Copyright © 2020 for the volume as a collection by its editors. This volume and its papers are published under the Creative Commons License Attribution 4.0 International (CC BY 4.0).

# HSDM 2020
Health Search and Data Mining Workshop

### Proceedings of the ACM WSDM 2020 Health Search and Data Mining Workshop
co-located with the 13th ACM International WSDM Conference (WSDM 2020)

### Houston, Texas, USA, February 3, 2020.

Edited by

### Carsten Eickhoff *
Yubin Kim **
Ryen White ***

* Brown University, Providence, Rhode Island, USA
** UPMC Enterprises, Pittsburgh, Pennsylvania, USA
*** Microsoft Research, Redmond, Washington, USA

## Table of Contents

- Preface

### Session 1: Keynotes

- Machine Learning for Healthcare: Beyond i.i.d. Prediction 1
  Zachary Lipton
- Applying Information Retrieval to the Electronic Health Record for Cohort Discovery and Rare Disease Detection 2
  William Hersh

### Session 2: Accepted Research Papers

- Comparing Rule-based, Feature-based and Deep Neural Methods for De-identification of Dutch Medical Records 3-11
  Jan Trienes, Dolf Trieschnigg, Christin Seifert Djoerd Hiemstra
- Healthcare NER Models Using Language Model Pretraining 12-18
  Amogh Kamat Tarcar, Aashis Tiwari, Dattaraj Rao, Vineet Naique Dhaimodker, Penjo Rebelo, Rahul Desai
- Lung Nodule Classification Using Convolutional Autoencoder and Clustering Augmented Learning Method(CALM) 19-26
  Soumya Suvra Ghosal, Indranil Sarkar, Issmail El Hallaoui
- A Query Taxonomy Describes Performance of Patient-Level Retrieval from Electronic Health Record Data 27-33
  Steve Chamberlin, Steven Bedrick, Aaron Cohen, Yanshan Wang, Andrew Wen, Sijia Liu, Hongfang Liu, William Hersh
- Streaming Gait Assessment for Parkinson's Disease 34-42
  Cristopher Flagg, Ophir Frieder, Sean MacAvaney, Gholam Motamedi
- Clustering Large-scale Diverse Electronic Medical Records to Aid Annotation for Generic Named Entity Recognition 43-50
  Nithin Haridas, Yubin Kim

2020-02-13: submitted by Yubin Kim, metadata incl. bibliographic data published under Creative Commons CC0
2020-02-23: published on CEUR Workshop Proceedings (CEUR-WS.org, ISSN 1613-0073) |valid HTML5|