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Table 4 Top 20 words for the 25-topic model identified with TM

From: Understanding big data themes from scientific biomedical literature through topic modeling

Topics

1

2

3

4

5

Health

Patient

Article

Algorithm

Challenged

Research

Clinic

Review

Cluster

Analyte

Healthcare

Hospital

Discuss

Learn

Tool

Policies

Electron

Field

Method

Amount

Health_care

Care

Recent

Feature

Technologic

Privacies

Outcome

Issue

Efficiencies

Computability

Nation

Medicaid

Aspect

Approximate

Analysing

Ethic

Record

Focus

Tree

Require

Protect

Ehr

Emerge

Represent

Advance

Govern

Clinical_research

Future

Fast

Varieties

Inform

Health_record

Highlight

Matrix

Solution

Secure

Clinician

Current

Accuracies

Growth

Challenged

Treatment

Context

Problem

Large_amount

Share

Improve

Overview

Distance

Massive

Concern

Assess

Paper

Hierarchical

Generate

Access

Healthcare

Paradigm

Computability

Dataset

Communities

Qualities

Confer

Faster

Vast

Fund

Potential

Natural

Calculate

Process

Health_informatics

Patient_care

Technologic

Graph

Handle

Health_system

Routine

Literature

Outperform

Infrastructural

6

7

8

9

10

System

Model

Age

Change

Network

Process

Predict

Risk

Nurse

Molecular

Device

Infer

Influenza

Innovated

Structural

Framework

Statistic

Indicating

Science

Biomarker

Cloud

Regress

Exposure

Social

Complex

Architectural

Simulate

Cohort

Question

Heterogeneities

Hadoop

Predictor

Rate

Historian

Integral

Applicability

Bayesian

Symptom

Influence

Systems_biology

Service

Fit

Month

Practical

Mechanical

Manage

Good

Yearbook

Insight

Omic

Platform

Optimal

Variable

Cultural

Approach

Design

Prior

Life

Turn

Character

Mapreducable

Base

Death

Product

Dynameomics

Computability

Variable

Diabetes

Food

Function

Base

Machine_learning

Adjust

Societies

Biologic

Support

High_dimensional

Geographic

Understand

Transit

Implement

Tradition

Condition

Drive

Rdge

Task

Rank

Factor

Evolution

Topological

Deploy

Parameter

Demographic

Scientific

Protein

Cloud_computing

Feature

Incidence

Principle

Organ

11

12

13

14

15

Disease

Dataset

Effect

Search

Biomedical

Prevent

Time

Group

Social_media

Informatic

Epidemiologic

Sample

Measurable

Language

Science

Vaccination

Large_scale

Testable

Google

Medicinal

Progress

Computability

Estimate

Word

Medicaid

Immune

Speed

Analysing

Public

Educate

Leverage

Performance

Studied

Relate

Research

Popular

Increased

Statistic

Psychological

Learn

Initial

Approach

Bias

Trend

Personalized_medicine

Develop

Thousand

Large

Emoticon

Era

Heart

Step

Eandom

Twitter

Ontological

Administration

Rate

Valuable

Message

Disciplinary

Intervention

Implement

Power

Online

Translate

Generate

Full

Method

Relationship

Student

Blood

Memorial

Sample_size

Social

Scientist

Advance

Scale

Marker

Visit

Train

Public_health

Hundred

Find

Content

Impact

Reported

Block

Large_set

Caseness

Workshop

Consensus

Applicability

Import

Posit

Discoveries

Earlier

Multiple

Error

Investigacin

Knowledge

16

17

18

19

20

Genet

Web

Sequence

Mine

Classifiable

Gene

Resource

Genome

Knowledge

Set

Associating

Code

Bioinformatic

Extract

Object

Phenotype

File

Proteome

Inform

Large_set

Pathway

Laboratories

High_throughput

Chemical

Class

Disease

Public

DNA

Specialised

Noise

Genotype

Compress

Transcriptome

Plant

General

Factor

Semantic

Protein

Biologic

Pair

Enrich

Software

Composite

Concept

Performance

Trait

Retrievable

Ngs

Develop

Abilities

Genome_wide

Access

Metagenome

Toxic

Neural_network

Metabolic

Share

Virus

Construct

Similar

Genome

Format

Analysing

Note

Train

Mutated

Inform

Host

Curate

Dimension

Number

Interface

Biologic

Rich

Machine

Identifi

Source

Assemble

Gap

Categorical

Polymorphism

Platform

Cell

Preservation

Appliance

Individual

Metadata

Microbiome

Ecological

Formula

Regular

Storage

Align

diverse

Encounter

Unification

Exchange

Human

Abstract

Coefficient

21

22

23

24

25

Drug

Visual

Image

Cancer

Low

Target

Activated

Brain

Studied

Reduce

Cell

Human

Disorder

Tumor

Time

Event

Behavior

Signal

Valid

Base

Screen

Mobile

Subject

Research

Reduction

Response

Environment

Resolution

Registries

Digital

Experiment

Interact

Neuroimaging

Therapeutic

Node

Detected

Exploration

Function

Database

Energies

Analyse

User

Neuron

Injuries

Deep

Adversary

Collect

Segment

Oncologist

Small

Multiple

Sensor

Psychiatric

Clinical_trials

Cost

Compound

Tool

Connectome

Claim

Size

Profile

Wearable

Neuroscience

Therapies

Numerator

Miss

Quantifiable

Mode

Efficacies

Operability

Type

Track

Mri

Diagnostic

Combina

Potential

Movement

Scan

Heterogeneities

Peak

Combina

Physical

Quantitation

Set

Spectral

Meta

Display

Analysing

Specific

Structural

Complete

Smartphone

Microscopic

Ongoing

Locate

Point

Interest

Multi

Consortium

Qualities