OSP
7 Healthcare
Industries Ready
2022to be Disrupted by AI
Index 1
2
01 Introduction 4
02 AI in Medical Diagnosis 6
03 AI in Medical Billing 8
04 AI in Pharma 10
05 AI in Medical Imaging 12
06 AI in IoT 14
07 AI in Pathology
08 AI in Radiology
Introduction
The achievements of AI by 2022 may resemble a futuristic science fiction novel,
but AI is rapidly reshaping our present, and making these fictional ideas into
reality.
In this eBook, we have identified seven healthcare sub-industries that will see a
great impact and massive transformation in the coming years. Their current
challenges, an overview of AI-based solution workflow process, the modules,
interesting use cases, and finally, the benefits are discussed in detail.
Our humble effort is to examine the progress and adoption of AI across different
healthcare sub-industries, the challenges and promise of AI in healthcare domain,
and the avenues to redefine healthcare in the coming years.
1 www.osplabs.com OSP
Medical
Diagnosis
Challenges
Lack of General Traditional Focus Low Complications Minimal Clinical Financial
Connectivity of Testing Interaction Constraints
Field Professionals Mechanism
Process
EHR System Algorithms
Lab Data User Interface Expert System Shell Symptom-Disease Equation Analysis Visual Analytics
Knowledge Proactive Alerts
Physiological Database Model-based Logic
Monitoring
Real-time Pattern
Detection
AI Inference Engine
Physician’s Notes
Solutions
Digital Imaging Cloud-based Platform Automated Diagnosis
AI Lab Testing Image Analysis Predictive Analytics
2 www.osplabs.com
OSP
Use Cases
ai in medical diagnosis helps to
detect rare diseases
clinical decision making can
be enhanced with ai in medical
diagnosis solutions
ai in medical diagnosis can help
to detect skin cancer
ai in medical diagnosis has
the potential to screen for
tumors
Benefits Rare Object Long Distance
Identification Association
Tissue Phonemics
toward Prevention www.osplabs.com OSP
3
Medical
Billing
Challenges
Complex Higher Workforce Unprecedented Tedious High Cost Inaccurate
Procedures Requirement Workload Rectification Implications Coding
Process
EHR Encoder & CAC Processing
Handwritten Notes
ICD 9/ICD 10
CODES
Coder Input Coding & Billling
& QA Review Details Sent to Client
Labs Orders/Results Billing System
Other Documents
Solutions
Custom Billing Modules Advanced Reporting Billing CRM Management
Payment Processing Claim Review System Clinical Documentation
4 www.osplabs.com
OSP
Use Cases
ai can simplify medical billing
with computer assisted coding
(cac)
advanced text analytics
structures medical billing data
ai in billing can easily predict
potential claim denials
ai can curb healthcare
frauds with accurate
analytics
Benefits Data Anomaly AI-based Workflow
Detection Optimization
Computer Assisted
Coding www.osplabs.com OSP
5
Pharma
Challenges
Shortage of Growing Demand Affordable Increasing Lower Higher Patient
Pharmacists for Prescriptions Healthcare Operating Costs Reimbursements Expectation
Act Demands
Process
Site Registry Hypothesis Deep Learning Ethicacy Scores Drug Validation
Generation Target ID Engine Adverse Effects Leads
EMR EHR Tissue-specific Effects
Drug & Disease Diseases Targeted Bioavailability
Claims Database Molecules Synthetic Scalability
Clinical Deep Learning
Trials Small Molecules
Patent Generation Engine
Solutions
Automated Dispensing Holistic Caregiving Strategies Real-time Data Capturing
Predictive Analysis Solutions Intelligent Analysis Algorithms Medical Augmentation
6 www.osplabs.com
OSP
Use Cases
ai in pharma helps in risk-based
monitoring (rbm)
ai in pharma can help in drug
target identification and
validation
phenotypic drug discovery is
made possible with ai in
pharma
ai in pharma can help for
polypharmacology
discovery
Benefits Predictive Treatment Neural Network Solutions
Solution for Pharmaceutical Processes
AI-based Pharma
Drug Discovery www.osplabs.com OSP
7
Medical
Imaging
Challenges
Disorganized Increasing Reduced Profits and Exclusive Rise in Increased
Data Backlogs Reimbursements Work Profile Competition Patient Demands
Process
Feature Extraction Biomarker Identific ation
Feature Selection
Clinical Images Pr e -Pr oc e s s in g Feature Classification Data & Code
Genomic Data
Feature Map Extraction Statistics & Protocols
Hyper Parameter Optimization
Result
Biomarker Validation
Solutions
AI Software Algorithms Real-time Medical Imaging Image Analysis
Predictive Analysis Solutions Intelligent Algorithms for Image Analysis Data Mining Techniques
8 www.osplabs.com
OSP
Use Cases
ai in medical imaging help to
detect bone fractures
ai in medical imaging
identify cardiovascular
abnormalities
ai in medical imaging aid in the
diagnosis of neurological
diseases
ai in medical imaging has
the potential to screen for
tumors
Benefits Cloud-based Whole AI-based Lung Nodule
Slide Imaging Platform Detection
Intelligent Imaging
Analytics www.osplabs.com OSP
9
Internet
of thing(IoT)
Challenges
Higher Manual Unstructured Low Quality Low Operational Weak Risk
Costs Processes Data Services Efficiency Analysis
Process
Data Source Data Catalogue Data Preparation Web
Apps Event Hub Embedded Analysis Mobile
Data Management Bots
Sensors SQL Data Data Visualization
Warehouse
Machine Learning
Model
Solutions
Easy to Integrate Sensors Device Management IoT Platforms
Edge Processing Data Management Network Management and Support
10 www.osplabs.com
OSP
Use Cases
ai iot solutions revolutionize
medical imaging
ai with iot can transform care
homes with home automation
ai in iot can redefine the
sports biomechanics
artificial intelligence can
enhance fitness tracking
devices
Benefits Autonomous Data
Intelligence Monitoring
Predictive
Analytics www.osplabs.com OSP
11
Pathology
Challenges
Lab Testing Lack of Labeled Complicated Low Clinical Financial Conventional
Outsourced Data Testing Process Interaction Constraints Procedures
Process
Whole Slide Tissue Patch-based CNN-based Feature Area Feature Generic Sub-type
Image Database Database Extraction Morphology Detection Identification
Structure Classification Machine Learning Result Output
Texture Feature Classifiers
Intensity
Parts Counting
Segmentation
Solutions
Process Automation Image Analysis Predictive Analytics
Rare Object Identification Morphology-based Segmentation Digital Whole Slide Imaging (WSI)
12 www.osplabs.com
OSP
Use Cases
tissue phenomics made possible
with ai in pathology
ai in pathology can help in
whole slide imaging
ai helps to enhance diabetes
retinopathy detection
ai-driven digital pathology
can help detect breast
cancers
Benefits Tissue Analysis Tumor Detection
www.osplabs.com
Computer-assisted OSP
Diagnosis
13
Radiology
Challenges
Unstructured Appointment Declining Lack of Clinical Increased Higher Patient
Data Backlogs Reimbursements Involvement Competition Expectation
Process
Automated Segmentation Diagnostic
Acquisition Detection Inference
Patient Medical Dose Post Processing Quantification Reporting Result
Record Appointment Reduction Registration Communication
Decision Making
Scan time
Reduction
Acquisition
Solutions
Data Mining Image Processing Image Analysis
Deep Learning Platforms Image Texture Analysis Algorithms Data Augmentation
14 www.osplabs.com
OSP
Use Cases
ai can detect possibility of
breast cancer from a
mammogram
ai can find abnormalities in
chest x-rays
machine learning algorithms
can identify and grade
ultrasound images
ai can solve challenges of
scoliosis imaging
Benefits
Automated Diagnostic Intelligent Cardiovascular AI-based Lung Nodule
Imaging Imaging Detection
15 www.osplabs.com OSP
We are a leading software development company aiming to empower, and
inspire the world with next-gen solutions. We help in simplifing every step of
the development process, from system architecture design to quality
delivery. Our intelligent processes enable quick deployment of
enterprise-grade solutions against the toughest, and most complex
challenges.
We are re-imagining how technology can empower
Healthcare, AI, Analytics, and Financial organizations to build solutions for
every day use in business applications.
With 10+ years of experience, and 200+ customers worldwide, we're
leveraging technology to build the future today.
www.osplabs.com
Discuss Your Project
[email protected]
Texas | California | Maryland | Mumbai
© 2019