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IBM Watson Health: Scientific Progress
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Solutions from Truven Health Analytics® are being rebranded as IBM Watson Health.
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Watson Health Scientific Progress
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Watson Health has a unique approach to the application of data driven technology in the market. It is the combination of our data, our cloud, and our AI services that build cognitive offerings for our partners and clients.

The journey started in 2005 when Artificial Intelligence in healthcare was a Grand Challenge at IBM Research. That work at IBM Research was the foundation for Watson Health at our launch in April 2015 and remains foundational to our work today.

The pursuit of scientific inquiry and sharing what we learn, is core to our values as a company and as global citizens who believe in harnessing technology and AI for good. We will continue to share our scientific findings and publications on a regular basis. If you wish to receive more information, contact details are below.

Q1 2018 Data + Clinical Evidence

Watson Health Cognitive Offerings

Studies and Papers

Watson for Oncology and breast cancer treatment recommendations: agreement with an expert multidisciplinary tumor board,
Annals of Oncology, February 2018

Enhancing Next-Generation Sequencing-Guided Cancer Care Through Cognitive Computing,
The Oncologist, February 2018

Realizing the promise of cognitive computing in cancer care: ushering in a new era,
Journal of Clinical Oncology: Clinical Cancer Informatics, February 2018

Sorting Through the Safety Data Haystack: Using Machine Learning to Identify Individual Case Safety Reports in Social- Digital Media,
Drug Safety, February 2018

GWAS-based machine learning approach to predict duloxetine response in major depressive disorder,
Journal of Psychiatric Research, February 2018

A regional saliency map-driven hybrid deep learning network for anomaly segmentation,
SPIE Medical Imaging 2018, February 2018

Realizing the Promise of Cognitive Computing in Cancer Care: Ushering in a New Era,
Journal of Clinical Oncology - Clinical Cancer Informatics, February 2018

Benchmarking Framework for Performance-Evaluation of Causal Inference Analysis,
arXiv, March 2018

Watson Health Real-World Evidence

Studies and Papers

Early Impact of the Affordable Care Act Coverage Expansion on Safety-Net Hospital Inpatient Payer Mix and Market Shares,
Health Services Research, January 2018

Persistent opioid use among pediatric patients after surgery,
Pediatrics, January 2018

Trends in Average Days’ Supply of Opioid Medications in Medicaid and Commercial Insurance,
Addictive Behaviors, January 2018

Large health systems’ prevention guideline implementation: a qualitative study,
American Journal of Preventive Medicine, January 2018

Return on investment for a payer–provider partnership to improve care management of employees and early retirees,
Journal of Occupational and Environmental Medicine, January 2018

Health care costs and thromboembolic events in hydroxyurea-treated patients with polycythemia vera,
Journal of Managed Care & Specialty Pharmacy, January 2018

Treatment, short-term outcomes, and costs associated with larynx cancer care in commercially insured patients,
Laryngoscope, January 2018

Urologic Diseases in America Project. The comparative effectiveness of treatments for ureteropelvic junction obstruction,
Urology, January 2018

Direct and indirect healthcare resource utilization and costs among migraine patients in the United States,
Headache - The Journal of Head and Face Pain, February 2018

Medicare Advantage penetration and hospital costs before and after the Affordable Care Act,
Medical Care, February 2018

Mental Health Spending and Intensity of Service Use Among Individuals With Diagnoses of Eating Disorders Following Federal Parity,
Psychiatric Services, February 2018

Comparative cost and clinical effectiveness of clostridial collagenase ointment for chronic dermal ulcers,
Journal of Comparative Effectiveness Research, February 2018

The burden of severe hypoglycemia in type 1 diabetes,
Current Medical Research and Opinion, February 2018

Preoperative depression, lumbar fusion, and opioid use: An assessment of postoperative prescription, quality, and economic outcomes,
Journal of Neurosurgery: Neurosurgical Focus, February 2018

Reoccurring injury, chronic health conditions, and behavioral health: Gender differences in the causes of Workers' Compensation claims,
Journal of Occupational and Environmental Medicine, February 2018

Strategies to support the education goals of youth and young adults with serious mental health conditions: a case study,
Administration and Policy in Mental health and Mental Health Services Research, February 2018

The association between varicocoeles and vascular disease: an analysis of U.S. claims data,
Andrology, February 2018

The economic burden of overactive bladder (OAB) and its effects on the costs associated with other chronic, age-related comorbidities in the United States,
Neurourology and Urodynamics, February 2018

Treatment patterns and associated health care costs before and after treatment initiation among pulmonary arterial hypertension patients in the United States,
Journal of Managed Care & Specialty Pharmacy, February 2018

Strategies to Support the Education Goals of Youth and Young Adults with Serious Mental Health Conditions: A Case Study,
Administration and Policy in Mental Health and Mental Health Services Research, February 2018

All-cause healthcare costs and mortality in patients with systemic sclerosis with lung involvement,
The Journal of Rheumatology, February 2018

All-cause hospitalization and associated costs in patients with schizophrenia or bipolar disorder initiating long-acting injectable antipsychotics,
Current Medical Research and Opinion, February 2018

Constipation-related health care utilization in children before and after hospitalization for constipation,
Clinical Pediatrics, February 2018

Costs of disease relapses among individuals with granulomatosis, with polyangiitis, or microscopic polyangiitis in the United States,
Rheumatology and Therapy, February 2018

Real-world evaluation of direct and indirect economic burden among endometriosis patients in the United States,
Advances in Therapy, February 2018

Differential Reimbursement of Psychiatric Services by Psychiatrists and Other Medical Providers,
Psychiatric Services, March 2018

Probability of achieving glycemic control with basal insulin in patients with type 2 diabetes in real-world practice in the USA,
Diabetes Therapy, March 2018

Screening for behavioral health conditions in primary care settings: a systematic review of the literature,
Journal of General Internal Medicine, March 2018

Trends in utilization of outpatient respiratory syncytial virus prophylaxis with palivizumab among Medicaid- and commercially insured infants,
Infectious Diseases and Therapy, March 2018

Identifying gender minority patients' health and health care needs In administrative claims data,
Health Affairs, March 2018

On designing of a low leakage patient-centric provider network,
BMC Health Services Research, March 2018

All-cause and diabetes-related healthcare costs among US adults with type 2 diabetes initiating exenatide once weekly or insulin glargine,
Diabetes, Obesity, and Metabolism, March 2018

Association between glucocorticoid exposure and healthcare expenditures for potential glucocorticoid-related adverse events in patients with rheumatoid arthritis,
Journal of Rheumatology, March 2018

Characterizing Subpopulations with Better Response to Treatment Using Observational Data – an Epilepsy Case Study,
bioRxiv, March 2018

Economic evaluation of global endometrial ablation versus inpatient and outpatient hysterectomy for treatment of abnormal uterine bleeding: US commercial and medicaid payer perspectives,
Population Health Management, March 2018

Development and validation of a claims-based approach to proxy ECOG performance status across ten tumor groups,
Journal of Comparative Effectiveness Research, March 2018

Abstracts and Posters

Financing and policy issues for medication for opioid use disorder,
American Association for the Treatment of Opioid Dependence 2018 Conference, March 2018

Changes in Hospital Service Demand, Cost and Patient Illness Severity Following Health Reform,
International Conference on Health Policy Statistics (Podium Presentation), January 2018

Clinical Quality in the CMS Comprehensive Primary Care Initiative Relative to National Benchmarks. Poster presentation at the CMS Quality Conference (no link available)
QMS Quality Conference, February 2018

IBM Research

Studies and Papers

Epileptic seizure prediction using big data and deep learning: Toward a mobile system,
EBioMedicine, January 2018

Segment convolutional neural networks (Seg-CNNs) for classifying relations in clinical notes,
Journal of the American Medical Informatics Association, January 2018

The Association between Air Pollution and Outpatient and Inpatient Visits in Shenzhen, China,
International Journal of Environmental Research and Public Health, January 2018

Major depressive disorder discrimination using vocal acoustic features,
Journal of Affective Disorders, January 2018

A dual role for the N-terminal domain of the IL-3 receptor in cell signaling,
Nature Communications, January 2018

A meshfree representation for cardiac medical image computing,
Journal of Translational Engineering in Health and Medicine, January 2018

A Novel Ultra-Stable, Monomeric Green Fluorescent Protein For Direct Volumetric Imaging of Whole Organs Using CLARITY,
Scientific Reports, January 2018

An MCEM Framework for Drug Safety Signal Detection and Combination from Heterogeneous Real World Evidence,
Scientific Reports, January 2018

Ancient mitogenomes of Phoenicians from Sardinia and Lebanon: A story of settlement, integration, and female mobility,
PLoS One, January 2018

Binding Specificity Determines the Cytochrome P450 3A4 Mediated Enantioselective Metabolism of Metconazole,
The Journal of Physical Chemistry, January 2018

Differential Pd-nanocrystal facets demonstrate distinct antibacterial activity against Gram-positive and Gram-negative bacteria,
Nature Communications, January 2018

Empiric antibiotic protocols for cancer patients with neutropenia: a single-center study of treatment efficacy and mortality in patients with bacteremia,
International Journal of Antimicrobial Agents, January 2018

Enhanced interlaminar excitation or reduced superficial layer inhibition in neocortex generates different spike-and-wave-like electrographic events in vitro,
Journal of Neurophysiology, January 2018

Exploring the Nanotoxicology of MoS2: A Study on the Interaction of MoS2 Nanoflakes and K+ Channels,
American Chemical Society NANO, January 2018

Inhibition of the proteasome activity by graphene oxide contributes to its cytotoxicity,
Nanotoxicology, January 2018

Supramolecular nanofibers self-assembled from cationic small molecules derived from repurposed poly(ethylene teraphthalate) for antibiotic delivery,
Nanomedicine, January 2018

Metabolomics in Sepsis and Its Impact on Public Health,
Public Health Genomics, January 2018

Molecular mechanism of [email protected](OH)22 increasing collagen expression: Implication for encaging tumor,
Biomaterials, January 2018

Multiscale Kinetic Modeling Reveals an Ensemble of Cl-/H+ Exchange Pathways in ClC-ec1 Antiporter,
Journal of American Chemical Society, January 2018

Influence of Solvent on the Drug-Loading Process of Amphiphilic Nanogel Star Polymers,
Journal of Physical Chemistry B, January 2018

Elevated blood viscosity and micro-recirculation linked to coronary stent malapposition,
Journal of Biomechanical Engineering, January 2018

Psoriasis image representation using patch-based dictionary learning for erythema severity scoring,
Computerized Medical Imaging and Graphics, February 2018

ChronoNet: A Deep Recurrent Neural Network for Abnormal EEG Identification,
arXiv, February 2018

Prediction of psychosis across protocols and risk cohorts using automated language analysis,
World Psychiatry, February 2018

Modeling of cytometry data in logarithmic space: When is a bimodal distribution not bimodal?,
Journal of Quantitative Cell Science, February 2018

Novel experimental and software methods for image reconstruction and localization in capsule endoscopy,
Endoscopy International Open, February 2018

Patient HLA class I genotype influences cancer response to checkpoint blockade immunotherapy,
Science, February 2018

Stratification of TAD boundaries reveals preferential insulation of super-enhancers by strong boundaries,
Nature Communications, February 2018

T cell receptors for the HIV KK10 epitope from patients with differential immunologic control are functionally indistinguishable,
Proceedings of the National Academy of Sciences of the United States of America, February 2018

Association between expression of random gene sets and survival is evident in multiple cancer types and may be explained by sub-classification,
PLoS Computer Biology, February 2018

Shared neural coding for social hierarchy and reward value in primate amygdala,
Nature Neuroscience, February 2018

Automated volumetric lung segmentation of thoracic CT images using fully convolutional neural network,
Medical Imaging 2018: Computer-Aided Diagnosis, February 2018

Hippocampal morphology mediates biased memories of chronic pain,
Neuroimage, February 2018

Mapping road network communities for guiding disease surveillance and control strategies,
Scientific Reports, March 2018

Does distance to a cystic fibrosis center impact health outcomes?,
Pediatric Pulmonology, March 2018

Role of Big Data and Machine Learning in Diagnostic Decision Support in Radiology,
Journal of the American College of Radiology, March 2018

Chest x-ray generation and data augmentation for cardiovascular abnormality classification,
Medical Imaging 2018: Image Processing, March 2018

Deep positive-unlabeled learning for region of interest localization in breast tissue images,
Medical Imaging 2018: Digital Pathology, March 2018

Inference from single occasion capture experiments using genetic markers,
Biometric Journal, March 2018

Methods for imaging mammalian mitochondrial morphology: A prospective on MitoGraph,
Analytical Biochemistry, March 2018

Segmentation of anatomical structures in cardiac CTA using multi-label V-Net,
Medical Imaging 2018: Image Processing, March 2018

Addressing Drug Resistance in Cancer with Macromolecular Chemotherapeutic Agents,
Journal of the American Chemical Society, March 2018

Memory shapes visual search strategies in large-scale environments,
Scientific Reports, March 2018

Abstracts and Posters

Computational Approaches to Behavior Analysis in Psychiatry,
Neuropsychopharmacology, January 2018

Deep Learning Applied Toward Predicting Modality, Disease, and Referrals in Primary Care Clinical Photography (No link available)
American Academy of Dermatology (AAD) Annual Meeting, February 2018

2017 Data + Clinical Evidence – Top 100

Watson Health Cognitive Offerings: 2017 Study Highlights

Studies

Comparing sequencing assays and human-machine analyses in actionable genomics for glioblastoma
Neurology Genetics, July 2017

Using Semantic Technologies to Extract Highlights from Care Notes
MEDINFO 2017: Precision Healthcare through Informatics, August 2017

Note Highlights: Surfacing Relevant Concepts from Unstructured Notes for Health Professionals
IEEE International Conference on Health Informatics (ICHI), August 2017

Enhancing NGS-Guided Cancer Care Through Cognitive Computing
The Oncologist, November 2017

Artificial intelligence in neurodegenerative disease research: use of IBM Watson to identify additional RNA-binding proteins altered in amyotrophic lateral sclerosis
Acta Neuropathologica, November 2017

Artificial Intelligence in Medical Practice: the Question to the Answer?,
American Journal of Medicine, November 2017

Abstracts and Posters

Concordance assessment of a cognitive computing system in Thailand
Journal of Clinical Oncology, May 2017

Early experience with IBM Watson for Oncology (WFO) cognitive computing system for lung and colorectal cancer treatment
Journal of Clinical Oncology, May 2017

Cognitive computing in oncology: A qualitative assessment of IBM Watson for Oncology in Mexico
Journal of Clinical Oncology, May 2017

Use of a cognitive computing system for treatment of colon and gastric cancer in South Korea
Journal of Clinical Oncology, May 2017

Cognitive technology addressing optimal cancer clinical trial matching and protocol feasibility in a community cancer practice
Journal of Clinical Oncology, May 2017

In Silico Predictive Analytics Accelerating Identification of Potential Disease-Modifying Compounds for Parkinson's Disease
International Congress of Parkinson’s Disease and Movement Disorders, June 2017

Using cognitive computing to identify compounds with antidyskinetic potential for Parkinson's disease
International Conference on Alzheimer’s and Parkinson’s Disease, June 2017

Sugar.IQ Insights: An Innovative Personalized Machine-Learning Model For Diabetes Management
American Diabetes Association Scientific Sessions, June 2017

Identifying Chemical Substructures Associated with Adverse Drug Reactions using Deep Learning Framework
ISOP 2017, October 2017

Leveraging Statistical Natural Language Processing (NLP) to Surface Clinically Relevant Biomarkers in Pediatric Nephrotic Syndrome
Kidney Week, November 2017

White Papers

Cognitive Computing and the Future of Health Care Cognitive Computing and the Future of Healthcare: The Cognitive Power of IBM Watson Has the Potential to Transform Global Personalized Medicine
IEEE Pulse, May/June 2017

Watson Health Real-World Evidence: 2017 Study Highlights

Studies

Large Health Systems' Prevention Guideline Implementation: A Qualitative Study
American Journal of Preventive Medicine, January 2017

Trends in average days' supply of opioid medications in Medicaid and commercial insurance
Addictive Behaviors, January 2017

Health risk factors as predictors of workers' compensation claim occurrence and cost
Occupational and Environmental Medicine, January 2017

Effect of Having a Usual Source of Care on Health Care Outcomes Among Children With Serious Emotional Disturbance
Academic Pediatrics, January/February 2017

Workplace Programs, Policies, And Environmental Supports To Prevent Cardiovascular Disease
Health Affairs, February 2017

Development of a novel algorithm to determine adherence to chronic pain treatment guidelines using administrative claims
Journal of Pain Research, February 2017

Two-year persistence and compliance with osteoporosis therapies among postmenopausal women in a commercially insured population in the United States
Archives of Osteoporosis, February 2017

Increased Service Use Among Children With Autism Spectrum Disorder Associated With Mental Health Parity Law
Health Affairs, February 2017

Health Care Use And Spending Patterns Vary By Wage Level In Employer-Sponsored Plans
Health Affairs, February 2017

Managed care and inpatient mortality in adults: effect of primary payer
BioMed Central (BMC) Health Services Research, February 2017

A Review of US Drug Costs Relevant to Medicare, Medicaid, and Commercial Insurers Post-Affordable Care Act Enactment, 2010-2016
PharmacoEconomics, February 2017

Prevalence of Metabolic Syndrome in an Employed Population as Determined by Analysis of Three Data Sources
Journal of Occupational and Environmental Medicine, February 2017

Atrial Fibrillation and Cancer- Validation in the Real World
JAMA Cardiology, March 2017

Understanding Racial and Ethnic Disparities in Postsurgical Complications Occurring in U.S. Hospitals
Health Services Research, March 2017

Employer and Employee Opinions About Workplace Health Promotion (Wellness) Programs: Results of the 2015 Harris Poll Nielsen Survey
Journal of Occupational and Environmental Medicine, March 2017

Medicare Advantage and Traditional Medicare Hospitalization Intensity and Readmissions
Medical Care Research and Review, March 2017

How States Are Tackling the Opioid Crisis
Public Health Reports, March 2017

Age-related Disparities in Trauma Center Access for Severe Head Injuries Following the Release of the Updated Field Triage Guidelines
Academic Emergency Medicine, April 2017

Association Between the Opening of Retail Clinics and Low-Acuity Emergency Department Visits
Annals of Emergency Medicine, April 2017

Reassessing the Association between WIC and Birth Outcomes Using a Fetuses-at-Risk Approach
Maternal and Child Health Journal, April 2017

Value Analysis of Digital Breast Tomosynthesis for Breast Cancer Screening in a US Medicaid Population
Journal of the American College of Radiology, April 2017

Real-world health care utilization in asthma patients using albuterol sulfate inhalation aerosol (ProAir ® HFA) with and without integrated dose counters
Journal of Asthma and Allergy, May 2017

Incremental direct and indirect cost burden attributed to endometriosis surgeries in the United States
Fertility and Sterility, May 2017

Re: Prevalence of Metabolic Syndrome in an Employed Population as Determined by Analysis of Three Data Sources
Journal of Occupational and Environmental Medicine, May 2017

Impact of pharmacy channel on adherence to oral oncolytics
BioMed Central (BMC) Health Services Research, June 2017

The Shifting Landscape in Utilization of Inpatient, Observation, and Emergency Department Services Across Payers
Journal of Hospital Medicine, June 2017

Discharge Planning and Hospital Readmissions
Medical Care Research and Review, June 2017

Measure accurately, Act rapidly, and Partner with patients: An intuitive and practical three-part framework to guide efforts to improve hypertension control
The Journal of Clinical Hypertension, July 2017

Retrospective analysis to describe associations between tumor necrosis factor alpha inhibitors and COPD-related hospitalizations
International Journal of Chronic Obstructive Pulmonary Disease, July 2017

A Retrospective Cohort Study of the Incidence, Healthcare Resource Utilization, and Costs of ICD-9 Diagnosed Influenza and Related Complications in US Children
The Pediatric Infectious Disease Journal, July 2017

A Retrospective, Longitudinal, Claims-Based Comparison of Concomitant Diagnoses Between Individuals with and Without Down Syndrome
Journal of Managed Care & Specialty Pharmacy, July 2017

Identifying Increased Risk of Readmission and In-hospital Mortality Using Hospital Administrative Data: The AHRQ Elixhauser Comorbidity Index
Medical Care, July 2017

Healthcare costs in psoriasis and psoriasis sub-groups over time following psoriasis diagnosis
Journal of Medical Economics, July 2017

Characteristics and treatment patterns of US commercially insured and Medicaid patients with opioid dependence or abuse
Journal of Opioid Management, July/August 2017

Migraine Prophylaxis and Acute Treatment Patterns Among Commercially Insured Patients in the United States
Headache, August 2017

The Medicaid Rebate: Changes in Oncology Drug Prices After the Affordable Care Act
Applied Health Economics and Health Policy, August 2017

Reducing Behavioral Health Inpatient Readmissions for People With Substance Use Disorders: Do Follow-Up Services Matter?
Psychiatric Services, August 2017

Screening for Behavioral Health Conditions in Primary Care Settings: A Systematic Review of the Literature
Journal of General Internal Medicine, September 2017

Economics of Self-Measured Blood Pressure Monitoring: A Community Guide Systematic Review
American Journal of Preventive Medicine, September 2017

Progress and outcomes of health systems reform in the United Arab Emirates: a systematic review
BioMed Central (BMC) Health Services Research, September 2017

Trends in overall survival and costs of multiple myeloma, 2000-2014
Leukemia, September 2017

Prescribing of benzodiazepines and opioids to individuals with substance use disorders
Drug and Alcohol Dependence, September 2017

Real-World Economic Burden Associated with Transplant Related Complications
Biology of Blood and Marrow Transplantation, October 2017

Factors that Affect Choice of Mental Health Provider and Receipt of Outpatient Mental Health Treatment
The Journal of Behavioral Health Services & Research, October 2017

Impact of a Usual Source of Care on Health Care Use, Spending, and Quality Among Adults With Mental Health Conditions
Administration and Policy in Mental Health, November 2017

Factors Associated with Direct Health Care Costs Among Patients with Migraine
Journal of Managed Care & Specialty Pharmacy, November 2017

Returns to Emergency Department, Observation, or Inpatient Care Within 30 Days After Hospitalization in 4 States, 2009 and 2010 Versus 2013 and 2014
Journal of Hospital Medicine, November 2017

Comparison of all-cause costs and healthcare resource use among patients with newly-diagnosed non-valvular atrial fibrillation newly treated with oral anticoagulants
Current Medical Research and Opinion, November 2017

Societal burden of cluster headache in the United States: a descriptive economic analysis
Journal of Medical Economics, November 2017

Impact of a Usual Source of Care on Health Care Use, Spending, and Quality Among Adults With Mental Health Conditions
Adm Policy Ment Health, November 2017

A Retrospective Cohort Study of the Incidence, Health Care Resource Utilization and Costs of International Classification of Diseases, Clinical Modification, 9th Revision Diagnosed Influenza and Related Complications in US Children
The Pediatric Infectious Disease Journal, December 2017

Racial Disparities in Sepsis-Related In-Hospital Mortality: Using a Broad Case Capture Method and Multivariate Controls for Clinical and Hospital Variables, 2004-2013
Critical Care Medicine, December 2017

Real-world economic burden of hematopoietic cell transplantation among a large US commercially insured population with hematologic malignancies
Journal of Medical Economics, December 2017

Comorbidities Among US Patients With Prevalent HIV Infection-A Trend Analysis
The Journal of Infectious Diseases, December 2017

Differential Reimbursement of Psychiatric Services by Psychiatrists and Other Medical Providers
Psychiatric Services, December 2017

Trends in Hospital Inpatient Admissions Following Early Medicaid Expansion in California
Medical Care Research and Review, December 2017

Mental Health in the Workplace: A Call to Action Proceedings from the Mental Health in the Workplace
Journal of Occupational and Environmental Medicine, December 2017

Abstracts and Posters

Using electronically reported electronic clinical quality measure (eCQM) data in value-based payment
Academy Health Annual Research Meeting, June 2017

Risk Factors for and Incidence of Seizures in Metastatic Castration-Resistant Prostate Cancer: A Real-World Retrospective Cohort Study
Clin Drug Investig, December 2017

Differential Reimbursement of Psychiatric Services by Psychiatrists and Other Medical Providers
Psychiatr Ser , December 2017

IBM Research: 2017 Study Highlights

Studies

Predicting human olfactory perception from chemical features of odor molecules
Science February 2017

Computer-aided assessment of the generalizability of clinical trial results
International Journal of Med Informatics, March 2017

Epidemiological Models Lacking Process Noise Can Be Overconfident
Studies in Health Technologies and Informatics, 2017

Changes to physician and nurse time burdens when caring for patients under contact precautions
American Journal of Infection Control, May 2017

Learning stable and predictive network-based patterns of schizophrenia and its clinical symptoms
NPJ Schizophrenia, May 2017

Predicting Future High-Cost Schizophrenia Patients Using High-Dimensional Administrative Data
Front Psychiatry, June 2017

Making sense of consensus: comparative modelling of malaria interventions
Lancet Global Health, July 2017

Automated problem list generation and physicians perspective from a pilot study
International Journal of Medical Informatics, September 2017

How Can Health Information Technologies Contribute to Improve Health Care Services for High Need Patients?
Studies in Health Technologies and Informatics, September 2017

The MELD-Plus: A generalizable prediction risk score in cirrhosis
PLoS One, October 2017

Analysis of blood-based gene expression in idiopathic Parkinson disease
Neurology, October 2017

Evaluation of the three-in-one team-based care model on hierarchical diagnosis and treatment patterns among patients with diabetes: a retrospective cohort study using Xiamen's regional electronic health records
BioMed Central (BMC) Health Services Research, November 2017

Epileptic Seizure Prediction Using Big Data and Deep Learning: Toward a Mobile System
EBioMedicine, December 2017

Group-based Trajectory Analysis for Long-Term Use of Warfarin Therapy in Atrial Fibrillation Patients
Stud Health Technol Inform, December 2017

Abstracts and Posters

A novel hybrid approach for severity assessment of Diabetic Retinopathy in colour fundus images
IEEE 14th International Symposium on Biomedical Imaging, April 2017

Automatic Reporting of Lesion Location in Mammograms
Computer Assisted Radiology and Surgery (CARS), June 2017

Deep Diabetologist: Learning to Prescribe Hypoglycemia Medications with Hierarchical Recurrent Neural Networks
MedInfo 2017, August 2017

Personal Health Self-Management in a Data Perspective
MedInfo 2017, August 2017

Self-Controlled Structural Nested Mean Models
AMIA 2017 Annual Symposium, November 2017

Multi-Agent System Architecture to Measure Patient Engagement Based on Automatic Patient Authored Text Analysis
AMIA 2017 Annual Symposium, November 2017

A Predictive Tool for Characterizing and Visualizing Populations Under Counterfactual Treatment Assignment
ISPOR 20 th Annual European Conference 2017, November 2017

Design and evaluation of a web-based decision support tool for district-level disease surveillance in a low-resource setting
American Medical Informatics Association (AMIA) 2017 Annual Symposium, November 2017

StressHacker: Towards Practical Stress Monitoring in the Wild with Smartwatches
American Medical Informatics Association (AMIA) 2017 Annual Symposium, November 2017

Contact Us:

For questions or additional information, please contact Kristi Bond at [email protected].
CTA Label
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Q1 2018 Data + Clinical Evidence
Watson Health Cognitive Offerings

Studies and Papers

Watson for Oncology and breast cancer treatment recommendations: agreement with an expert multidisciplinary tumor board,
Annals of Oncology, February 2018

Enhancing Next-Generation Sequencing-Guided Cancer Care Through Cognitive Computing,
The Oncologist, February 2018

Realizing the promise of cognitive computing in cancer care: ushering in a new era,
Journal of Clinical Oncology: Clinical Cancer Informatics, February 2018

Sorting Through the Safety Data Haystack: Using Machine Learning to Identify Individual Case Safety Reports in Social- Digital Media,
Drug Safety, February 2018

GWAS-based machine learning approach to predict duloxetine response in major depressive disorder,
Journal of Psychiatric Research, February 2018

A regional saliency map-driven hybrid deep learning network for anomaly segmentation,
SPIE Medical Imaging 2018, February 2018

Realizing the Promise of Cognitive Computing in Cancer Care: Ushering in a New Era,
Journal of Clinical Oncology - Clinical Cancer Informatics, February 2018

Benchmarking Framework for Performance-Evaluation of Causal Inference Analysis,
arXiv, March 2018

Watson Health Real-World Evidence

Studies and Papers

Early Impact of the Affordable Care Act Coverage Expansion on Safety-Net Hospital Inpatient Payer Mix and Market Shares,
Health Services Research, January 2018

Persistent opioid use among pediatric patients after surgery,
Pediatrics, January 2018

Trends in Average Days’ Supply of Opioid Medications in Medicaid and Commercial Insurance,
Addictive Behaviors, January 2018

Large health systems’ prevention guideline implementation: a qualitative study,
American Journal of Preventive Medicine, January 2018

Return on investment for a payer–provider partnership to improve care management of employees and early retirees,
Journal of Occupational and Environmental Medicine, January 2018

Health care costs and thromboembolic events in hydroxyurea-treated patients with polycythemia vera,
Journal of Managed Care & Specialty Pharmacy, January 2018

Treatment, short-term outcomes, and costs associated with larynx cancer care in commercially insured patients,
Laryngoscope, January 2018

Urologic Diseases in America Project. The comparative effectiveness of treatments for ureteropelvic junction obstruction,
Urology, January 2018

Direct and indirect healthcare resource utilization and costs among migraine patients in the United States,
Headache - The Journal of Head and Face Pain, February 2018

Medicare Advantage penetration and hospital costs before and after the Affordable Care Act,
Medical Care, February 2018

Mental Health Spending and Intensity of Service Use Among Individuals With Diagnoses of Eating Disorders Following Federal Parity,
Psychiatric Services, February 2018

Comparative cost and clinical effectiveness of clostridial collagenase ointment for chronic dermal ulcers,
Journal of Comparative Effectiveness Research, February 2018

The burden of severe hypoglycemia in type 1 diabetes,
Current Medical Research and Opinion, February 2018

Preoperative depression, lumbar fusion, and opioid use: An assessment of postoperative prescription, quality, and economic outcomes,
Journal of Neurosurgery: Neurosurgical Focus, February 2018

Reoccurring injury, chronic health conditions, and behavioral health: Gender differences in the causes of Workers' Compensation claims,
Journal of Occupational and Environmental Medicine, February 2018

Strategies to support the education goals of youth and young adults with serious mental health conditions: a case study,
Administration and Policy in Mental health and Mental Health Services Research, February 2018

The association between varicocoeles and vascular disease: an analysis of U.S. claims data,
Andrology, February 2018

The economic burden of overactive bladder (OAB) and its effects on the costs associated with other chronic, age-related comorbidities in the United States,
Neurourology and Urodynamics, February 2018

Treatment patterns and associated health care costs before and after treatment initiation among pulmonary arterial hypertension patients in the United States,
Journal of Managed Care & Specialty Pharmacy, February 2018

Strategies to Support the Education Goals of Youth and Young Adults with Serious Mental Health Conditions: A Case Study,
Administration and Policy in Mental Health and Mental Health Services Research, February 2018

All-cause healthcare costs and mortality in patients with systemic sclerosis with lung involvement,
The Journal of Rheumatology, February 2018

All-cause hospitalization and associated costs in patients with schizophrenia or bipolar disorder initiating long-acting injectable antipsychotics,
Current Medical Research and Opinion, February 2018

Constipation-related health care utilization in children before and after hospitalization for constipation,
Clinical Pediatrics, February 2018

Costs of disease relapses among individuals with granulomatosis, with polyangiitis, or microscopic polyangiitis in the United States,
Rheumatology and Therapy, February 2018

Real-world evaluation of direct and indirect economic burden among endometriosis patients in the United States,
Advances in Therapy, February 2018

Differential Reimbursement of Psychiatric Services by Psychiatrists and Other Medical Providers,
Psychiatric Services, March 2018

Probability of achieving glycemic control with basal insulin in patients with type 2 diabetes in real-world practice in the USA,
Diabetes Therapy, March 2018

Screening for behavioral health conditions in primary care settings: a systematic review of the literature,
Journal of General Internal Medicine, March 2018

Trends in utilization of outpatient respiratory syncytial virus prophylaxis with palivizumab among Medicaid- and commercially insured infants,
Infectious Diseases and Therapy, March 2018

Identifying gender minority patients' health and health care needs In administrative claims data,
Health Affairs, March 2018

On designing of a low leakage patient-centric provider network,
BMC Health Services Research, March 2018

All-cause and diabetes-related healthcare costs among US adults with type 2 diabetes initiating exenatide once weekly or insulin glargine,
Diabetes, Obesity, and Metabolism, March 2018

Association between glucocorticoid exposure and healthcare expenditures for potential glucocorticoid-related adverse events in patients with rheumatoid arthritis,
Journal of Rheumatology, March 2018

Characterizing Subpopulations with Better Response to Treatment Using Observational Data – an Epilepsy Case Study,
bioRxiv, March 2018

Economic evaluation of global endometrial ablation versus inpatient and outpatient hysterectomy for treatment of abnormal uterine bleeding: US commercial and medicaid payer perspectives,
Population Health Management, March 2018

Development and validation of a claims-based approach to proxy ECOG performance status across ten tumor groups,
Journal of Comparative Effectiveness Research, March 2018

Abstracts and Posters

Financing and policy issues for medication for opioid use disorder,
American Association for the Treatment of Opioid Dependence 2018 Conference, March 2018

Changes in Hospital Service Demand, Cost and Patient Illness Severity Following Health Reform,
International Conference on Health Policy Statistics (Podium Presentation), January 2018

Clinical Quality in the CMS Comprehensive Primary Care Initiative Relative to National Benchmarks. Poster presentation at the CMS Quality Conference (no link available)
QMS Quality Conference, February 2018

IBM Research

Studies and Papers

Epileptic seizure prediction using big data and deep learning: Toward a mobile system,
EBioMedicine, January 2018

Segment convolutional neural networks (Seg-CNNs) for classifying relations in clinical notes,
Journal of the American Medical Informatics Association, January 2018

The Association between Air Pollution and Outpatient and Inpatient Visits in Shenzhen, China,
International Journal of Environmental Research and Public Health, January 2018

Major depressive disorder discrimination using vocal acoustic features,
Journal of Affective Disorders, January 2018

A dual role for the N-terminal domain of the IL-3 receptor in cell signaling,
Nature Communications, January 2018

A meshfree representation for cardiac medical image computing,
Journal of Translational Engineering in Health and Medicine, January 2018

A Novel Ultra-Stable, Monomeric Green Fluorescent Protein For Direct Volumetric Imaging of Whole Organs Using CLARITY,
Scientific Reports, January 2018

An MCEM Framework for Drug Safety Signal Detection and Combination from Heterogeneous Real World Evidence,
Scientific Reports, January 2018

Ancient mitogenomes of Phoenicians from Sardinia and Lebanon: A story of settlement, integration, and female mobility,
PLoS One, January 2018

Binding Specificity Determines the Cytochrome P450 3A4 Mediated Enantioselective Metabolism of Metconazole,
The Journal of Physical Chemistry, January 2018

Differential Pd-nanocrystal facets demonstrate distinct antibacterial activity against Gram-positive and Gram-negative bacteria,
Nature Communications, January 2018

Empiric antibiotic protocols for cancer patients with neutropenia: a single-center study of treatment efficacy and mortality in patients with bacteremia,
International Journal of Antimicrobial Agents, January 2018

Enhanced interlaminar excitation or reduced superficial layer inhibition in neocortex generates different spike-and-wave-like electrographic events in vitro,
Journal of Neurophysiology, January 2018

Exploring the Nanotoxicology of MoS2: A Study on the Interaction of MoS2 Nanoflakes and K+ Channels,
American Chemical Society NANO, January 2018

Inhibition of the proteasome activity by graphene oxide contributes to its cytotoxicity,
Nanotoxicology, January 2018

Supramolecular nanofibers self-assembled from cationic small molecules derived from repurposed poly(ethylene teraphthalate) for antibiotic delivery,
Nanomedicine, January 2018

Metabolomics in Sepsis and Its Impact on Public Health,
Public Health Genomics, January 2018

Molecular mechanism of [email protected](OH)22 increasing collagen expression: Implication for encaging tumor,
Biomaterials, January 2018

Multiscale Kinetic Modeling Reveals an Ensemble of Cl-/H+ Exchange Pathways in ClC-ec1 Antiporter,
Journal of American Chemical Society, January 2018

Influence of Solvent on the Drug-Loading Process of Amphiphilic Nanogel Star Polymers,
Journal of Physical Chemistry B, January 2018

Elevated blood viscosity and micro-recirculation linked to coronary stent malapposition,
Journal of Biomechanical Engineering, January 2018

Psoriasis image representation using patch-based dictionary learning for erythema severity scoring,
Computerized Medical Imaging and Graphics, February 2018

ChronoNet: A Deep Recurrent Neural Network for Abnormal EEG Identification,
arXiv, February 2018

Prediction of psychosis across protocols and risk cohorts using automated language analysis,
World Psychiatry, February 2018

Modeling of cytometry data in logarithmic space: When is a bimodal distribution not bimodal?,
Journal of Quantitative Cell Science, February 2018

Novel experimental and software methods for image reconstruction and localization in capsule endoscopy,
Endoscopy International Open, February 2018

Patient HLA class I genotype influences cancer response to checkpoint blockade immunotherapy,
Science, February 2018

Stratification of TAD boundaries reveals preferential insulation of super-enhancers by strong boundaries,
Nature Communications, February 2018

T cell receptors for the HIV KK10 epitope from patients with differential immunologic control are functionally indistinguishable,
Proceedings of the National Academy of Sciences of the United States of America, February 2018

Association between expression of random gene sets and survival is evident in multiple cancer types and may be explained by sub-classification,
PLoS Computer Biology, February 2018

Shared neural coding for social hierarchy and reward value in primate amygdala,
Nature Neuroscience, February 2018

Automated volumetric lung segmentation of thoracic CT images using fully convolutional neural network,
Medical Imaging 2018: Computer-Aided Diagnosis, February 2018

Hippocampal morphology mediates biased memories of chronic pain,
Neuroimage, February 2018

Mapping road network communities for guiding disease surveillance and control strategies,
Scientific Reports, March 2018

Does distance to a cystic fibrosis center impact health outcomes?,
Pediatric Pulmonology, March 2018

Role of Big Data and Machine Learning in Diagnostic Decision Support in Radiology,
Journal of the American College of Radiology, March 2018

Chest x-ray generation and data augmentation for cardiovascular abnormality classification,
Medical Imaging 2018: Image Processing, March 2018

Deep positive-unlabeled learning for region of interest localization in breast tissue images,
Medical Imaging 2018: Digital Pathology, March 2018

Inference from single occasion capture experiments using genetic markers,
Biometric Journal, March 2018

Methods for imaging mammalian mitochondrial morphology: A prospective on MitoGraph,
Analytical Biochemistry, March 2018

Segmentation of anatomical structures in cardiac CTA using multi-label V-Net,
Medical Imaging 2018: Image Processing, March 2018

Addressing Drug Resistance in Cancer with Macromolecular Chemotherapeutic Agents,
Journal of the American Chemical Society, March 2018

Memory shapes visual search strategies in large-scale environments,
Scientific Reports, March 2018

Abstracts and Posters

Computational Approaches to Behavior Analysis in Psychiatry,
Neuropsychopharmacology, January 2018

Deep Learning Applied Toward Predicting Modality, Disease, and Referrals in Primary Care Clinical Photography (No link available)
American Academy of Dermatology (AAD) Annual Meeting, February 2018
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calendar January 1, 2010
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