PublicationClinical Relevance of a Machine Learning Model for Automated Analyses of Depression Severity: the ePHQ-9 in Treatment-Resistant DepressionDownload
PublicationRegistriesOtherRegistry of Patient Registries Outcome Measures Framework: Information Model Report.Download
PublicationRegistriesOtherDevelopment of Harmonized Outcome Measures for Use in Patient Registries and Clinical Practice: Methods and Lessons Learned. Final ReportRead more
PublicationAIRareA New Approach to Identifying Patients with Elevated Risk for Fabry Disease Using a Machine Learning Algorithm.Read more
PublicationRegistriesDataOncologyComparison of Resource Utilization and Clinical Outcomes Following Screening with Digital Breast Tomosynthesis Versus Digital Mammography: Findings From a Learning Health SystemDownload
PublicationDataRespiratoryReal-World Evidence Analysis of the Impact of Steroid-Eluting Implants on Healthcare Resource Use Among Chronic Rhinosinusitis Patients Undergoing Sinus SurgeryDownload
PublicationDataRespiratoryReduction in healthcare resource use through 24 months following sinus surgery with steroid-eluting implants in chronic rhinosinusitis patients with and without nasal polyps: a real-world studyDownload
PublicationAICardioPredicting Disease Progression in Non-Alcoholic Steatohepatitis (NASH) Patients with Early Stage Fibrosis Within a Large, Representative Real-World Database of US PatientsRead more
PublicationAICardioA Highly Predictive Machine Learning Model to Identify Hospitalized Patients at Risk for 30-day Readmission or MortalityRead more
PublicationDataCardioStandardized Library of Atrial Fibrillation Outcome Measures. Research White Paper.Download
PublicationDataCardioHarmonized Outcome Measures for Use in Atrial Fibrillation Patient Registries and Clinical PracticeDownload
PublicationAINeuroValidation of a Machine Learning Approach to Estimate Expanded Disability Status Scale Scores for Multiple Sclerosis.Read more
PublicationDataNeuroReal-world healthcare utilization and costs of peripheral nerve stimulation with a micro-IPG systemDownload
PublicationDataMental HealthWeight Gain and Comorbidities Associated With Oral Second-Generation Antipsychotics: Analysis of Real-World Data for Patients With Bipolar I Disorder or SchizophreniaDownload
PublicationAIMental HealthA machine learning model using clinical notes to estimate PHQ-9 symptom severity scores in depressed patientsDownload
PublicationDataMental HealthReal-world effectiveness of cariprazine in major depressive disorder and bipolar I disorder in the United StatesRead more
PublicationDataMental HealthClinical burden of major depressive disorder with versus without prominent anhedonia using a real-world electronic health records and claims linked databaseDownload
PublicationDataOtherImpact of New Guidelines for High Blood Pressure: Findings from the OM1 Intelligent Data CloudDownload
PublicationDataRegistriesOtherAssessing Real-World Data Quality: The Application of Patient Registry Quality Criteria to Real-World Data and Real-World EvidenceDownload
PublicationDataOncologyHarmonized Outcome Measures for Use in Non–Small Cell Lung Cancer Patient Registries and Clinical PracticeDownload
PublicationDataOncologyRepresentation of patients of minority race and ethnicity in real-world databases and tumor registries of patients with breast cancerDownload
PublicationRegistriesOncologyMammography screening outcomes for women screened by standard versus high resolution digital breast tomosynthesisDownload
PublicationAIDermUsing AI to Predict Progression from Psoriasis to Psoriatic Arthritis in a Real-World Dataset.Download
PublicationAICardioMachine Learning Generated Risk Model to Predict Unplanned Hospital Admission in Heart FailureDownload
PublicationDataNeuroUsing Real-World Data and Digital Phenotyping to Identify Candidates for anti-CGRP Migraine TreatmentDownload
PublicationDataNeuroDiagnosis of Frontotemporal Dementia is Often in Non-Specialist Settings and Complicated by Non-FTD Dementia and Psychiatric DiagnosesDownload
PublicationDataMental HealthHarmonized Outcome Measures for Use in Depression Patient Registries and Clinical PracticesDownload
PublicationDataMental HealthReductions in Depressive Symptoms After Brexpiprazole Augmentation Among Patients with Major Depressive Disorder Receiving Antidepressant Therapy in Real-World SettingsDownload
PublicationAIMental HealthDevelopment of a Machine Learning Model for Estimating CGI-I Scores Using Electronic Medical Records from Real-World Data Sources in Schizophrenia, Bipolar I and Major Depressive DisorderDownload
PublicationRegistriesOncologyTowards Personalized Breast Imaging Pathways: Initial Findings from a Learning Health System.Download
PublicationRegistriesDataOncologyDisparities in Accessing Screening Mammography: Opportunities for Improving Diagnostic OutcomesDownload
PublicationRegistriesOncologyUsing Real-World Evidence to Support a Changing Paradigm for Cancer Screening: A CommentaryDownload
PublicationRegistriesOncologyOutcomes by Race in Breast Cancer Screening With Digital Breast Tomosynthesis Versus Digital MammographyRead more
PublicationDataGastroMethod to Derive a Modified Mayo Score from Electronic Health Records DataDownload
PublicationDataDermTreatment Supplementation Following Dupilumab Initiation in Real-World Patients With Atopic Dermatitis in the U.S.Download
PublicationDataDermA Real World Analysis of Apremilast and Cardiometabolic Comorbidities in Psoriasis and Psoriatic Arthritis, Including Impact on Weight Loss by Diabetic StatusDownload
PublicationDataDermNatural History of Keloids: A Sociodemographic Analysis Using Structured and Unstructured DataRead more
PublicationDataDermReal-World Dupilumab Continuation in US Adults With Atopic Dermatitis Over a 24-Month PeriodDownload
PublicationAICardioFindings From a Non-Alcoholic Steatohepatitis (NASH) Cohort Developed via Artificial Intelligence in a Large Representative Population in the U.S.Download
PublicationDataCardioCharacteristics of Asymptomatic Heart Failure Patients with Reduced Ejection Fraction in a Large US-Based Real-World CohortDownload
PublicationDataCardioDefining Provider Prescribing Preference as an Instrumental Variable: A Case Study of NOACs in Stroke PreventionDownload
PublicationRegistriesOtherMeasuring What Matters: Is Standardized Outcome Measurement Necessary to Support Value-Based Care?Download
PublicationRegistriesOtherApplication of E-Value Analysis to Gauge Unmeasured Confounding in Real-World Data (RWD) StudiesDownload
PublicationDataOncologyImpact of Population Characteristic on Recall Rates: Initial Finding from a Learning Health SystemDownload
PublicationRegistriesOncologyEffect of Breast Cancer Screening Modality Order on Recall, Cancer Detection Rates, and Positive Predictive Value 1 for Women with Multiple Screening ExamsDownload
PublicationDataGastroMethod To Derive A Crohn’s Disease Activity Index From Electronic Health Records DataDownload
PublicationDataRespiratoryHarmonized Outcome Measures for Use in Asthma Patient Registries and Clinical PracticeDownload
PublicationDataDermReal-World Use of Biologics and Prescription Topical Medications in Pediatric Psoriasis in a Large Dermatology Network in the U.S.Download
PublicationDataDermCharacterization of Patients with Co-morbid Dermatological and Mental Health ConditionsDownload
PublicationDataDermComparison of Improvements in Psoriatic Arthritis Disease Activity between Classes of Biologic Disease Modifying Anti-Rheumatic Drugs in Routine Clinical PracticeDownload
PublicationDataDermPatient-Reported Outcomes and Changes in DMARD Therapy Among Psoriatic Arthritis Patients Treated in Routine Clinical Practice.Download
PublicationDataDermReal-World Characterization and Management of Alopecia Areata Patients in the U.S.Download
PublicationDataDermPatient Characteristics and Social Determinants of Health in a Large Real-World Cohort of Vitiligo Patients in the U.S.Download
PublicationDataDermReal-World Dupilumab Continuation in US Children and Adolescents With Atopic Dermatitis Over a 24-Month PeriodDownload
PublicationDataDermDiabetes and obesity burden and improvements in cardiometabolic parameters in patients with psoriasis or psoriatic arthritis receiving apremilast in a real-world setting.Download
PublicationAICardioIdentifying Progressing Patients in an Artificial Intelligence (AI) Based Cohort of Nonalcoholic Steatohepatitis (NASH)Download
PublicationDataCardioVariation in Outcome Measures in Atrial Fibrillation Registries and the Need for HarmonizationDownload
PublicationDataCardioThe Association Between Social Determinants of Health and 1-Year Survival Among Patients with Heart Failure in a Real-World CohortDownload
PublicationDataNeuroReal-World Switching Patterns Among US Generic Glatiramer Acetate Multiple Sclerosis PatientsDownload
PublicationDataNeuroRevisiting MS Prevalence in the 21st Century: Exploration Based on a Large Representative US-Based Real-World CohortDownload
PublicationAINeuroPredicting Relapse Episodes in Patients with Multiple Sclerosis Treated with Disease Modifying Therapies in a Large Representative US-Based Real World CohortDownload
PublicationDataNeuroTreatment Patterns and Reasons for Switching among U.S. Patients with Multiple Sclerosis Taking the Glatiramer Acetate Class of ProductsDownload
PublicationDataNeuroA Real-World Retrospective Analysis of Outcomes in Multiple Sclerosis Patients Who Transitioned to Alemtuzumab After Rituximab or OcrelizumabDownload
PublicationDataNeuroComparison of Symptoms, Treatments, and Healthcare Resource Utilization in Patients with Multiple Sclerosis by Sex in a Real-World Cohort in the U.S.Download
PublicationDataNeuroAssessing Comorbid Behavioral Health Conditions, Healthcare Resource Utilization, and Medication Use in Patients Seeking Mental Health Care within a Large, Representative Real-World Multiple Sclerosis RegistryDownload
PublicationReal-World Adherence, Discontinuation, and Switching among Patients with Multiple Sclerosis Initiating Generic Glatiramer Acetate from Two Large Real-world Databases in the United StatesRead more
PublicationDataNeuroAssessing the Expanded Disability Status Scale in Secondary Progressive Multiple Sclerosis Patients Treated with Disease Modifying Therapies within a Large, Representative Real World Multiple Sclerosis RegistryDownload
PublicationAINeuroCharacterizing Disease Progression in Multiple Sclerosis Subtypes Using RWD: Feasibility of Applying a Machine Learning Model to Address Missing DataDownload
PublicationDataMental HealthPatient & Provider Characteristics Associated with PHQ-9 Administration and Outcomes Assessment in Routine Clinical Practice: Findings from the OM1 Intelligent Data CloudDownload
PublicationDataMental HealthDepression and Patient Outcomes Among Rheumatoid Arthritis Patients in a Large US-Based Real World CohortDownload
PublicationDataMental HealthEvaluating the Feasibility of Capturing a Core Set of Harmonized Depression Outcome Measures in Primary Care and Mental Health Patient RegistriesDownload
PublicationDataMental HealthWeight Gain and Treatment Interruptions With Second-Generation Oral Antipsychotics: Analysis of Real-World Data Among Patients With Schizophrenia or Bipolar I DisorderDownload
PublicationAIMental HealthUse of a Natural Language Processing-Based Approach to Extract Depression Symptom Severity and Suicide Ideation from Clinical Notes to Support Depression ResearchDownload
PublicationDataMental HealthChanges in Weight Across the Life Span in Patients with Bipolar Disorder I Treated with Second Generation AntipsychoticsDownload
PublicationDataMental HealthThe Association Between Race, Social Determinants of Health, and Treatment for Major Depressive Disorder (MDD) in a Real-World CohortDownload
PublicationAIMental HealthThe Association Between Credit Risk Score and Major Depressive Disorder Burden Using a Machine Learning Estimation of the PHQ-9 in a Real-World CohortDownload
PublicationAIMental HealthDevelopment of a Machine Learning Model for Estimating PHQ-9 Scores Using Clinical Notes from Real-World Data SourcesDownload
PublicationAIMental HealthUse of Medical Language Processing in Real-World Data to Understand Antidepressant Side Effects and Improve Research in Mental HealthDownload
PublicationAIMental HealthIdentification of Treatment Resistant Major Depressive Disorder using a Machine Learning AlgorithmDownload
PublicationDataMental HealthAddressing Gaps in Real-World Data Sources through Automated Extraction of Psychiatric Comorbidities and Medication Side Effects from Clinical NotesDownload
PublicationDataMental Healthhe Association Between Adherence to Esketamine Nasal Spray Therapy Dosing Regimen and Changes in Depressive Symptoms Among Patients With Treatment-Resistant Depression in the U.S.Download
PublicationDataMental HealthSuicidal Ideation in Patients Treated with Glucagon-like Peptide 1 Receptor (GLP1) Agonists: A Retrospective Real-World AnalysisDownload
PublicationAIMental HealthAI-Based Estimation of the CGI-I to Address Gaps in Real-World Data and Increase Study Sample SizeDownload
PublicationDataRheumPatient Reported Outcomes and Changes in DMARD Therapy for Rheumatoid Arthritis in Routine Clinical PracticeDownload
PublicationDataRheumInitiation of Biologic Disease Modifying Antirheumatic Drug Therapy and Associated Changes in Disease Activity Measures in Routine Clinical Practice: Findings from a Next Generation RegistryDownload
PublicationDataRheumComparison of Improvements in Disease Activity between Classes of Biologic Disease Modifying Anti-Rheumatic Drugs in Routine Clinical Practice: Findings from a Large Contemporaneous Real World CohortRead more
PublicationDataRheumInitiation of Biologic Disease Modifying Antirheumatic Drug Therapy and Associated Changes in Disease Activity Measures in Routine Clinical Practice: Findings from a Large Contemporaneous Real World CohortDownload
PublicationDataRheumTreatment Patterns in Large Vessel Arteritis (Giant Cell Arteritis and Temporal Arteritis): Findings from a Large Contemporaneous Real-World Cohort in the U.S.Download
PublicationDataRheumAge and Gender Differences in Comorbidities among Patients with Rheumatoid Arthritis in a Large US-Based Real World CohorDownload
PublicationDataRheumPatient Characteristics and Current Management of Systemic Lupus Erythematosus Patients in a Large, Representative US-Based Real World CohortDownload
PublicationDataRheumImprovements in Disease Activity Scores Associated with bDMARD use by Rheumatoid Arthritis Patients in a Large US-Based Real World CohortDownload
PublicationDataRheumAvailability of Disease Activity Measures from Systemic Lupus Erythematosus Patients in a Large, Representative US-Based Real World Registry CohortDownload
PublicationDataRheumPatient Characteristics and Management Of Juvenile Idiopathic Arthritis (JIA) In a Large, Representative Real-World CohortDownload
PublicationDataRheumCharacteristics and Disease Management in a Large Real-World Lupus Nephritis Cohort in the U.S.Download
PublicationDataRheumPredictors of Improvement in Tender Joint Counts Among Patients with Systemic Lupus Erythematosus in A Large, Representative US-Based Real-World Registry Cohort. ISPOR Annual Conference. Orlando, FL, May 2020.Download
PublicationDataRheumJoint Involvement and Disease Activity in Systemic Lupus Erythematosus (SLE) Patients: Calculation of Swollen to Tender Joint Count Ratio in a Real-World Cohort in the U.S.Download
PublicationDataRheumAssessing Comorbid Inflammatory Arthritis Conditions and Swollen to Tender Joint Count Ratios in a Real-World Systemic Lupus Erythematosus CohortDownload
PublicationDataRheumAn Evaluation of Real-World Use of Biologics in Rare Systemic Vasculitides During Routine Clinical Care in the USDownload
PublicationDataRheumCharacterizing Patients Initiating Abaloparatide, Teriparatide, or Denosumab in a Real-World Setting: a US Linked Claims and EMR Database AnalysisDownload
PublicationDataRheumHarmonized Outcome Measures for Use in Degenerative Lumbar Spondylolisthesis Patient Registries and Clinical PracticeRead more
PublicationAIRheumComparison of an AI–Enabled Patient Decision Aid vs Educational Material on Decision Quality, Shared Decision-Making, Patient Experience, and Functional Outcomes in Adults with Knee Osteoarthritis: A Randomized Clinical TrialRead more
PublicationAIDataRheumValidation of a Machine Learning Approach to Estimate Systemic Lupus Erythematosus Disease Activity Index Score Categories and Application in a Real-World DatasetDownload
PublicationAIDataRheumPrediction of Non-Response to First-Line Methotrexate Treatment in Rheumatoid Arthritis: A Real-World Data Analysis Using Machine LearningDownload
PublicationDataRheumPatient Characteristics and Outcomes in Patients with Rheumatoid Arthritis Treated with Upadacitinib: The OM1 RA RegistryDownload
PublicationDataRheumCharacterizing Non-Response to Methotrexate Monotherapy Among Rheumatoid Arthritis Patients in a Large Real-World Longitudinal CohortDownload
PublicationAIRheumValidation of a Machine Learning Approach to Estimate Clinical Disease Activity Index Scores for Rheumatoid ArthritisRead more
PublicationDataRheumA Cross-Sectional Study of Rheumatoid Arthritis (RA) Diagnoses in Patients with Systemic Lupus Erythematosus (SLE)Download
PublicationDataRheumEffect of Patient Reported Outcomes on Changes in DMARD Therapy Among Rheumatoid Arthritis Patients Treated in Routine Clinical PracticeDownload
PublicationDataRheumCharacterization of Non-radiographic Axial Spondyloarthritis Patients and the Burden of Disease in Routine Clinical PracticeDownload
PublicationDataRheumImpact of Change in Biologic Disease Modifying Antirheumatic Drug Therapy on Disease Activity Measures: Findings from a Large Contemporaneous Real-World Longitudinal Database of Rheumatoid Arthritis PatientsDownload
PublicationDataRheumImpact of Change in Biologic Disease Modifying Antirheumatic Drug Therapy on Disease Activity Measures: Findings from a Large Contemporaneous Real-World Longitudinal Database of Psoriatic Arthritis PatientsDownload
PublicationAIRheumMachine Learning Models to Estimate Disease Activity Measures in Real-World Data Sources: Lessons Learned from Four Autoimmune DiseasesDownload
PublicationAIRheumLessons Learned from the Development of Machine Learning Models to Estimate Validated Measures of Disease Activity and Symptom Severity Using Real-World Data for Four Chronic ConditionsDownload
PublicationDataRheumDisease Activity in Rheumatoid Arthritis Patients Initiating Anti-Obesity Medication in a Longitudinal US-Based Real-World CohortDownload
PublicationDataRheumPredictors of Low Disease Activity/ Remission Amongst Rheumatoid Arthritis Patients Experiencing Inadequate Response to Biologic/ Targeted Synthetic Disease-Modifying Antirheumatic DrugsDownload
PublicationAIOncologyMammographic Screening in Routine Practice: Multisite Study of Digital Breast Tomosynthesis and Digital Mammography ScreeningsDownload
PublicationRegistriesOtherAddendum to Registries for Evaluating Patient Outcomes: A User’s Guide, 3rd EditionRead more
