Review




Structured Review

Optum Inc ccae
Ccae, supplied by Optum Inc, used in various techniques. Bioz Stars score: 90/100, based on 1 PubMed citations. ZERO BIAS - scores, article reviews, protocol conditions and more
https://www.bioz.com/result/ccae/product/Optum Inc
Average 90 stars, based on 1 article reviews
ccae - by Bioz Stars, 2026-04
90/100 stars

Images



Similar Products

90
Optum Inc ccae
Ccae, supplied by Optum Inc, used in various techniques. Bioz Stars score: 90/100, based on 1 PubMed citations. ZERO BIAS - scores, article reviews, protocol conditions and more
https://www.bioz.com/result/ccae/product/Optum Inc
Average 90 stars, based on 1 article reviews
ccae - by Bioz Stars, 2026-04
90/100 stars
  Buy from Supplier

90
Truven Health ibm watson truven health marketscan commercial claims and encounters (ccae) database
Ibm Watson Truven Health Marketscan Commercial Claims And Encounters (Ccae) Database, supplied by Truven Health, used in various techniques. Bioz Stars score: 90/100, based on 1 PubMed citations. ZERO BIAS - scores, article reviews, protocol conditions and more
https://www.bioz.com/result/ibm watson truven health marketscan commercial claims and encounters (ccae) database/product/Truven Health
Average 90 stars, based on 1 article reviews
ibm watson truven health marketscan commercial claims and encounters (ccae) database - by Bioz Stars, 2026-04
90/100 stars
  Buy from Supplier

90
Janssen merativetm (ccae) marketscan® commercial database
Merativetm (Ccae) Marketscan® Commercial Database, supplied by Janssen, used in various techniques. Bioz Stars score: 90/100, based on 1 PubMed citations. ZERO BIAS - scores, article reviews, protocol conditions and more
https://www.bioz.com/result/merativetm (ccae) marketscan® commercial database/product/Janssen
Average 90 stars, based on 1 article reviews
merativetm (ccae) marketscan® commercial database - by Bioz Stars, 2026-04
90/100 stars
  Buy from Supplier

90
Signal Recovery fluorescent signal recovery of ccae
Fluorescent Signal Recovery Of Ccae, supplied by Signal Recovery, used in various techniques. Bioz Stars score: 90/100, based on 1 PubMed citations. ZERO BIAS - scores, article reviews, protocol conditions and more
https://www.bioz.com/result/fluorescent signal recovery of ccae/product/Signal Recovery
Average 90 stars, based on 1 article reviews
fluorescent signal recovery of ccae - by Bioz Stars, 2026-04
90/100 stars
  Buy from Supplier

90
IQVIA Inc semaglutide vs. glipizide ccae
Semaglutide Vs. Glipizide Ccae, supplied by IQVIA Inc, used in various techniques. Bioz Stars score: 90/100, based on 1 PubMed citations. ZERO BIAS - scores, article reviews, protocol conditions and more
https://www.bioz.com/result/semaglutide vs. glipizide ccae/product/IQVIA Inc
Average 90 stars, based on 1 article reviews
semaglutide vs. glipizide ccae - by Bioz Stars, 2026-04
90/100 stars
  Buy from Supplier

90
IQVIA Inc ccae
Ccae, supplied by IQVIA Inc, used in various techniques. Bioz Stars score: 90/100, based on 1 PubMed citations. ZERO BIAS - scores, article reviews, protocol conditions and more
https://www.bioz.com/result/ccae/product/IQVIA Inc
Average 90 stars, based on 1 article reviews
ccae - by Bioz Stars, 2026-04
90/100 stars
  Buy from Supplier

90
IQVIA Inc sitagliptin ccae
Sitagliptin Ccae, supplied by IQVIA Inc, used in various techniques. Bioz Stars score: 90/100, based on 1 PubMed citations. ZERO BIAS - scores, article reviews, protocol conditions and more
https://www.bioz.com/result/sitagliptin ccae/product/IQVIA Inc
Average 90 stars, based on 1 article reviews
sitagliptin ccae - by Bioz Stars, 2026-04
90/100 stars
  Buy from Supplier

90
Optum Inc health claims databases ccae
Health Claims Databases Ccae, supplied by Optum Inc, used in various techniques. Bioz Stars score: 90/100, based on 1 PubMed citations. ZERO BIAS - scores, article reviews, protocol conditions and more
https://www.bioz.com/result/health claims databases ccae/product/Optum Inc
Average 90 stars, based on 1 article reviews
health claims databases ccae - by Bioz Stars, 2026-04
90/100 stars
  Buy from Supplier

90
PharMetrics Inc ccae
Diagnostic results for primary analyses, rows bolded passed four validity diagnostics
Ccae, supplied by PharMetrics Inc, used in various techniques. Bioz Stars score: 90/100, based on 1 PubMed citations. ZERO BIAS - scores, article reviews, protocol conditions and more
https://www.bioz.com/result/ccae/product/PharMetrics Inc
Average 90 stars, based on 1 article reviews
ccae - by Bioz Stars, 2026-04
90/100 stars
  Buy from Supplier

Image Search Results


Diagnostic results for primary analyses, rows bolded passed four validity diagnostics

Journal: BMC Medical Research Methodology

Article Title: The necessity of validity diagnostics when drawing causal inferences from observational data: lessons from a multi-database evaluation of the risk of non-infectious uveitis among patients exposed to Remicade ®

doi: 10.1186/s12874-024-02428-7

Figure Lengend Snippet: Diagnostic results for primary analyses, rows bolded passed four validity diagnostics

Article Snippet: In Pharmetrics and CCAE the after matching population was 45% and 23% of the initial target population, respectively.

Techniques: Diagnostic Assay

Empirical equipoise, covariate balance, empirical calibration validity diagnostics and representativeness for IBD primary analysis Key: Amb EMR = IQVIA Ambulatory Electronic Medical Records; ASMD = absolute standardized mean difference; CCAE = Merative™ MarketScan ® Commercial Database; CI = Confidence Interval; Clinformatics ® = Optum ® De-Identified Clinformatics ® Data Mart Database; EASE = expected absolute systematic error; HR = Hazard ratio; IBD = irritable bowel diseases (Crohn’s disease or ulcerative colitis); IBD comparator = golimumab, certolizumab pegol, ustekinumab, or vedolizumab; Optum ® EHR = Optum ® De-Identified Electronic Health Record; Pharmetrics = IQVIA Adjudicated Health Plan Claims Data; Remicade ® (m) = Remicade ® exposure; Target covariate prevalence = prevalence of baseline covariates in the initial Remicade ® exposure cohort before study design restrictions were applied; Analytic covariate prevalence = prevalence of baseline covariates in Remicade ® exposure cohort after study design restrictions were applied (i.e., PS matching)

Journal: BMC Medical Research Methodology

Article Title: The necessity of validity diagnostics when drawing causal inferences from observational data: lessons from a multi-database evaluation of the risk of non-infectious uveitis among patients exposed to Remicade ®

doi: 10.1186/s12874-024-02428-7

Figure Lengend Snippet: Empirical equipoise, covariate balance, empirical calibration validity diagnostics and representativeness for IBD primary analysis Key: Amb EMR = IQVIA Ambulatory Electronic Medical Records; ASMD = absolute standardized mean difference; CCAE = Merative™ MarketScan ® Commercial Database; CI = Confidence Interval; Clinformatics ® = Optum ® De-Identified Clinformatics ® Data Mart Database; EASE = expected absolute systematic error; HR = Hazard ratio; IBD = irritable bowel diseases (Crohn’s disease or ulcerative colitis); IBD comparator = golimumab, certolizumab pegol, ustekinumab, or vedolizumab; Optum ® EHR = Optum ® De-Identified Electronic Health Record; Pharmetrics = IQVIA Adjudicated Health Plan Claims Data; Remicade ® (m) = Remicade ® exposure; Target covariate prevalence = prevalence of baseline covariates in the initial Remicade ® exposure cohort before study design restrictions were applied; Analytic covariate prevalence = prevalence of baseline covariates in Remicade ® exposure cohort after study design restrictions were applied (i.e., PS matching)

Article Snippet: In Pharmetrics and CCAE the after matching population was 45% and 23% of the initial target population, respectively.

Techniques:

Attrition diagrams for inflammatory bowel diseases (IBD); patient attrition counts and proportions after sequential design choices applied Key: Amb EMR = IQVIA Ambulatory Electronic Medical Records; ASMD = absolute standardized mean difference; CCAE = Merative™ MarketScan ® Commercial Database; CI = Confidence Interval; Clinformatics ® = Optum ® De-Identified Clinformatics ® Data Mart Database; EASE = expected absolute systematic error; HR = Hazard ratio; Optum ® EHR = Optum ® De-Identified Electronic Health Record; Pharmetrics = IQVIA Adjudicated Health Plan Claims Data; RA = rheumatoid arthritis; RA comparator = certolizumab pegol or tocilizumab; Remicade ® (m) = Remicade ® exposure with concurrent methotrexate; Target covariate prevalence = prevalence of baseline covariates in the initial Remicade ® exposure cohort before study design restrictions were applied; Analytic covariate prevalence = prevalence of baseline covariates in Remicade ® exposure cohort after study design restrictions were applied (i.e., PS matching)

Journal: BMC Medical Research Methodology

Article Title: The necessity of validity diagnostics when drawing causal inferences from observational data: lessons from a multi-database evaluation of the risk of non-infectious uveitis among patients exposed to Remicade ®

doi: 10.1186/s12874-024-02428-7

Figure Lengend Snippet: Attrition diagrams for inflammatory bowel diseases (IBD); patient attrition counts and proportions after sequential design choices applied Key: Amb EMR = IQVIA Ambulatory Electronic Medical Records; ASMD = absolute standardized mean difference; CCAE = Merative™ MarketScan ® Commercial Database; CI = Confidence Interval; Clinformatics ® = Optum ® De-Identified Clinformatics ® Data Mart Database; EASE = expected absolute systematic error; HR = Hazard ratio; Optum ® EHR = Optum ® De-Identified Electronic Health Record; Pharmetrics = IQVIA Adjudicated Health Plan Claims Data; RA = rheumatoid arthritis; RA comparator = certolizumab pegol or tocilizumab; Remicade ® (m) = Remicade ® exposure with concurrent methotrexate; Target covariate prevalence = prevalence of baseline covariates in the initial Remicade ® exposure cohort before study design restrictions were applied; Analytic covariate prevalence = prevalence of baseline covariates in Remicade ® exposure cohort after study design restrictions were applied (i.e., PS matching)

Article Snippet: In Pharmetrics and CCAE the after matching population was 45% and 23% of the initial target population, respectively.

Techniques:

Empirical equipoise, covariate balance, empirical calibration validity diagnostics and representativeness for RA primary analysis Key – Target: patients with inflammatory bowel diseases newly exposed to Remicade ® , Comparator: patients with inflammatory bowel diseases newly exposed to [golimumab, certolizumab pegol, ustekinumab, or vedolizumab], CCAE: Merative™ MarketScan ® Commercial Database, Optum ® EHR = Optum ® De-Identified Electronic Health Record; Pharmetrics = IQVIA Adjudicated Health Plan Claims Data

Journal: BMC Medical Research Methodology

Article Title: The necessity of validity diagnostics when drawing causal inferences from observational data: lessons from a multi-database evaluation of the risk of non-infectious uveitis among patients exposed to Remicade ®

doi: 10.1186/s12874-024-02428-7

Figure Lengend Snippet: Empirical equipoise, covariate balance, empirical calibration validity diagnostics and representativeness for RA primary analysis Key – Target: patients with inflammatory bowel diseases newly exposed to Remicade ® , Comparator: patients with inflammatory bowel diseases newly exposed to [golimumab, certolizumab pegol, ustekinumab, or vedolizumab], CCAE: Merative™ MarketScan ® Commercial Database, Optum ® EHR = Optum ® De-Identified Electronic Health Record; Pharmetrics = IQVIA Adjudicated Health Plan Claims Data

Article Snippet: In Pharmetrics and CCAE the after matching population was 45% and 23% of the initial target population, respectively.

Techniques:

Risk of non-infectious uveitis (NIU) among patients with inflammatory bowel diseases (IBD) Key – PS: propensity score, OT: on-treatment, ITT: intention-to-treat, T: Remicade ® new users with IBD, C: golimumab, certolizumab pegol, ustekinumab, or vedolizumab new users with IBD, IR: incidence rate, PYs: person-years, CCAE: Merative™ MarketScan ® Commercial Database, Optum ® EHR: Optum ® De-Identified Electronic Health Record, Pharmetrics: IQVIA Adjudicated Health Plan Claims Data

Journal: BMC Medical Research Methodology

Article Title: The necessity of validity diagnostics when drawing causal inferences from observational data: lessons from a multi-database evaluation of the risk of non-infectious uveitis among patients exposed to Remicade ®

doi: 10.1186/s12874-024-02428-7

Figure Lengend Snippet: Risk of non-infectious uveitis (NIU) among patients with inflammatory bowel diseases (IBD) Key – PS: propensity score, OT: on-treatment, ITT: intention-to-treat, T: Remicade ® new users with IBD, C: golimumab, certolizumab pegol, ustekinumab, or vedolizumab new users with IBD, IR: incidence rate, PYs: person-years, CCAE: Merative™ MarketScan ® Commercial Database, Optum ® EHR: Optum ® De-Identified Electronic Health Record, Pharmetrics: IQVIA Adjudicated Health Plan Claims Data

Article Snippet: In Pharmetrics and CCAE the after matching population was 45% and 23% of the initial target population, respectively.

Techniques:

Confusion matrix contingency cell counts and misclassification errors for the primary non-infectious uveitis outcome definition across databases

Journal: BMC Medical Research Methodology

Article Title: The necessity of validity diagnostics when drawing causal inferences from observational data: lessons from a multi-database evaluation of the risk of non-infectious uveitis among patients exposed to Remicade ®

doi: 10.1186/s12874-024-02428-7

Figure Lengend Snippet: Confusion matrix contingency cell counts and misclassification errors for the primary non-infectious uveitis outcome definition across databases

Article Snippet: In Pharmetrics and CCAE the after matching population was 45% and 23% of the initial target population, respectively.

Techniques: