2019
DOI: 10.1002/pds.4864
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Cited by 16 publications
(8 citation statements)
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“…To minimize the risk of patients being misclassified as PH or PAH patients, we used algorithms that required a composition of procedure, diagnosis, and—for PAH—treatment codes and have been validated using the PheValuator diagnostic predictive modeling tool. 19 , 20 , 21 Such complex algorithms have previously been shown to perform best in terms of specificity and PPV, 20 , 21 minimizing the inclusion of “false positives,” but potentially resulting in conservative estimates of the numbers of PH and PAH patients. Fine‐tuning of the algorithm (e.g., in terms of the definition of time windows) was based on the results of extensive sensitivity analyses and on authors' expertize, which included epidemiology, data science and the clinical input of the authors with medical expertize.…”
Section: Discussionmentioning
confidence: 99%
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“…To minimize the risk of patients being misclassified as PH or PAH patients, we used algorithms that required a composition of procedure, diagnosis, and—for PAH—treatment codes and have been validated using the PheValuator diagnostic predictive modeling tool. 19 , 20 , 21 Such complex algorithms have previously been shown to perform best in terms of specificity and PPV, 20 , 21 minimizing the inclusion of “false positives,” but potentially resulting in conservative estimates of the numbers of PH and PAH patients. Fine‐tuning of the algorithm (e.g., in terms of the definition of time windows) was based on the results of extensive sensitivity analyses and on authors' expertize, which included epidemiology, data science and the clinical input of the authors with medical expertize.…”
Section: Discussionmentioning
confidence: 99%
“…The development of this code‐based definition of PH was based on the findings from a validation study that tested PH algorithms in four different US claims datasets (including the OPTUM claims database used in this study), using PheValuator, a diagnostic predictive modeling tool. 19 , 20 The most complex algorithm in this validation study (a PH diagnosis followed by RHC or TTE and another diagnosis) was used as a basis for the development of the PH algorithm in the present study (with some modifications), as it had the highest specificity and positive predictive value (PPV) of the algorithms tested. The sensitivity, specificity, PPV and negative predictive values (NPV) of our algorithm, as measured using PheValuator, were 49.9%, 99.9%, 79.4%, and 99.8%, respectively, in the OPTUM claims database (50.5%, 99.8%, 79.1%, and 99.3% in the OPTUM EHR database).…”
Section: Methodsmentioning
confidence: 99%
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“…There are several recent projects, such as the Reproducible Evidence: Practices to Enhance and Achieve Transparency (REPEAT) initiative, that aim to improve transparency, reproducibility, and validity of database research [23]. At the same time, the need for one-size-fits-all guidance, or any guidance for protocol development of observational studies, remains a subject of debate [20,21,24,25].…”
Section: Discussionmentioning
confidence: 99%
“…Eleven studies, including those treated as outpatients/OPAT, reported an average length of IV therapy of 2-7 days and an average overall treatment duration of 6-10 days. [59][60][61][62][63][64][65][66][67][68][69] Clinical response rates ranged from 85-97%, failure rates from 5-22% and recurrence rates from 0-6%.…”
Section: Evidence For Overall Duration Of Therapymentioning
confidence: 99%