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Postpartum Migraine Headache Coding in Electronic Health Records of a Large Integrated Health Care System: Validation Study

Postpartum Migraine Headache Coding in Electronic Health Records of a Large Integrated Health Care System: Validation Study

To evaluate the overall performance, we also reported the summary statistics of F-score and Youden J statistic (J), which are composite measurements of sensitivity and PPV (F-score) or sensitivity and specificity (J). All analyses were conducted using SAS statistical software version 9.4 (SAS Institute Inc). An overview of the patient characteristics for our sample, study population, and California state birth population is shown in Table 1.

Jiaxiao Shi, Michael J Fassett, Vicki Y Chiu, Chantal C Avila, Nehaa Khadka, Brittany Brown, Pooja Patel, Nana Mensah, Fagen Xie, Morgan R Peltier, Darios Getahun

JMIR Form Res 2022;6(11):e42955

Identifying Ectopic Pregnancy in a Large Integrated Health Care Delivery System: Algorithm Validation

Identifying Ectopic Pregnancy in a Large Integrated Health Care Delivery System: Algorithm Validation

Furthermore, the overall test performance of a dichotomous diagnostic test was assessed using the Youden J statistic [24] (Youden index=sensitivity+specificity–1), and the weighted harmonic mean of the test's precision and recall were assessed by computing the F-score (2×[PPV×sensitivity]/[PPV+sensitivity]). Agreement in case identification between the Scholes et al and the enhanced algorithms was assessed using kappa (κ) statistics.

Darios Getahun, Jiaxiao M Shi, Malini Chandra, Michael J Fassett, Stacey Alexeeff, Theresa M Im, Vicki Y Chiu, Mary Anne Armstrong, Fagen Xie, Julie Stern, Harpreet S Takhar, Alex Asiimwe, Tina Raine-Bennett

JMIR Med Inform 2020;8(11):e18559