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Customized Reference Ranges for Laboratory Values Decrease False Positive Alerts in Intensive Care Unit Patients

BACKGROUND: Traditional electronic medical record (EMR) interfaces mark laboratory tests as abnormal based on standard reference ranges derived from healthy, middle-aged adults. This yields many false positive alerts with subsequent alert-fatigue when applied to complex populations like hospitalized...

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Autores principales: Kilickaya, Oguz, Schmickl, Christopher, Ahmed, Adil, Pulido, Juan, Onigkeit, James, Kashani, Kianoush, Gajic, Ognjen, Herasevich, Vitaly, Pickering, Brian
Formato: Online Artículo Texto
Lenguaje:English
Publicado: Public Library of Science 2014
Materias:
Acceso en línea:https://www.ncbi.nlm.nih.gov/pmc/articles/PMC4169437/
https://www.ncbi.nlm.nih.gov/pubmed/25233485
http://dx.doi.org/10.1371/journal.pone.0107930
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author Kilickaya, Oguz
Schmickl, Christopher
Ahmed, Adil
Pulido, Juan
Onigkeit, James
Kashani, Kianoush
Gajic, Ognjen
Herasevich, Vitaly
Pickering, Brian
author_facet Kilickaya, Oguz
Schmickl, Christopher
Ahmed, Adil
Pulido, Juan
Onigkeit, James
Kashani, Kianoush
Gajic, Ognjen
Herasevich, Vitaly
Pickering, Brian
author_sort Kilickaya, Oguz
collection PubMed
description BACKGROUND: Traditional electronic medical record (EMR) interfaces mark laboratory tests as abnormal based on standard reference ranges derived from healthy, middle-aged adults. This yields many false positive alerts with subsequent alert-fatigue when applied to complex populations like hospitalized, critically ill patients. Novel EMR interfaces using adjusted reference ranges customized for specific patient populations may ameliorate this problem. OBJECTIVE: To compare accuracy of abnormal laboratory value indicators in a novel vs traditional EMR interface. METHODS: Laboratory data from intensive care unit (ICU) patients consecutively admitted during a two-day period were recorded. For each patient, available laboratory results and the problem list were sent to two mutually blinded critical care experts, who marked the values about which they would like to be alerted. All disagreements were resolved by an independent super-reviewer. Based on this gold standard, we calculated and compared the sensitivity, specificity, positive and negative predictive values (PPV, NPV) of customized vs traditional abnormal value indicators. RESULTS: Thirty seven patients with a total of 1341 laboratory results were included. Experts’ agreement was fair (kappa = 0.39). Compared to the traditional EMR, custom abnormal laboratory value indicators had similar sensitivity (77% vs 85%, P = 0.22) and NPV (97.1% vs 98.6%, P = 0.06) but higher specificity (79% vs 61%, P<0.001) and PPV (28% vs 11%, P<0.001). CONCLUSIONS: Reference ranges for laboratory values customized for an ICU population decrease false positive alerts. Disagreement among clinicians about which laboratory values should be indicated as abnormal limits the development of customized reference ranges.
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spelling pubmed-41694372014-09-22 Customized Reference Ranges for Laboratory Values Decrease False Positive Alerts in Intensive Care Unit Patients Kilickaya, Oguz Schmickl, Christopher Ahmed, Adil Pulido, Juan Onigkeit, James Kashani, Kianoush Gajic, Ognjen Herasevich, Vitaly Pickering, Brian PLoS One Research Article BACKGROUND: Traditional electronic medical record (EMR) interfaces mark laboratory tests as abnormal based on standard reference ranges derived from healthy, middle-aged adults. This yields many false positive alerts with subsequent alert-fatigue when applied to complex populations like hospitalized, critically ill patients. Novel EMR interfaces using adjusted reference ranges customized for specific patient populations may ameliorate this problem. OBJECTIVE: To compare accuracy of abnormal laboratory value indicators in a novel vs traditional EMR interface. METHODS: Laboratory data from intensive care unit (ICU) patients consecutively admitted during a two-day period were recorded. For each patient, available laboratory results and the problem list were sent to two mutually blinded critical care experts, who marked the values about which they would like to be alerted. All disagreements were resolved by an independent super-reviewer. Based on this gold standard, we calculated and compared the sensitivity, specificity, positive and negative predictive values (PPV, NPV) of customized vs traditional abnormal value indicators. RESULTS: Thirty seven patients with a total of 1341 laboratory results were included. Experts’ agreement was fair (kappa = 0.39). Compared to the traditional EMR, custom abnormal laboratory value indicators had similar sensitivity (77% vs 85%, P = 0.22) and NPV (97.1% vs 98.6%, P = 0.06) but higher specificity (79% vs 61%, P<0.001) and PPV (28% vs 11%, P<0.001). CONCLUSIONS: Reference ranges for laboratory values customized for an ICU population decrease false positive alerts. Disagreement among clinicians about which laboratory values should be indicated as abnormal limits the development of customized reference ranges. Public Library of Science 2014-09-18 /pmc/articles/PMC4169437/ /pubmed/25233485 http://dx.doi.org/10.1371/journal.pone.0107930 Text en © 2014 Kilickaya et al http://creativecommons.org/licenses/by/4.0/ This is an open-access article distributed under the terms of the Creative Commons Attribution License, which permits unrestricted use, distribution, and reproduction in any medium, provided the original author and source are properly credited.
spellingShingle Research Article
Kilickaya, Oguz
Schmickl, Christopher
Ahmed, Adil
Pulido, Juan
Onigkeit, James
Kashani, Kianoush
Gajic, Ognjen
Herasevich, Vitaly
Pickering, Brian
Customized Reference Ranges for Laboratory Values Decrease False Positive Alerts in Intensive Care Unit Patients
title Customized Reference Ranges for Laboratory Values Decrease False Positive Alerts in Intensive Care Unit Patients
title_full Customized Reference Ranges for Laboratory Values Decrease False Positive Alerts in Intensive Care Unit Patients
title_fullStr Customized Reference Ranges for Laboratory Values Decrease False Positive Alerts in Intensive Care Unit Patients
title_full_unstemmed Customized Reference Ranges for Laboratory Values Decrease False Positive Alerts in Intensive Care Unit Patients
title_short Customized Reference Ranges for Laboratory Values Decrease False Positive Alerts in Intensive Care Unit Patients
title_sort customized reference ranges for laboratory values decrease false positive alerts in intensive care unit patients
topic Research Article
url https://www.ncbi.nlm.nih.gov/pmc/articles/PMC4169437/
https://www.ncbi.nlm.nih.gov/pubmed/25233485
http://dx.doi.org/10.1371/journal.pone.0107930
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