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PATIS – A patient safety intelligence system and framework

PATIS – A patient safety intelligence system and framework

Elske Ammenwerth (ORCID: 0000-0002-3244-6918)
  • Grant DOI 10.55776/P29076
  • Funding program Principal Investigator Projects
  • Status ended
  • Start February 1, 2017
  • End January 31, 2021
  • Funding amount € 343,535
  • Project website

Disciplines

Computer Sciences (100%)

Keywords

    Medizinische Informatik, Patientensicherheit, Sekundärnutzung klinischer Daten

Abstract Final report

Recent research showed that medical errors occur quite often. The issue of patient safety has thus found strong interest in scientific discussions in the last year. One challenge is to define appropriate indicators for patient safety within a health care institution. Here, the secondary use of clinical data will play a prominent role in the future. Secondary use of clinical data describes the technical and methodological means to select, integrate, aggregate and present data from the routine medical and nursing documentation in the form of so-called indicators. The vision of the PATIS project is the development and evaluation of such technical and methodological means in order to develop meaningful indicators for patient safety. First, we will develop a framework and a methodology for the secondary use of clinical data. Here we will refine and integrate earlier work in the area of indicator development and secondary use. The framework will describe a systematic process how to develop patient safety indicators from clinical routine data and how to establish a so-called patient safety intelligence system. In a clinical case study, the framework and methodology will be implemented and validated. Together with medical and nursing partners, we will develop and implement a patient safety intelligence system. The PATIS project will contribute to patient safety in healthcare institutions. In particular, the PATIS project will help to develop and monitor patient safety indicators.

Within the PATIS project, we contributed methodologically to patient safety. Patient safety means that the risk that patients are harmed during their stay in a health care institution is minimized as far as possible. Patient safety is an essential issue for health care, as around 10% of patients in a hospital are subject to such risky situations or even harmed by errors (e.g., medication errors). We approached this important topic from the perspective of medical informatics. Thus, we first investigated which indicators are helpful to measure patient safety. We then conducted case studies in various fields such as neurology or gerontopsychiatry. We found here that a large amount of data is already available that may be helpful to monitor patient safety indicators without the need to collect additional data. Then, we investigated in more detail for a selected set of indicators whether it is indeed practically possible to used valid routine patient data that allow monitoring these indicators. Here, we used routine clinical data from patients in neurology or gerontopsychiatry. We were able to show that for some patient safety indicators, we can indeed use routine clinical data. Routine data has the advantage that it is already available so that patient safety could be monitored regularly. However, routine clinical data is not always of sufficient quality. We thus performed some methodological work on the question of the quality of routine clinical data. For example, routine data from neurological monitoring of an intensive care patient comprises many data generated every second. This data is automatically monitored, but manual activities (such as injection of medication) may have an unnoticed impact on this data. Thus, routine clinical data must be synchronized with documented manual activity to avoid drawing false causal conclusions. Our cooperation partners in neurology used the clinical routine data for in-depth analysis on specific clinical questions based on our methodological work. For example, they found that some patient outcome indicators might worsen when a particular standard therapy is applied in a specific sub-group of patients. Our project results show that a careful analysis of available clinical routine data can help monitor health care quality and thus contribute to patient safety. Overall, our work contributes in a methodological way to the idea that available clinical routine data can be used to derive meaningful information for quality management and patient data. Given that more and more routine patient data is available electronically and standardized, we expect that application areas for using this data will further grow.

Research institution(s)
  • Priv.-Univ. für Gesundheitswissenschaften, Medizinische Informatik und Technik - 100%

Research Output

  • 351 Citations
  • 25 Publications
  • 1 Disseminations
Publications
  • 2021
    Title Association of Dose of Intracranial Hypertension with Outcome in Subarachnoid Hemorrhage
    DOI 10.1007/s12028-021-01221-4
    Type Journal Article
    Author Carra G
    Journal Neurocritical Care
    Pages 722-730
  • 2021
    Title Visual Analytics in Delirium Management.
    DOI 10.3233/shti210102
    Type Book Chapter
    Author Hackl W
    Publisher IOS Press
    Pages 147-148
    Link Publication
  • 2021
    Title Hyperactive delirium in patients after non-traumatic subarachnoid hemorrhage
    DOI 10.1016/j.jcrc.2021.02.010
    Type Journal Article
    Author Reimann F
    Journal Journal of Critical Care
    Pages 45-52
    Link Publication
  • 2020
    Title FHIR Analytics - Pragmatic Review of Recent Studies.
    DOI 10.3233/shti200083
    Type Book Chapter
    Author Huber L
    Publisher IOS Press
    Pages 110-112
  • 2020
    Title Evaluating Performance and Interpretability of Machine Learning Methods for Predicting Delirium in Gerontopsychiatric Patients.
    DOI 10.3233/shti200087
    Type Book Chapter
    Author Netzer M
    Publisher IOS Press
    Pages 121-128
  • 2020
    Title The Importance of PbtO2 Probe Location for Data Interpretation in Patients with Intracerebral Hemorrhage
    DOI 10.1007/s12028-020-01089-w
    Type Journal Article
    Author Lindner A
    Journal Neurocritical Care
    Pages 804-813
    Link Publication
  • 2019
    Title The Importance of Probe Location for the Interpretation of Cerebral Microdialysis Data in Subarachnoid Hemorrhage Patients
    DOI 10.1007/s12028-019-00713-8
    Type Journal Article
    Author Kofler M
    Journal Neurocritical Care
    Pages 135-144
    Link Publication
  • 2019
    Title A reduced concentration of brain interstitial amino acids is associated with depression in subarachnoid hemorrhage patients
    DOI 10.1038/s41598-019-39569-5
    Type Journal Article
    Author Kofler M
    Journal Scientific Reports
    Pages 2811
    Link Publication
  • 2019
    Title Early Predictors for Infectious Complications in Patients With Spontaneous Intracerebral Hemorrhage and Their Impact on Outcome
    DOI 10.3389/fneur.2019.00817
    Type Journal Article
    Author Lindner A
    Journal Frontiers in Neurology
    Pages 817
    Link Publication
  • 2019
    Title Towards a Systematic Construction of a Minimum Data Set for Delirium to Support Secondary Use of Clinical Routine Data.
    DOI 10.3233/shti190380
    Type Book Chapter
    Author Schaller M
    Publisher IOS Press
    Pages 1026-1030
  • 2019
    Title Developing a Model for Using Clinical Routine Data to Analyze Nursing Sensitive Patient Outcome Indicators.
    DOI 10.3233/shti190686
    Type Book Chapter
    Author Nantschev R
    Publisher IOS Press
    Pages 1863-1864
  • 2019
    Title Protocolized Brain Oxygen Optimization in Subarachnoid Hemorrhage
    DOI 10.1007/s12028-019-00753-0
    Type Journal Article
    Author Rass V
    Journal Neurocritical Care
    Pages 263-272
    Link Publication
  • 2019
    Title Subarachnoid Hemorrhage is Followed by Pituitary Gland Volume Loss: A Volumetric MRI Observational Study
    DOI 10.1007/s12028-019-00764-x
    Type Journal Article
    Author Rass V
    Journal Neurocritical Care
    Pages 492-501
    Link Publication
  • 2019
    Title Risk Factors for Dysphagia and the Impact on Outcome After Spontaneous Subarachnoid Hemorrhage
    DOI 10.1007/s12028-019-00874-6
    Type Journal Article
    Author Keser T
    Journal Neurocritical Care
    Pages 132-139
    Link Publication
  • 2019
    Title An Observational Study on the Use of Intravenous Non-Opioid Analgesics and Antipyretics in Poor-Grade Subarachnoid Hemorrhage: Effects on Hemodynamics and Systemic and Brain Temperature
    DOI 10.1089/ther.2018.0046
    Type Journal Article
    Author Ianosi B
    Journal Therapeutic Hypothermia and Temperature Management
    Pages 27-36
  • 2019
    Title Delayed Resolution of Cerebral Edema Is Associated With Poor Outcome After Nontraumatic Subarachnoid Hemorrhage
    DOI 10.1161/strokeaha.118.024283
    Type Journal Article
    Author Rass V
    Journal Stroke
    Pages 828-836
    Link Publication
  • 2019
    Title Fluid Intake But Not Fluid Balance Is Associated With Poor Outcome in Nontraumatic Subarachnoid Hemorrhage Patients.
    DOI 10.1097/ccm.0000000000003775
    Type Journal Article
    Author Rass V
    Journal Critical care medicine
  • 2018
    Title Improving Patient Safety by Reusing Clinical Routine Data - An Expert Survey on Patient Safety Indicators.
    Type Journal Article
    Author Hackl Wo
    Journal Studies in health technology and informatics
    Pages 300-306
  • 2018
    Title Systemic Inflammatory Response Syndrome as Predictor of Poor Outcome in Nontraumatic Subarachnoid Hemorrhage Patients
    DOI 10.1097/ccm.0000000000003429
    Type Journal Article
    Author Rass V
    Journal Critical Care Medicine
  • 2018
    Title Brain Extracellular Interleukin-6 Levels Decrease Following Antipyretic Therapy with Diclofenac in Patients with Spontaneous Subarachnoid Hemorrhage
    DOI 10.1089/ther.2018.0001
    Type Journal Article
    Author Schiefecker A
    Journal Therapeutic Hypothermia and Temperature Management
    Pages 48-55
    Link Publication
  • 2018
    Title Early thrombosis prophylaxis with enoxaparin is not associated with hematoma expansion in patients with spontaneous intracerebral hemorrhage
    DOI 10.1111/ene.13830
    Type Journal Article
    Author Ianosi B
    Journal European Journal of Neurology
    Pages 333-341
  • 2020
    Title Guiding principles for the use of knowledge bases and real-world data in clinical decision support systems: report by an international expert workshop at Karolinska Institutet
    DOI 10.1080/17512433.2020.1805314
    Type Journal Article
    Author Hoffmann M
    Journal Expert Review of Clinical Pharmacology
    Pages 925-934
    Link Publication
  • 2020
    Title The Effect of Temperature Increases on Brain Tissue Oxygen Tension in Patients with Traumatic Brain Injury: A Collaborative European NeuroTrauma Effectiveness Research in Traumatic Brain Injury Substudy
    DOI 10.1089/ther.2020.0027
    Type Journal Article
    Author Rass V
    Journal Therapeutic Hypothermia and Temperature Management
    Pages 122-131
    Link Publication
  • 2020
    Title Early alterations in heart rate are associated with poor outcome in patients with intracerebral hemorrhage
    DOI 10.1016/j.jcrc.2020.10.027
    Type Journal Article
    Author Rass V
    Journal Journal of Critical Care
    Pages 199-206
    Link Publication
  • 2020
    Title Hemodynamic response during endotracheal suctioning predicts awakening and functional outcome in subarachnoid hemorrhage patients
    DOI 10.1186/s13054-020-03089-w
    Type Journal Article
    Author Rass V
    Journal Critical Care
    Pages 432
    Link Publication
Disseminations
  • 2019
    Title Public University Campus Magazine
    Type A magazine, newsletter or online publication

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