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Wynants L, Broers NJH, Platteel TN, Venekamp RP, Barten DG, Leers MPG, Verheij TJM, Stassen PM, Cals JWL, de Bont EGPM. Development and validation of a risk prediction model for hospital admission in COVID-19 patients presenting to primary care. Eur J Gen Pract 2024; 30:2339488. [PMID: 38682305 PMCID: PMC11060008 DOI: 10.1080/13814788.2024.2339488] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 05/02/2023] [Accepted: 04/02/2024] [Indexed: 05/01/2024] Open
Abstract
BACKGROUND There is a paucity of prognostic models for COVID-19 that are usable for in-office patient assessment in general practice (GP). OBJECTIVES To develop and validate a risk prediction model for hospital admission with readily available predictors. METHODS A retrospective cohort study linking GP records from 8 COVID-19 centres and 55 general practices in the Netherlands to hospital admission records. The development cohort spanned March to June 2020, the validation cohort March to June 2021. The primary outcome was hospital admission within 14 days. We used geographic leave-region-out cross-validation in the development cohort and temporal validation in the validation cohort. RESULTS In the development cohort, 4,806 adult patients with COVID-19 consulted their GP (median age 56, 56% female); in the validation cohort 830 patients did (median age 56, 52% female). In the development and validation cohort respectively, 292 (6.1%) and 126 (15.2%) were admitted to the hospital within 14 days, respectively. A logistic regression model based on sex, smoking, symptoms, vital signs and comorbidities predicted hospital admission with a c-index of 0.84 (95% CI 0.83 to 0.86) at geographic cross-validation and 0.79 (95% CI 0.74 to 0.83) at temporal validation, and was reasonably well calibrated (intercept -0.08, 95% CI -0.98 to 0.52, slope 0.89, 95% CI 0.71 to 1.07 at geographic cross-validation and intercept 0.02, 95% CI -0.21 to 0.24, slope 0.82, 95% CI 0.64 to 1.00 at temporal validation). CONCLUSION We derived a risk model using readily available variables at GP assessment to predict hospital admission for COVID-19. It performed accurately across regions and waves. Further validation on cohorts with acquired immunity and newer SARS-CoV-2 variants is recommended.
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Affiliation(s)
- Laure Wynants
- Department of Epidemiology, Care and Public Health Research Institute (CAPHRI), Maastricht University, Maastricht, The Netherlands
- Department of Development and Regeneration, KU Leuven, Leuven, Belgium
| | - Natascha JH. Broers
- Department of Family Medicine, Care and Public Health Research Institute (CAPHRI), Maastricht University, Maastricht, The Netherlands
| | - Tamara N. Platteel
- Julius Center for Health Sciences and Primary Care, University Medical Center Utrecht, Utrecht University, Utrecht, The Netherlands
| | - Roderick P. Venekamp
- Julius Center for Health Sciences and Primary Care, University Medical Center Utrecht, Utrecht University, Utrecht, The Netherlands
| | - Dennis G. Barten
- Department of Emergency Medicine, VieCuri Medical Center, Venlo, The Netherlands
| | - Mathie PG. Leers
- Dept. of Clinical Chemistry & Hematology, Zuyderland MC Sittard-Geleen/Heerlen, Heerlen, The Netherlands
| | - Theo JM. Verheij
- Julius Center for Health Sciences and Primary Care, University Medical Center Utrecht, Utrecht University, Utrecht, The Netherlands
| | - Patricia M. Stassen
- Department of Internal Medicine, School for Cardiovascular Diseases, CARIM, Maastricht University Medical Center, Maastricht, The Netherlands
| | - Jochen WL. Cals
- Department of Family Medicine, Care and Public Health Research Institute (CAPHRI), Maastricht University, Maastricht, The Netherlands
| | - Eefje GPM de Bont
- Department of Family Medicine, Care and Public Health Research Institute (CAPHRI), Maastricht University, Maastricht, The Netherlands
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Rabady S, Mayrhofer M, Szabo N, Erber P, Hoffmann K. "We literally worked in parking lots, cars, garages, and separately set up party tents": qualitative study on the experiences of GPs in the frame of the SARS-CoV-2 pandemic in Austria. BMC Health Serv Res 2023; 23:1394. [PMID: 38087337 PMCID: PMC10714610 DOI: 10.1186/s12913-023-10363-4] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 05/21/2023] [Accepted: 11/22/2023] [Indexed: 12/18/2023] Open
Abstract
BACKGROUND Primary care is internationally recognised as one of the cornerstones of health care. During the COVID-19 pandemic, primary care physicians were assigned a variety of tasks and thus made a significant contribution to a country's pandemic response. They were expected to perform a variety of tasks, such as diagnosing and treating people with COVID-19, maintaining health care for all other patients, as well as several public health tasks, such as diagnostic testing and vaccination, protecting patients and staff from infection, and serving as community trusted persons. In Austria, there are no structured levels of care, no definition of the role of the general practitioner during a pandemic is given, and no specific support structures are present. The aim of this study was to assess the views and experiences of primary care physicians regarding supportive and hindering factors for pandemic preparedness in Austria. METHODS Qualitative study using semi-structured interviews. A total of 30 general practitioners were interviewed, with particular attention to an equitable distribution in small, medium and large primary care facilities. Qualitative content analysis was performed. RESULTS Interviewees described a wide range of infection control, organisational and communication measures that they had implemented. They made changes to practise equipment, found makeshift solutions when supplies were scarce, and established communication and information pathways when official communication lines were inadequate. CONCLUSION General practitioners took on essential tasks and showed a high level of understanding of their role in the pandemic response. This was achieved mainly at an informal level and with high personal commitment. Their functioning in the absence of structural regulations and support shows that they had a clear intrinsic understanding of their responsibilities. To ensure reliability and sustainability and to reduce their burden, it will be necessary to clarify the role and tasks of a general practitioner and to provide the necessary support. This concerns both infrastructural support and communication and information strategies. As part of the reform to strengthen primary care, primary care needs to be seen, valued and involved in decision-making processes.
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Affiliation(s)
- Susanne Rabady
- Division General and Family Medicine, Department of General Health Studies, Karl Landsteiner University of Health Sciences, Dr. Karl-Dorrek-Straße 30, Krems, 3500, Austria.
| | - Mira Mayrhofer
- Department of Primary Care Medicine, Center for Public Health, Medical University of Vienna, Vienna, Austria
| | - Nathalie Szabo
- Department of Primary Care Medicine, Center for Public Health, Medical University of Vienna, Vienna, Austria
| | - Patrick Erber
- Division General and Family Medicine, Department of General Health Studies, Karl Landsteiner University of Health Sciences, Dr. Karl-Dorrek-Straße 30, Krems, 3500, Austria
| | - Kathryn Hoffmann
- Department of Primary Care Medicine, Center for Public Health, Medical University of Vienna, Vienna, Austria
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Rabady S, Hoffmann K, Aigner M, Altenberger J, Brose M, Costa U, Denk-Linnert DM, Gruber S, Götzinger F, Helbok R, Hüfner K, Koczulla R, Kurz K, Lamprecht B, Leis S, Löffler J, Müller CA, Rittmannsberger H, Rommer PS, Sator P, Strenger V, Struhal W, Untersmayr E, Vonbank K, Wancata J, Weber T, Wendler M, Zwick RH. [S1 guidelines for the management of postviral conditions using the example of post-COVID-19]. Wien Klin Wochenschr 2023; 135:525-598. [PMID: 37555900 PMCID: PMC10504206 DOI: 10.1007/s00508-023-02242-z] [Citation(s) in RCA: 1] [Impact Index Per Article: 1.0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Accepted: 06/14/2023] [Indexed: 08/10/2023]
Abstract
These S1 guidelines are an updated and expanded version of the S1 guidelines on long COVID differential diagnostic and management strategies. They summarize the state of knowledge on postviral conditions like long/post COVID at the time of writing. Due to the dynamic nature of knowledge development, they are intended to be "living guidelines". The focus is on practical applicability at the level of primary care, which is understood to be the appropriate place for initial access and for primary care and treatment. The guidelines provide recommendations on the course of treatment, differential diagnostics of the most common symptoms that can result from infections like with SARS-CoV-2, treatment options, patient management and care, reintegration and rehabilitation. The guidelines have been developed through an interdisciplinary and interprofessional process and provide recommendations on interfaces and possibilities for collaboration.
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Affiliation(s)
- Susanne Rabady
- Department Allgemeine Gesundheitsstudien, Kompetenzzentrum für Allgemein- und Familienmedizin, Karl Landsteiner Privatuniversität für Gesundheitswissenschaften, Dr. Karl-Dorrek-Str. 30, 3500, Krems, Österreich.
| | - Kathryn Hoffmann
- Leiterin der Abteilung Primary Care Medicine, Medizinische Universität Wien, Währinger Gürtel 18-20, 1090, Wien, Österreich
| | - Martin Aigner
- Abteilung für Psychiatrie und psychotherapeutische Medizin, Karl Landsteiner Privatuniversität für Gesundheitswissenschaften, Dr. Karl-Dorrek-Str. 30, 3500, Krems, Österreich
| | - Johann Altenberger
- Pensionsversicherungsanstalt, Rehabilitationszentrum Großgmain, Salzburger Str. 520, 5084, Großgmain, Österreich
| | - Markus Brose
- Department Allgemeine Gesundheitsstudien, Kompetenzzentrum für Allgemein- und Familienmedizin, Karl Landsteiner Privatuniversität für Gesundheitswissenschaften, Dr. Karl-Dorrek-Str. 30, 3500, Krems, Österreich
| | - Ursula Costa
- Ergotherapie und Handlungswissenschaft, fhg - Zentrum für Gesundheitsberufe Tirol GmbH/fh, Innrain 98, 6020, Innsbruck, Österreich
| | - Doris-Maria Denk-Linnert
- Klinische Abteilung für Allgemeine Hals‑, Nasen- und Ohrenkrankheiten, Klin. Abteilung Phoniatrie-Logopädie, Medizinische Universität Wien, Währinger Gürtel 18-20, 1090, Wien, Österreich
| | - Samuel Gruber
- Department Allgemeine Gesundheitsstudien, Kompetenzzentrum für Allgemein- und Familienmedizin, Karl Landsteiner Privatuniversität für Gesundheitswissenschaften, Dr. Karl-Dorrek-Str. 30, 3500, Krems, Österreich
| | - Florian Götzinger
- Abteilung für Kinderheilkunde, Klinik Ottakring, Montleartstr. 37, 1160, Wien, Österreich
| | - Raimund Helbok
- Universitätsklinik für Neurologie, Johannes Kepler Universität Linz, Standort Neuromed Campus & Med Campus Kepler Universitätsklinikum GmbH, 4020, Linz, Österreich
| | - Katharina Hüfner
- Dep. für Psychiatrie, Psychotherapie, Psychosomatik und Medizinische Psychologie, Universitätsklinik für Psychiatrie II, Medizinische Universität Innsbruck, Anichstr. 35, 6020, Innsbruck, Österreich
| | - Rembert Koczulla
- Fachbereich Medizin, Klinik für Pneumologie Marburg, Baldingerstr., 35035, Marburg, Deutschland
| | - Katharina Kurz
- Innere Medizin II, Medizinische Universität Innsbruck, Anichstr. 35, 6020, Innsbruck, Österreich
| | - Bernd Lamprecht
- Universitätsklinik für Innere Medizin mit Schwerpunkt Pneumologie, Kepler Universitätsklinikum, 4020, Linz, Österreich
| | - Stefan Leis
- Universitätsklinik für Neurologie der PMU, MME Universitätsklinikum Salzburg Christian-Doppler-Klinik, Ignaz-Harrer-Str. 79, 5020, Salzburg, Österreich
| | - Judith Löffler
- Innere Medizin II, Medizinische Universität Innsbruck, Anichstr. 35, 6020, Innsbruck, Österreich
| | - Christian A Müller
- Klinische Abteilung für Allgemeine Hals‑, Nasen- und Ohrenkrankheiten, Klin. Abteilung für Allgemeine HNO, Medizinische Universität Wien, Währinger Gürtel 18-20, 1090, Wien, Österreich
| | | | - Paulus S Rommer
- Universitätsklinik für Neurologie, Medizinische Universität Wien, Währinger Gürtel 18-20, 1090, Wien, Österreich
| | - Paul Sator
- Dermatologische Abteilung, Klinik Hietzing, Wolkersbergenstr. 1, 1130, Wien, Österreich
| | - Volker Strenger
- Klinische Abteilung für Allgemeinpädiatrie, Universitätsklinik für Kinder- und Jugendheilkunde, Medizinische Universität Graz, 8036, Graz, Österreich
| | - Walter Struhal
- Klinische Abteilung für Neurologie, Universitätsklinikum Tulln, Karl Landsteiner Privatuniversität für Gesundheitswissenschaften, Alter Ziegelweg 10, 3430, Tulln an der Donau, Österreich
| | - Eva Untersmayr
- Institut für Pathophysiologie und Allergieforschung Zentrum für Pathophysiologie, Infektiologie und Immunologie, Medizinische Universität Wien, Währinger Gürtel 18-20, 1090, Wien, Österreich
| | - Karin Vonbank
- Klinische Abteilung für Pulmologie, Medizinische Universität Wien, Währinger Gürtel 18-20, 1090, Wien, Österreich
| | - Johannes Wancata
- Klinische Abteilung für Sozialpsychiatrie, Medizinische Universität Wien, Währinger Gürtel 18-20, 1090, Wien, Österreich
| | - Thomas Weber
- Kardiologische Abteilung Klinikum Wels-Grieskirchen, Grieskirchnerstr. 42, 4600, Wels, Österreich
| | | | - Ralf-Harun Zwick
- Ludwig Boltzmann Institute for Rehabilitation Research, Kurbadstr. 14, 1100, Wien, Österreich
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