Evaluation of a fast-and-frugal clinical decision algorithm ('pathways') on clinical outcomes in hospitalised patients with COVID-19 treated with anticoagulants.

{"article_title":"Evaluation of a fast-and-frugal clinical decision algorithm ('pathways') on clinical outcomes in hospitalised patients with COVID-19 treated with anticoagulants.","author":"Djulbegovic B, Hozo I, Lizarraga D, Thomas J, Barbee M, Shah N, Rubeor T, Dale J, Reiser J, Guyatt G","journal_title":"Journal of evaluation in clinical practice","issn":"1365-2753","isbn":"","publication_date":"2023 Feb","volume":"29","issue":"1","first_page":"3","page_count":"","accession_number":"36229950","doi":"10.1111\/jep.13780","publisher":"Wiley-Blackwell","doctype":"Observational Study","subjects":"COVID-19; Humans; Anticoagulants therapeutic use; COVID-19 Testing; Evidence-Based Medicine; Hospitalization","interest_area":["Infectious Disease & Vaccines"," Pulmonology"," Emergency Medicine"],"abstract":"Rationale, Aims and Objectives: Critics have charged that evidence-based medicine (EBM) overemphasises algorithmic rules over unstructured clinical experience and intuition, but the role of structured decision support systems in improving health outcomes remains uncertain. We aim to assess if delivery of anticoagulant prophylaxis in hospitalised patients with COVID-19 according to an algorithm based on evidence-based clinical practice guideline (CPG) improved clinical outcomes compared with administration of anticoagulant treatment given at individual practitioners' discretion. Methods: An observational design consisting of the analysis of all acutely ill, consecutive patients (n = 1783) with confirmed COVID-19 diagnosis admitted between 10 March 2020 to 11 January 2022 to an US academic center. American Society of Haematology CPG for anticoagulant prophylaxis in hospitalised patients with COVID-19 was converted into a clinical pathway and translated into fast-and-frugal decision (FFT) tree ('algorithm'). We compared delivery of anticoagulant prophylaxis in hospitalised patients with COVID-19 according to the FFT algorithm with administration of anticoagulant treatment given at individual practitioners' discretion. Results: In an adjusted analysis, using combination of Lasso (least absolute shrinkage and selection operator) and propensity score based weighting [augmented inverse-probability weighting] statistical techniques controlling for cluster data, the algorithm did not reduce death, venous thromboembolism, or major bleeding, but helped avoid longer hospital stay [number of patients needed to be treated (NNT) = 40 (95% CI: 23-143), indicating that for every 40 patients (23-143) managed on FFT algorithm, one avoided staying in hospital longer than 10 days] and averted admission to intensive-care unit (ICU) [NNT = 19 (95% CI: 13-40)]. All model's selected covariates were well balanced. The results remained robust to sensitivity analyses used to test the stability of the findings. Conclusions: When delivered using a structured FFT algorithm, CPG shortened the hospital stay and help avoided admission to ICU, but it did not affect other relevant outcomes. \ufffd 2022 The Authors. Journal of Evaluation in Clinical Practice published by John Wiley & Sons Ltd.","url":"https:\/\/search.ebscohost.com\/login.aspx?direct=true&db=mdl&AN=36229950&authtype=shib&custid=ns346513","isPdfLink":true,"isSAML":false,"additionalInfo":{"Authored_By":"Djulbegovic B, Hozo I, Lizarraga D, Thomas J, Barbee M, Shah N, Rubeor T, Dale J, Reiser J, Guyatt G","Journal_Info":"Publisher: Wiley-Blackwell Country of Publication: England NLM ID: 9609066 Publication Model: Print-Electronic Cited Medium: Internet ISSN: 1365-2753 (Electronic) Linking ISSN: 13561294 NLM ISO Abbreviation: J Eval Clin Pract Subsets: MEDLINE","Publication_Type":"Observational Study; Journal Article; Research Support, U.S. Gov't, P.H.S.","Published_Date":"2023-02-01","Source":"Journal of evaluation in clinical practice [J Eval Clin Pract] 2023 Feb; Vol. 29 (1), pp. 3-12. Date of Electronic Publication: 2022 Oct 13.","Languages":"English","Electronic_ISSN":"1365-2753","MeSH_Terms":"COVID-19*, Humans ; Anticoagulants\/therapeutic use ; COVID-19 Testing ; Evidence-Based Medicine ; Hospitalization","Subjects":"Humans, Anticoagulants therapeutic use, COVID-19 Testing, Evidence-Based Medicine, Hospitalization, COVID-19","Title_Abbreviations":"Journal of evaluation in clinical practice","Volume":"29"},"header":{"DbId":"mdl","DbLabel":"MEDLINE Ultimate","An":"36229950","RelevancyScore":"905","PubType":"Academic Journal","PubTypeId":"academicJournal","PreciseRelevancyScore":"905.444213867188"},"plink":"https:\/\/search.ebscohost.com\/login.aspx?direct=true&site=eds-live&db=mdl&AN=36229950&authtype=shib&custid=ns346513&group=main&profile=eds","upload_link":"https:\/\/search.ebscohost.com\/login.aspx?direct=true&site=eds-live&db=mdl&AN=36229950&authtype=shib&custid=ns346513&group=main&profile=eds"}