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Gyftopoulos S, Simon E, Swartz JL, Smith SW, Martinez LS, Babb JS, Horwitz LI, Makarov DV. Efficacy and Impact of a Multimodal Intervention on CT Pulmonary Angiography Ordering Behavior in the Emergency Department. J Am Coll Radiol 2024; 21:309-318. [PMID: 37247831 DOI: 10.1016/j.jacr.2023.02.033] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 11/15/2022] [Revised: 01/26/2023] [Accepted: 02/04/2023] [Indexed: 05/31/2023]
Abstract
OBJECTIVE To evaluate the efficacy of a multimodal intervention in reducing CT pulmonary angiography (CTPA) overutilization in the evaluation of suspected pulmonary embolism in the emergency department (ED). METHODS Previous mixed-methods analysis of barriers to guideline-concordant CTPA ordering results was used to develop a provider-focused behavioral intervention consisting of a clinical decision support tool and an audit and feedback system at a multisite, tertiary academic network. The primary outcome (guideline concordance) and secondary outcomes (yield and CTPA and D-dimer order rates) were compared using a pre- and postintervention design. ED encounters for adult patients from July 5, 2017, to January 3, 2019, were included. Fisher's exact tests and statistical process control charts were used to compare the pre- and postintervention groups for each outcome. RESULTS Of the 201,912 ED patient visits evaluated, 3,587 included CTPA. Guideline concordance increased significantly after the intervention, from 66.9% to 77.5% (P < .001). CTPA order rate and D-dimer order rate also increased significantly, from 17.1 to 18.4 per 1,000 patients (P = .035) and 30.6 to 37.3 per 1,000 patients (P < .001), respectively. Percent yield showed no significant change (12.3% pre- versus 10.8% postintervention; P = .173). Statistical process control analysis showed sustained special-cause variation in the postintervention period for guideline concordance and D-dimer order rates, temporary special-cause variation for CTPA order rates, and no special-cause variation for percent yield. CONCLUSION Our success in increasing guideline concordance demonstrates the efficacy of a mixed-methods, human-centered approach to behavior change. Given that neither of the secondary outcomes improved, our results may demonstrate potential limitations to the guidelines directing the ordering of CTPA studies and D-dimer ordering.
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Affiliation(s)
- Soterios Gyftopoulos
- Department of Radiology, NYU Grossman School of Medicine, New York, New York, and Department of Orthopedic Surgery, NYU Grossman School of Medicine, New York, New York; Chief of Radiology, NYU-Brooklyn.
| | - Emma Simon
- Department of Population Health, NYU Grossman School of Medicine, New York, New York, and Center for Healthcare Innovation and Delivery Science, NYU Grossman School of Medicine, New York, New York
| | - Jordan L Swartz
- Ronald O. Perelman Department of Emergency Medicine, NYU Grossman School of Medicine, New York, New York
| | - Silas W Smith
- Ronald O. Perelman Department of Emergency Medicine, NYU Grossman School of Medicine, New York, New York; and Chief, Division of Quality, Safety, and Practice Innovation, Institute for Innovations in Medical Education, NYU Langone Health, New York, New York
| | - Leticia Santos Martinez
- Department of Population Health, NYU Grossman School of Medicine, New York, New York, and Center for Healthcare Innovation and Delivery Science, NYU Grossman School of Medicine, New York, New York
| | - James S Babb
- Department of Radiology, NYU Grossman School of Medicine, New York, New York
| | - Leora I Horwitz
- Department of Population Health, NYU Grossman School of Medicine, New York, New York; Center for Healthcare Innovation and Delivery Science, NYU Grossman School of Medicine, New York, New York; and Department of Medicine, NYU Grossman School of Medicine, New York, New York. https://twitter.com/Leorahorwitzmd
| | - Danil V Makarov
- Department of Population Health, NYU Grossman School of Medicine, New York, New York; Department of Urology, NYU Grossman School of Medicine, New York, New York; and Department of Urology, VA New York Harbor Healthcare System, New York, New York. https://twitter.com/Dannymak76
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Zarabi S, Chan TM, Mercuri M, Kearon C, Turcotte M, Grusko E, Barbic D, Varner C, Bridges E, Houston R, Eagles D, de Wit K. Physician choices in pulmonary embolism testing. CMAJ 2021; 193:E38-E46. [PMID: 33431544 PMCID: PMC7773048 DOI: 10.1503/cmaj.201639] [Citation(s) in RCA: 20] [Impact Index Per Article: 5.0] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Download PDF] [Journal Information] [Subscribe] [Scholar Register] [Accepted: 10/25/2020] [Indexed: 01/08/2023] Open
Abstract
BACKGROUND Evidence-based guidelines advise excluding pulmonary embolism (PE) diagnosis using d-dimer in patients with a lower probability of PE. Emergency physicians frequently order computed tomography (CT) pulmonary angiography without d-dimer testing or when d-dimer is negative, which exposes patients to more risk than benefit. Our objective was to develop a conceptual framework explaining emergency physicians' test choices for PE. METHODS We conducted a qualitative study using in-depth interviews of emergency physicians in Canada. A nonmedical researcher conducted in-person interviews. Participants described how they would test simulated patients with symptoms of possible PE, answered a knowledge test and were interviewed on barriers to using evidence-based PE tests. RESULTS We interviewed 63 emergency physicians from 9 hospitals in 5 cities, across 3 provinces. We identified 8 domains: anxiety with PE, barriers to using the evidence (time, knowledge and patient), divergent views on evidence-based PE testing, inherent Wells score problems, the drive to obtain CT rather than to diagnose PE, gestalt estimation artificially inflating PE probability, subjective reasoning and cognitive biases supporting deviation from evidence-based tests and use of evidence-based testing to rule out PE in patients who are very unlikely to have PE. Choices for PE testing were influenced by the disease, environment, test qualities, physician and probability of PE. INTERPRETATION Analysis of structured interviews with emergency physicians provided a conceptual framework to explain how these physicians use tests for suspected PE. The data suggest 8 domains to address when implementing an evidence-based protocol to investigate PE.
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Affiliation(s)
- Sahar Zarabi
- Faculty of Medicine (Zarabi, Varner) and Dalla Lana School of Public Health (Mercuri), University of Toronto, Toronto, Ont.; Faculty of Health Sciences (Chan, Mercuri, Kearon, de Wit), McMaster University, Hamilton, Ont.; Faculty of Medicine (Turcotte, Eagles), University of Ottawa, Ottawa, Ont.; Faculty of Medicine (Grusko), University of Manitoba, Winnipeg, Man.; Faculty of Medicine (Barbic), University of British Columbia, Vancouver, BC; Faculty of Medicine (Bridges), McGill University, Montréal, Que.; Chapel Hill School of Medicine (Houston), University of North Carolina, Chapel Hill, NC
| | - Teresa M Chan
- Faculty of Medicine (Zarabi, Varner) and Dalla Lana School of Public Health (Mercuri), University of Toronto, Toronto, Ont.; Faculty of Health Sciences (Chan, Mercuri, Kearon, de Wit), McMaster University, Hamilton, Ont.; Faculty of Medicine (Turcotte, Eagles), University of Ottawa, Ottawa, Ont.; Faculty of Medicine (Grusko), University of Manitoba, Winnipeg, Man.; Faculty of Medicine (Barbic), University of British Columbia, Vancouver, BC; Faculty of Medicine (Bridges), McGill University, Montréal, Que.; Chapel Hill School of Medicine (Houston), University of North Carolina, Chapel Hill, NC
| | - Mathew Mercuri
- Faculty of Medicine (Zarabi, Varner) and Dalla Lana School of Public Health (Mercuri), University of Toronto, Toronto, Ont.; Faculty of Health Sciences (Chan, Mercuri, Kearon, de Wit), McMaster University, Hamilton, Ont.; Faculty of Medicine (Turcotte, Eagles), University of Ottawa, Ottawa, Ont.; Faculty of Medicine (Grusko), University of Manitoba, Winnipeg, Man.; Faculty of Medicine (Barbic), University of British Columbia, Vancouver, BC; Faculty of Medicine (Bridges), McGill University, Montréal, Que.; Chapel Hill School of Medicine (Houston), University of North Carolina, Chapel Hill, NC
| | - Clive Kearon
- Faculty of Medicine (Zarabi, Varner) and Dalla Lana School of Public Health (Mercuri), University of Toronto, Toronto, Ont.; Faculty of Health Sciences (Chan, Mercuri, Kearon, de Wit), McMaster University, Hamilton, Ont.; Faculty of Medicine (Turcotte, Eagles), University of Ottawa, Ottawa, Ont.; Faculty of Medicine (Grusko), University of Manitoba, Winnipeg, Man.; Faculty of Medicine (Barbic), University of British Columbia, Vancouver, BC; Faculty of Medicine (Bridges), McGill University, Montréal, Que.; Chapel Hill School of Medicine (Houston), University of North Carolina, Chapel Hill, NC
| | - Michelle Turcotte
- Faculty of Medicine (Zarabi, Varner) and Dalla Lana School of Public Health (Mercuri), University of Toronto, Toronto, Ont.; Faculty of Health Sciences (Chan, Mercuri, Kearon, de Wit), McMaster University, Hamilton, Ont.; Faculty of Medicine (Turcotte, Eagles), University of Ottawa, Ottawa, Ont.; Faculty of Medicine (Grusko), University of Manitoba, Winnipeg, Man.; Faculty of Medicine (Barbic), University of British Columbia, Vancouver, BC; Faculty of Medicine (Bridges), McGill University, Montréal, Que.; Chapel Hill School of Medicine (Houston), University of North Carolina, Chapel Hill, NC
| | - Emily Grusko
- Faculty of Medicine (Zarabi, Varner) and Dalla Lana School of Public Health (Mercuri), University of Toronto, Toronto, Ont.; Faculty of Health Sciences (Chan, Mercuri, Kearon, de Wit), McMaster University, Hamilton, Ont.; Faculty of Medicine (Turcotte, Eagles), University of Ottawa, Ottawa, Ont.; Faculty of Medicine (Grusko), University of Manitoba, Winnipeg, Man.; Faculty of Medicine (Barbic), University of British Columbia, Vancouver, BC; Faculty of Medicine (Bridges), McGill University, Montréal, Que.; Chapel Hill School of Medicine (Houston), University of North Carolina, Chapel Hill, NC
| | - David Barbic
- Faculty of Medicine (Zarabi, Varner) and Dalla Lana School of Public Health (Mercuri), University of Toronto, Toronto, Ont.; Faculty of Health Sciences (Chan, Mercuri, Kearon, de Wit), McMaster University, Hamilton, Ont.; Faculty of Medicine (Turcotte, Eagles), University of Ottawa, Ottawa, Ont.; Faculty of Medicine (Grusko), University of Manitoba, Winnipeg, Man.; Faculty of Medicine (Barbic), University of British Columbia, Vancouver, BC; Faculty of Medicine (Bridges), McGill University, Montréal, Que.; Chapel Hill School of Medicine (Houston), University of North Carolina, Chapel Hill, NC
| | - Catherine Varner
- Faculty of Medicine (Zarabi, Varner) and Dalla Lana School of Public Health (Mercuri), University of Toronto, Toronto, Ont.; Faculty of Health Sciences (Chan, Mercuri, Kearon, de Wit), McMaster University, Hamilton, Ont.; Faculty of Medicine (Turcotte, Eagles), University of Ottawa, Ottawa, Ont.; Faculty of Medicine (Grusko), University of Manitoba, Winnipeg, Man.; Faculty of Medicine (Barbic), University of British Columbia, Vancouver, BC; Faculty of Medicine (Bridges), McGill University, Montréal, Que.; Chapel Hill School of Medicine (Houston), University of North Carolina, Chapel Hill, NC
| | - Eileen Bridges
- Faculty of Medicine (Zarabi, Varner) and Dalla Lana School of Public Health (Mercuri), University of Toronto, Toronto, Ont.; Faculty of Health Sciences (Chan, Mercuri, Kearon, de Wit), McMaster University, Hamilton, Ont.; Faculty of Medicine (Turcotte, Eagles), University of Ottawa, Ottawa, Ont.; Faculty of Medicine (Grusko), University of Manitoba, Winnipeg, Man.; Faculty of Medicine (Barbic), University of British Columbia, Vancouver, BC; Faculty of Medicine (Bridges), McGill University, Montréal, Que.; Chapel Hill School of Medicine (Houston), University of North Carolina, Chapel Hill, NC
| | - Reaves Houston
- Faculty of Medicine (Zarabi, Varner) and Dalla Lana School of Public Health (Mercuri), University of Toronto, Toronto, Ont.; Faculty of Health Sciences (Chan, Mercuri, Kearon, de Wit), McMaster University, Hamilton, Ont.; Faculty of Medicine (Turcotte, Eagles), University of Ottawa, Ottawa, Ont.; Faculty of Medicine (Grusko), University of Manitoba, Winnipeg, Man.; Faculty of Medicine (Barbic), University of British Columbia, Vancouver, BC; Faculty of Medicine (Bridges), McGill University, Montréal, Que.; Chapel Hill School of Medicine (Houston), University of North Carolina, Chapel Hill, NC
| | - Debra Eagles
- Faculty of Medicine (Zarabi, Varner) and Dalla Lana School of Public Health (Mercuri), University of Toronto, Toronto, Ont.; Faculty of Health Sciences (Chan, Mercuri, Kearon, de Wit), McMaster University, Hamilton, Ont.; Faculty of Medicine (Turcotte, Eagles), University of Ottawa, Ottawa, Ont.; Faculty of Medicine (Grusko), University of Manitoba, Winnipeg, Man.; Faculty of Medicine (Barbic), University of British Columbia, Vancouver, BC; Faculty of Medicine (Bridges), McGill University, Montréal, Que.; Chapel Hill School of Medicine (Houston), University of North Carolina, Chapel Hill, NC
| | - Kerstin de Wit
- Faculty of Medicine (Zarabi, Varner) and Dalla Lana School of Public Health (Mercuri), University of Toronto, Toronto, Ont.; Faculty of Health Sciences (Chan, Mercuri, Kearon, de Wit), McMaster University, Hamilton, Ont.; Faculty of Medicine (Turcotte, Eagles), University of Ottawa, Ottawa, Ont.; Faculty of Medicine (Grusko), University of Manitoba, Winnipeg, Man.; Faculty of Medicine (Barbic), University of British Columbia, Vancouver, BC; Faculty of Medicine (Bridges), McGill University, Montréal, Que.; Chapel Hill School of Medicine (Houston), University of North Carolina, Chapel Hill, NC
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