Advertisement
Full Length Article| Volume 224, P4-12, April 2023

Characteristics associated with diagnostic yield of imaging for deep venous thrombosis and pulmonary embolism in the emergency department, hospital, and office settings: An Optum Clinformatics claims database study (2015–2019)

Published:February 09, 2023DOI:https://doi.org/10.1016/j.thromres.2023.02.004

      Abstract

      Background

      Different patient characteristics influence the decision to order diagnostic imaging for deep venous thrombosis (DVT) and pulmonary embolism (PE) in different settings (emergency department (ED), hospital, and office). Diagnostic yield is defined as the proportion of tests that report positive results. We hypothesize different patient characteristics are associated with higher or lower diagnostic yield of imaging for DVT and PE in different settings.

      Methods

      We used Optum Clinformatics™ national claims database (2015–2019) to assess the diagnostic yield of imaging for DVT and PE in three settings: (a) ED discharge, (b) Hospitalized, and (c) Office. We studied the patient characteristics associated with diagnostic yield using logistic regression.

      Results

      Diagnostic imaging for DVT and PE was performed in 1,502,417 and 710,263 visits, respectively. Diagnostic yield for DVT and PE was 9.8 ± 0.1 % and 12.7 ± 0.1 %, respectively in the overall cohort. In the ED discharge, hospitalized, and office settings, diagnostic yield for DVT was 10.4 ± 0.1 %, 16.9 ± 0.1 %, and 6.5 ± 0.1 %, respectively, and that for PE 6.4 ± 0.1 %, 18.7 ± 0.1 %, and 8.8 ± 0.2 %, respectively. Of the patients who underwent imaging for DVT, higher diagnostic yield was more likely with thrombophilia, central venous access, and cancer. Of the patients who underwent imaging for PE, higher diagnostic yield was most likely with thrombophilia, respiratory failure, and heart failure or acute myocardial infarction.

      Conclusions

      In each setting, different patient characteristics influence the diagnostic yield of imaging for DVT and PE and can inform clinical practice. Judicious use of imaging for DVT and PE could reduce costs and avoid exposure to radiation and contrast.

      Keywords

      To read this article in full you will need to make a payment

      Purchase one-time access:

      Academic & Personal: 24 hour online accessCorporate R&D Professionals: 24 hour online access
      One-time access price info
      • For academic or personal research use, select 'Academic and Personal'
      • For corporate R&D use, select 'Corporate R&D Professionals'

      Subscribe:

      Subscribe to Thrombosis Research
      Already a print subscriber? Claim online access
      Already an online subscriber? Sign in
      Institutional Access: Sign in to ScienceDirect

      References

        • Zhang Y.
        • Begum H.A.
        • Grewal H.
        • Etxeandia-Ikobaltzeta I.
        • Morgano G.P.
        • Khatib R.
        • Nieuwlaat R.
        • Ding C.
        • Wiercioch W.
        • Mustafa R.A.
        • Lim W.
        • Schünemann H.J.
        Cost-effectiveness of diagnostic strategies for venous thromboembolism: a systematic review.
        Blood Adv. 2022; 6: 544-567https://doi.org/10.1182/bloodadvances.2020003576
        • Adams D.M.
        • Stevens S.M.
        • Woller S.C.
        • Evans R.S.
        • Lloyd J.F.
        • Snow G.L.
        • Allen T.L.
        • Bledsoe J.R.
        • Brown L.M.
        • Blagev D.P.
        • Lovelace T.D.
        • Shill T.L.
        • Conner K.E.
        • Aston V.T.
        • Elliott C.G.
        Adherence to PIOPED II investigators’ recommendations for computed tomography pulmonary angiography.
        Am. J. Med. 2013; 126: 36-42https://doi.org/10.1016/j.amjmed.2012.05.028
        • Kline J.A.
        • Shapiro N.I.
        • Jones A.E.
        • Hernandez J.
        • Hogg M.M.
        • Troyer J.
        • Nelson R.D.
        Outcomes and radiation exposure of emergency department patients with chest pain and shortness of breath and ultralow pretest probability: a multicenter study.
        Ann. Emerg. Med. 2014; 63: 281-288https://doi.org/10.1016/j.annemergmed.2013.09.009
        • Raja A.S.
        • Greenberg J.O.
        • Qaseem A.
        • Denberg T.D.
        • Fitterman N.
        • Schuur J.D.
        Evaluation of patients with suspected acute pulmonary embolism: best practice advice from the clinical guidelines Committee of the American College of physicians.
        Ann. Intern. Med. 2015; 163: 701-711https://doi.org/10.7326/M14-1772
        • Benjamin E.J.
        • Virani S.S.
        • Callaway C.W.
        • Chamberlain A.M.
        • Chang A.R.
        • Cheng S.
        • Chiuve S.E.
        • Cushman M.
        • Delling F.N.
        • Deo R.
        • de Ferranti S.D.
        • Ferguson J.F.
        • Fornage M.
        • Gillespie C.
        • Isasi C.R.
        • Jiménez M.C.
        • Jordan L.C.
        • Judd S.E.
        • Lackland D.
        • Lichtman J.H.
        • Lisabeth L.
        • Liu S.
        • Longenecker C.T.
        • Lutsey P.L.
        • Mackey J.S.
        • Matchar D.B.
        • Matsushita K.
        • Mussolino M.E.
        • Nasir K.
        • O’Flaherty M.
        • Palaniappan L.P.
        • Pandey A.
        • Pandey D.K.
        • Reeves M.J.
        • Ritchey M.D.
        • Rodriguez C.J.
        • Roth G.A.
        • Rosamond W.D.
        • Sampson U.K.A.
        • Satou G.M.
        • Shah S.H.
        • Spartano N.L.
        • Tirschwell D.L.
        • Tsao C.W.
        • Voeks J.H.
        • Willey J.Z.
        • Wilkins J.T.
        • Wu J.H.
        • Alger H.M.
        • Wong S.S.
        • Muntner P.
        Heart disease and stroke statistics—2018 update: a report from the American Heart Association.
        Circulation. 2018; 137https://doi.org/10.1161/CIR.0000000000000558
        • Raskob G.E.
        • Spyropoulos A.C.
        • Cohen A.T.
        • Weitz J.I.
        • Ageno W.
        • De Sanctis Y.
        • Lu W.
        • Xu J.
        • Albanese J.
        • Sugarmann C.
        • Weber T.
        • Lipardi C.
        • Spiro T.E.
        • Barnathan E.S.
        Association between asymptomatic proximal deep vein thrombosis and mortality in acutely ill medical patients.
        J. Am. Heart Assoc. 2021; 10https://doi.org/10.1161/JAHA.120.019459
        • Bahl V.
        • Hu H.M.
        • Henke P.K.
        • Wakefield T.W.
        • Campbell D.A.
        • Caprini J.A.
        A validation study of a retrospective venous thromboembolism risk scoring method.
        Ann. Surg. 2010; 251: 344-350https://doi.org/10.1097/SLA.0b013e3181b7fca6
        • Chunilal S.D.
        • Eikelboom J.W.
        • Attia J.
        • Miniati M.
        • Panju A.
        • Simel D.L.
        • Ginsberg J.S.
        Does this patient have pulmonary Embolism?.
        JAMA. 2003; 290: 2849https://doi.org/10.1001/jama.290.21.2849
        • Darzi A.J.
        • Repp A.B.
        • Spencer F.A.
        • Morsi R.Z.
        • Charide R.
        • Etxeandia-Ikobaltzeta I.
        • Bauer K.A.
        • Burnett A.E.
        • Cushman M.
        • Dentali F.
        • Kahn S.R.
        • Rezende S.M.
        • Zakai N.A.
        • Agarwal A.
        • Karam S.G.
        • Lotfi T.
        • Wiercioch W.
        • Waziry R.
        • Iorio A.
        • Akl E.A.
        • Schünemann H.J.
        Risk-assessment models for VTE and bleeding in hospitalized medical patients: an overview of systematic reviews.
        Blood Adv. 2020; 4: 4929-4944https://doi.org/10.1182/bloodadvances.2020002482
        • Glotzbecker M.P.
        • Bono C.M.
        • Wood K.B.
        • Harris M.B.
        Thromboembolic disease in spinal surgery.
        Spine (Phila. Pa. 1976). 2009; 34: 291-303https://doi.org/10.1097/BRS.0b013e318195601d
        • Goodacre S.
        • Sutton A.J.
        • Sampson F.C.
        Meta-analysis: the value of clinical assessment in the diagnosis of deep venous thrombosis.
        Ann. Intern. Med. 2005; 143: 129https://doi.org/10.7326/0003-4819-143-2-200507190-00012
        • Grant P.J.
        • Greene M.T.
        • Chopra V.
        • Bernstein S.J.
        • Hofer T.P.
        • Flanders S.A.
        Assessing the caprini score for risk assessment of venous thromboembolism in hospitalized medical patients.
        Am. J. Med. 2016; 129: 528-535https://doi.org/10.1016/j.amjmed.2015.10.027
        • Kabrhel C.
        • Camargo C.A.
        • Goldhaber S.Z.
        Clinical gestalt and the diagnosis of pulmonary embolism.
        Chest. 2005; 127: 1627-1630https://doi.org/10.1378/chest.127.5.1627
        • Konstantinides S.V.
        • Meyer G.
        • Becattini C.
        • Bueno H.
        • Geersing G.-J.
        • Harjola V.-P.
        • Huisman M.V.
        • Humbert M.
        • Jennings C.S.
        • Jiménez D.
        • Kucher N.
        • Lang I.M.
        • Lankeit M.
        • Lorusso R.
        • Mazzolai L.
        • Meneveau N.
        • Ní Áinle F.
        • Prandoni P.
        • Pruszczyk P.
        • Righini M.
        • Torbicki A.
        • Van Belle E.
        • Zamorano J.L.
        • Galié N.
        • Gibbs J.S.R.
        • Aboyans V.
        • Ageno W.
        • Agewall S.
        • Almeida A.G.
        • Andreotti F.
        • Barbato E.
        • Bauersachs J.
        • Baumbach A.
        • Beygui F.
        • Carlsen J.
        • De Carlo M.
        • Delcroix M.
        • Delgado V.
        • Subias P.E.
        • Fitzsimons D.
        • Gaine S.
        • Goldhaber S.Z.
        • Gopalan D.
        • Habib G.
        • Halvorsen S.
        • Jenkins D.
        • Katus H.A.
        • Kjellström B.
        • Lainscak M.
        • Lancellotti P.
        • Lee G.
        • Le Gal G.
        • Messas E.
        • Morais J.
        • Petersen S.E.
        • Petronio A.S.
        • Piepoli M.F.
        • Price S.
        • Roffi M.
        • Salvi A.
        • Sanchez O.
        • Shlyakhto E.
        • Simpson I.A.
        • Stortecky S.
        • Thielmann M.
        • Noordegraaf A.V.
        • Becattini C.
        • Bueno H.
        • Geersing G.-J.
        • Harjola V.-P.
        • Huisman M.V.
        • Humbert M.
        • Jennings C.S.
        • Jiménez D.
        • Kucher N.
        • Lang I.M.
        • Lankeit M.
        • Lorusso R.
        • Mazzolai L.
        • Meneveau N.
        • Ní Áinle F.
        • Prandoni P.
        • Pruszczyk P.
        • Righini M.
        • Torbicki A.
        • VanBelle E.
        • LuisZamorano J.
        • Windecker S.
        • Aboyans V.
        • Baigent C.
        • Collet J.-P.
        • Dean V.
        • Delgado V.
        • Fitzsimons D.
        • Gale C.P.
        • Grobbee D.
        • Halvorsen S.
        • Hindricks G.
        • Iung B.
        • Jüni P.
        • Katus H.A.
        • Landmesser U.
        • Leclercq C.
        • Lettino M.
        • Lewis B.S.
        • Merkely B.
        • Mueller C.
        • Petersen S.E.
        • Sonia Petronio A.
        • Richter D.J.
        • Roffi M.
        • Shlyakhto E.
        • Simpson I.A.
        • Sousa-Uva M.
        • Touyz R.M.
        • Hammoudi N.
        • Hayrapetyan H.
        • Mascherbauer J.
        • Ibrahimov F.
        • Polonetsky O.
        • Lancellotti P.
        • Tokmakova M.
        • Skoric B.
        • Michaloliakos I.
        • Hutyra M.
        • Mellemkjaer S.
        • Mostafa M.
        • Reinmets J.
        • Jääskeläinen P.
        • Angoulvant D.
        • Bauersachs J.
        • Giannakoulas G.
        • Zima E.
        • Vizza C.D.
        • Sugraliyev A.
        • Bytyçi I.
        • Maca A.
        • Ereminiene E.
        • Huijnen S.
        • Xuereb R.
        • Diaconu N.
        • Bulatovic N.
        • Asfalou I.
        • Bosevski M.
        • Halvorsen S.
        • Sobkowicz B.
        • Ferreira D.
        • Petris A.O.
        • Moiseeva O.
        • Zavatta M.
        • Obradovic S.
        • Šimkova I.
        • Radsel P.
        • Ibanez B.
        • Wikström G.
        • Aujesky D.
        • Kaymaz C.
        • Parkhomenko A.
        • Pepke-Zaba J.
        ESC guidelines for the diagnosis and management of acute pulmonary embolism developed in collaboration with the European Respiratory Society (ERS).
        Eur. Heart J. 2019; 41: 543-603https://doi.org/10.1093/eurheartj/ehz405
        • Pandor A.
        • Tonkins M.
        • Goodacre S.
        • Sworn K.
        • Clowes M.
        • Griffin X.L.
        • Holland M.
        • Hunt B.J.
        • de Wit K.
        • Horner D.
        Risk assessment models for venous thromboembolism in hospitalised adult patients: a systematic review.
        BMJ Open. 2021; 11e045672https://doi.org/10.1136/bmjopen-2020-045672
        • Sanders S.
        • Doust J.
        • Glasziou P.
        A systematic review of studies comparing diagnostic clinical prediction rules with clinical judgment.
        . 2015; 10e0128233https://doi.org/10.1371/journal.pone.0128233
        • Singh B.
        • Mommer S.K.
        • Erwin P.J.
        • Mascarenhas S.S.
        • Parsaik A.K.
        Pulmonary embolism rule-out criteria (PERC) in pulmonary embolism—revisited: a systematic review and meta-analysis.
        Emerg. Med. J. 2013; 30: 701-706https://doi.org/10.1136/emermed-2012-201730
        • Venkatesh A.K.
        • Agha L.
        • Abaluck J.
        • Rothenberg C.
        • Kabrhel C.
        • Raja A.S.
        Trends and variation in the utilization and diagnostic yield of chest imaging for medicare patients with suspected pulmonary embolism in the emergency department.
        Am. J. Roentgenol. 2018; 210: 572-577https://doi.org/10.2214/AJR.17.18586
        • Kline J.A.
        • Garrett J.S.
        • Sarmiento E.J.
        • Strachan C.C.
        • Courtney D.M.
        Over-testing for suspected pulmonary embolism in American emergency departments.
        Circ. Cardiovasc. Qual. Outcomes. 2020; 13https://doi.org/10.1161/CIRCOUTCOMES.119.005753
        • Richardson S.
        • Lucas E.
        • Cohen S.L.
        • Zhang M.
        • Qiu G.
        • Khan S.
        • McGinn T.
        Predictors of overtesting in pulmonary embolism diagnosis.
        Acad. Radiol. 2020; 27: 404-408https://doi.org/10.1016/j.acra.2019.04.018
        • Benchimol E.I.
        • Smeeth L.
        • Guttmann A.
        • Harron K.
        • Moher D.
        • Petersen I.
        • Sørensen H.T.
        • von Elm E.
        • Langan S.M.
        • RECORD Working Committee
        The REporting of studies Conducted using Observational Routinely-collected health Data (RECORD) statement.
        PLoS Med. 2015; 12e1001885https://doi.org/10.1371/journal.pmed.1001885
        • Agarwal S.
        • Rajamanickam A.
        • Bajaj N.S.
        • Griffin B.P.
        • Catacutan T.
        • Svensson L.G.
        • Anabtawi A.G.
        • Tuzcu E.M.
        • Kapadia S.R.
        Impact of aortic stenosis on postoperative outcomes after noncardiac surgeries.
        Circ. Cardiovasc. Qual. Outcomes. 2013; 6: 193-200https://doi.org/10.1161/CIRCOUTCOMES.111.000091
        • Burles K.
        • Innes G.
        • Senior K.
        • Lang E.
        • McRae A.
        Limitations of pulmonary embolism ICD-10 codes in emergency department administrative data: let the buyer beware.
        BMC Med. Res. Methodol. 2017; 17: 89https://doi.org/10.1186/s12874-017-0361-1
        • Kline J.
        Response by Kline to letter regarding article, “Over-testing for suspected pulmonary embolism in American emergency departments: the continuing epidemic”.
        Circ. Cardiovasc. Qual. Outcomes. 2020; 13https://doi.org/10.1161/CIRCOUTCOMES.120.006588
      1. Athena tool for Optum Observational Medical Outcomes Partnership (OMOP) common data model vocabulary mapping.
        • Wells P.S.
        • Anderson D.R.
        • Rodger M.
        • Forgie M.
        • Kearon C.
        • Dreyer J.
        • Kovacs G.
        • Mitchell M.
        • Lewandowski B.
        • Kovacs M.J.
        Evaluation of D-dimer in the diagnosis of suspected deep-vein thrombosis.
        N. Engl. J. Med. 2003; 349: 1227-1235https://doi.org/10.1056/NEJMoa023153
        • Wells P.S.
        • Anderson D.R.
        • Bormanis J.
        • Guy F.
        • Mitchell M.
        • Gray L.
        • Clement C.
        • Robinson K.S.
        • Lewandowski B.
        Value of assessment of pretest probability of deep-vein thrombosis in clinical management.
        Lancet. 1997; 350: 1795-1798https://doi.org/10.1016/S0140-6736(97)08140-3
        • Wells P.S.
        • Anderson D.R.
        • Rodger M.
        • Stiell I.
        • Dreyer J.F.
        • Barnes D.
        • Forgie M.
        • Kovacs G.
        • Ward J.
        • Kovacs M.J.
        Excluding pulmonary embolism at the bedside without diagnostic imaging: Management of Patients with suspected pulmonary embolism presenting to the emergency department by using a simple clinical model and d-dimer.
        Ann. Intern. Med. 2001; 135: 98https://doi.org/10.7326/0003-4819-135-2-200107170-00010
        • Wells P.S.
        • Anderson D.R.
        • Rodger M.
        • Ginsberg J.S.
        • Kearon C.
        • Gent M.
        • Turpie A.G.
        • Bormanis J.
        • Weitz J.
        • Chamberlain M.
        • Bowie D.
        • Barnes D.
        • Hirsh J.
        Derivation of a simple clinical model to categorize patients probability of pulmonary embolism: increasing the models utility with the SimpliRED D-dimer.
        Thromb. Haemost. 2000; 83: 416-420
        • Klok F.A.
        • Mos I.C.M.
        • Nijkeuter M.
        • Righini M.
        • Perrier A.
        • Le Gal G.
        • Huisman M.V.
        Simplification of the revised Geneva score for assessing clinical probability of pulmonary embolism.
        Arch. Intern. Med. 2008; 168: 2131https://doi.org/10.1001/archinte.168.19.2131
        • Chopard P.
        • Spirk D.
        • Bounameaux H.
        Identifying acutely ill medical patients requiring thromboprophylaxis.
        J. Thromb. Haemost. 2006; 4: 915-916https://doi.org/10.1111/j.1538-7836.2006.01818.x
        • Chopard P.
        • Dorffler-Melly J.
        • Hess U.
        • Wuillemin W.A.
        • Hayoz D.
        • Gallino A.
        • Bachli E.B.
        • Canova C.R.
        • Isenegger J.
        • Rubino R.
        • Bounameaux H.
        Venous thromboembolism prophylaxis in acutely ill medical patients: definite need for improvement.
        J. Intern. Med. 2005; 257: 352-357https://doi.org/10.1111/j.1365-2796.2005.01455.x
        • Nendaz M.
        • Spirk D.
        • Kucher N.
        • Aujesky D.
        • Hayoz D.
        • Beer J.H.
        • Husmann M.
        • Frauchiger B.
        • Korte W.
        • Wuillemin W.A.
        • Jäger K.
        • Righini M.
        • Bounameaux H.
        Multicentre validation of the Geneva Risk Score for hospitalised medical patients at risk of venous thromboembolism. Explicit ASsessment of Thromboembolic RIsk and Prophylaxis for Medical PATients in SwitzErland (ESTIMATE).
        Thromb. Haemost. 2014; 111: 531-538https://doi.org/10.1160/TH13-05-0427
        • Kline J.A.
        • Mitchell A.M.
        • Kabrhel C.
        • Richman P.B.
        • Courtney D.M.
        Clinical criteria to prevent unnecessary diagnostic testing in emergency department patients with suspected pulmonary embolism.
        J. Thromb. Haemost. 2004; 2: 1247-1255https://doi.org/10.1111/j.1538-7836.2004.00790.x
        • Constans J.
        • Salmi L.-R.
        • Sevestre-Pietri M.-A.
        • Perusat S.
        • Nguon M.
        • Degeilh M.
        • Labarere J.
        • Gattolliat O.
        • Boulon C.
        • Laroche J.-P.
        • Le Roux P.
        • Pichot O.
        • Quéré I.
        • Conri C.
        • Bosson J.-L.
        A clinical prediction score for upper extremity deep venous thrombosis.
        Thromb. Haemost. 2008; 99: 202-207https://doi.org/10.1160/TH07-08-0485
        • Barbar S.
        • Noventa F.
        • Rossetto V.
        • Ferrari A.
        • Brandolin B.
        • P. M
        • Bon E.De
        • Tormene D.
        • Pagnan A.
        • Prandoni P.
        A risk assessment model for the identification of hospitalized medical patients at risk for venous thromboembolism: the Padua Prediction Score.
        J. Thromb. Haemost. 2010; 8: 2450-2457https://doi.org/10.1111/j.1538-7836.2010.04044.x
        • Spyropoulos A.C.
        • Anderson F.A.
        • FitzGerald G.
        • Decousus H.
        • Pini M.
        • Chong B.H.
        • Zotz R.B.
        • Bergmann J.-F.
        • Tapson V.
        • Froehlich J.B.
        • Monreal M.
        • Merli G.J.
        • Pavanello R.
        • Turpie A.G.G.
        • Nakamura M.
        • Piovella F.
        • Kakkar A.K.
        • Spencer F.A.
        Predictive and associative models to identify hospitalized medical patients at risk for VTE.
        Chest. 2011; 140: 706-714https://doi.org/10.1378/chest.10-1944
        • Caprini J.A.
        Thrombosis risk assessment as a guide to quality patient care.
        Dis. Mon. 2005; 51: 70-78https://doi.org/10.1016/j.disamonth.2005.02.003
        • Lim W.
        • Gal G.Le
        • Bates S.M.
        • Righini M.
        • Haramati L.B.
        • Lang E.
        • Kline J.A.
        • Chasteen S.
        • Snyder M.
        • Patel P.
        • Bhatt M.
        • Patel P.
        • Braun C.
        • Begum H.
        • Wiercioch W.
        • Schünemann H.J.
        • Mustafa R.A.
        American Society of Hematology 2018 guidelines for management of venous thromboembolism: diagnosis of venous thromboembolism.
        Blood Adv. 2018; 2: 3226-3256https://doi.org/10.1182/bloodadvances.2018024828
        • Bates S.M.
        • Takach Lapner S.
        • Douketis J.D.
        • Kearon C.
        • Julian J.
        • Parpia S.
        • Schulman S.
        • Weitz J.I.
        • Linkins L.A.
        • Crowther M.
        • Lim W.
        • Spencer F.A.
        • Lee A.Y.Y.
        • Gross P.L.
        • Ginsberg J.
        Rapid quantitative D-dimer to exclude pulmonary embolism: a prospective cohort management study.
        J. Thromb. Haemost. 2016; 14: 504-509https://doi.org/10.1111/jth.13234
        • Kemp M.T.
        • Obi A.T.
        • Henke P.K.
        • Wakefield T.W.
        A narrative review on the epidemiology, prevention, and treatment of venous thromboembolic events in the context of chronic venous disease.
        J. Vasc. Surg. Venous Lymphat. Disord. 2021; 9: 1557-1567https://doi.org/10.1016/j.jvsv.2021.03.018
        • de Wit K.
        • Al-Haimus F.
        • Hu Y.
        • Ikesaka R.
        • Chan N.
        • Ibrahim Q.
        • Klyn J.
        • Clayton N.
        • Germini F.
        Comparison of YEARS and adjust-unlikely D-dimer testing for pulmonary embolism in the emergency department.
        Ann. Emerg. Med. 2022; https://doi.org/10.1016/j.annemergmed.2022.09.014
        • van der Hulle T.
        • Cheung W.Y.
        • Kooij S.
        • Beenen L.F.M.
        • van Bemmel T.
        • van Es J.
        • Faber L.M.
        • Hazelaar G.M.
        • Heringhaus C.
        • Hofstee H.
        • Hovens M.M.C.
        • Kaasjager K.A.H.
        • van Klink R.C.J.
        • Kruip M.J.H.A.
        • Loeffen R.F.
        • Mairuhu A.T.A.
        • Middeldorp S.
        • Nijkeuter M.
        • van der Pol L.M.
        • Schol-Gelok S.
        • ten Wolde M.
        • Klok F.A.
        • Huisman M.V.
        • Fogteloo A.J.
        • Kroft L.J.M.
        • Brekelmans M.P.
        • Vermaire R.M.J.
        • Bastiaansen-Bergsma H.
        • Biedermann J.S.
        • Klijn A.
        • van der Voort S.
        • Lieveld A.W.E.
        • de Jong P.Y.
        • Schaar C.G.
        • del Sol A.I.
        Simplified diagnostic management of suspected pulmonary embolism (the YEARS study): a prospective, multicentre, cohort study.
        Lancet. 2017; 390: 289-297https://doi.org/10.1016/S0140-6736(17)30885-1
        • Liang K.-Y.
        • Zeger S.L.
        Longitudinal data analysis using generalized linear models.
        Biometrika. 1986; 73: 13-22https://doi.org/10.1093/biomet/73.1.13
        • Jarman A.F.
        • Mumma B.E.
        • Singh K.S.
        • Nowadly C.D.
        • Maughan B.C.
        Crucial considerations: sex differences in the epidemiology, diagnosis, treatment, and outcomes of acute pulmonary embolism in non-pregnant adult patients.
        J. Am. Coll. Emerg. Physicians Open. 2021; 2https://doi.org/10.1002/emp2.12378
        • Grover S.P.
        • Hisada Y.M.
        • Kasthuri R.S.
        • Reeves B.N.
        • Mackman N.
        Cancer therapy-associated thrombosis.
        Arterioscler. Thromb. Vasc. Biol. 2021; 41: 1291-1305https://doi.org/10.1161/ATVBAHA.120.314378
        • Anderson D.R.
        • Morgano G.P.
        • Bennett C.
        • Dentali F.
        • Francis C.W.
        • Garcia D.A.
        • Kahn S.R.
        • Rahman M.
        • Rajasekhar A.
        • Rogers F.B.
        • Smythe M.A.
        • Tikkinen K.A.O.
        • Yates A.J.
        • Baldeh T.
        • Balduzzi S.
        • Brożek J.L.
        • Johal H.
        • Neumann I.
        • Wiercioch W.
        • Yepes-Nuñez J.J.
        • Schünemann H.J.
        • Dahm P.
        • Ikobaltzeta I.E.
        American Society of Hematology 2019 guidelines for management of venous thromboembolism: prevention of venous thromboembolism in surgical hospitalized patients.
        Blood Adv. 2019; 3: 3898-3944https://doi.org/10.1182/bloodadvances.2019000975
        • Germini F.
        • Zarabi S.
        • Eventov M.
        • Turcotte M.
        • Li M.
        • Wit K.
        Pulmonary embolism prevalence among emergency department cohorts: a systematic review and meta-analysis by country of study.
        J. Thromb. Haemost. 2021; 19: 173-185https://doi.org/10.1111/jth.15124
        • Browning T.
        • Giri S.
        • Peshock R.
        • Fielding J.
        Utilization of structured reporting to monitor outcomes of doppler ultrasound performed for deep vein thrombosis.
        J. Digit. Imaging. 2019; 32: 401-407https://doi.org/10.1007/s10278-018-0131-6
        • Yan Z.
        • Ip I.K.
        • Raja A.S.
        • Gupta A.
        • Kosowsky J.M.
        • Khorasani R.
        Yield of CT pulmonary angiography in the emergency department when providers override evidence-based clinical decision support.
        Radiology. 2017; 282: 717-725https://doi.org/10.1148/radiol.2016151985
        • Bledsoe J.R.
        • Kelly C.
        • Stevens S.M.
        • Woller S.C.
        • Haug P.
        • Lloyd J.F.
        • Allen T.L.
        • Butler A.M.
        • Jacobs J.R.
        • Elliott C.G.
        Electronic pulmonary embolism clinical decision support and effect on yield of computerized tomographic pulmonary angiography: ePE—a pragmatic prospective cohort study.
        J. Am. Coll. Emerg. Physicians Open. 2021; 2https://doi.org/10.1002/emp2.12488