A machine learning approach to identify patients at risk for long-term consequences after pulmonary embolism

Clinical Division of Haematology and Haemostaseology, Department of Medicine I, Medical University of Vienna, Waehringer Guertel 18-20, 1090, Vienna, Austria

Stephan Nopp, Cihan Ay, C. Ay, S. Nopp & I. Pabinger

Division of Nuclear Medicine, Department of Biomedical Imaging and Image-Guided Therapy, Medical University of Vienna, Vienna, Austria

Clemens Spielvogel

Cardiovascular Medicine Division, Brigham and Women’s Hospital, Harvard Medical School, Boston, MA, USA

Behnood Bikdeli & B. Bikdeli

Thrombosis Research Group, Brigham and Women’s Hospital, Harvard Medical School, Boston, MA, USA

Behnood Bikdeli & B. Bikdeli

YNHH/Yale Center for Outcomes Research and Evaluation (CORE), New Haven, CT, USA

Behnood Bikdeli & B. Bikdeli

Department of Internal Medicine, Hospital Universitari de Girona Dr. Josep Trueta, Gerona, Spain

Ana Alberich-Conesa, A. Alberich-Conesa, I. Francisco, F. García-Bragado & I. Jou

Department of Pulmonology, Dr. Balmis General University Hospital, ISABIAL, Alicante, Spain

Luis Hernández-Blasco

Department of Clinical Medicine, UMH. Alicante, Sant Joan d’Alacant, Spain

Luis Hernández-Blasco

Department of Internal Medicine, Consorcio Hospitalario Provincial de Castellón, Castellón de La Plana, Castellón, Spain

Mª Luisa Peris & M. L. Peris

Universidad Cardenal Herrera-CEU, CEU Universities, Valencia, Spain

Mª Luisa Peris

Medical Surgical Unit of Respiratory Diseases, Hospital Universitario Virgen del Rocío, Seville, Spain

Remedios Otero

Consejo Superior de Investigaciones Cientificas (CSIC), Instituto de Biomedicina de Sevilla (IBiS), Universidad de Sevilla, Seville, Spain

Remedios Otero

CIBER de Enfermedades Respiratorias (CIBERES), Instituto de Salud Carlos III, Madrid, Spain

Remedios Otero, David Jiménez & Manuel Monreal

Respiratory Department, Hospital Ramón y Cajal (IRYCIS), Madrid, Spain

David Jiménez

Medicine Department, Universidad de Alcalá, Madrid, Spain

David Jiménez

Director of the Chair for Thromboembolic Disorders, Universidad Católica de Murcia, Murcia, Spain

Manuel Monreal

Internal Medicine Department, Hospital Universitario, 12 de Octubre, Madrid, Spain

P. Agudo de Blas, J. Alonso-Carrillo, J. Bascuñana, M. C. Díaz-Pedroche, C. García-González & C. Gómez-Cuervo

Internal Medicine Department, Hospital Clínic de Barcelona, Barcelona, Spain

J. Aibar, C. Gabara & O. Ortiz

Internal Medicine Department, Hospital Reina Sofía, Tudela, Navarra, Spain

A. Alda-Lozano

Internal Medicine Department, Hospital Valle del Nalón, Langreo, Asturias, Spain

J. Alfonso & S. Suárez-Fernández

Pneumology Department, Hospital Universitario de Cabueñes, Gijón, Asturias, Spain

P. Álvarez-Vega, J. Gorostidi & L. A. Sota-Yoldi

Internal Medicine Department, Hospital Sierrallana, Torrelavega, Cantabria, Spain

C. Amado & R. Valle

Internal Medicine Department, Hospital Universitario Rey Juan Carlos, Móstoles, Madrid, Spain

M. Angelina-García, R. Barba & M. D. Joya

General Surgery Department, Hospital Universitario Virgen de las Nieves, Granada, Spain

J. I. Arcelus

Pneumology Department, Hospital Galdakao-Usansolo, Galdakao, Vizcaya, Spain

A. Ballaz, L. Chasco & M. A. Gil de Gómez

Internal Medicine Department, Complexo Hospitalario Universitario A Coruña, A Coruña, Spain

C. Barbagelata & Á. Dubois-Silva

Pneumology Department, Hospital San Pedro, Logroño, La Rioja, Spain

M. Barrón & B. Barrón-Andrés

Internal Medicine Department, Hospital Universitario Reina Sofía, Córdoba, Spain

Á. Blanco-Molina & L. López-Jiménez

Internal Medicine Department, Hospital Universitario de la Princesa, Madrid, Spain

J. Bustos-Carpio, P. Parra-Caballero & A. Sánchez-Juez

Pneumology Department, Hospital Universitario Virgen de las Nieves, Granada, Spain

I. Casado

Internal Medicine Department, Hospital Sant Camil, Sant Pere de Ribes, Barcelona, Spain

G. Claver

Pneumology Department, Hospital Universitario Doctor Peset, Valencia, Spain

C. De Juana-Izquierdo, A. García-Ortega & C. Pérez-Ductor

Internal Medicine Department, Hospital General Universitario Gregorio Marañón, Madrid, Spain

J. Del Toro, P. Demelo-Rodríguez, F. Galeano-Valle & L. Ordieres

Internal Medicine Department, Hospital Universitario de Guadalajara, Guadalajara, Spain

A. M. Díaz-Brasero, C. Gómez-Cepeda & S. Láinez-Justo

Internal Medicine Department, Hospital Clínico Universitario de Santiago, Santiago de Compostela, A Coruña, Spain

J. A. Díaz-Peromingo

Internal Medicine Department, Hospital Universitario de Vinalopó, Elche, Alicante, Spain

J. C. Escribano & A. Maestre

Internal Medicine Department, Hospital Universitario La Paz, Madrid, Madrid, Spain

C. Fernández-Capitán, A. Lorenzo, R. Puchades, G. Salgueiro, T. Sancho & M. I. Torres

Hematology Department, Hospital Universitario de Móstoles, Móstoles, Madrid, Spain

B. Fernández-Jiménez & M. Romero-Bruguera

Internal Medicine Department, Hospital Universitario de Jaén, Jaén, Jaén, Spain

J. L. Fernández-Reyes & M. I. Mercado

Internal Medicine Department, Hospital Universitario de Salamanca, Salamanca, Salamanca, Spain

M. A. Fidalgo

Hematology Department, Hospital Clínico Universitario Lozano Blesa, Zaragoza, Spain

O. Gavín-Sebastián

Internal Medicine Department, Hospital Universitario de Gran Canaria Dr. Negrín, Las Palmas de Gran Canaria, Las Palmas, Spain

A. Gil-Díaz

Internal Medicine Department, Hospital de Sant Joan de Deu (Manresa), Manresa, Barcelona, Spain

J. González-Martínez

Internal Medicine Department, Hospital Universitario Vithas Madrid La Milagrosa, Madrid, Madrid, Spain

A. González-Munera

Hematology and Hemotherapy Department, Hospital Lluis Alcanyís de Xátiva, Játiva, Valencia, Spain

E. Grau

Internal Medicine Department, Hospital Clínico Universitario Virgen de la Arrixaca, El Palmar, Murcia, Spain

L. Guirado, S. Otálora & G. Puche

Internal Medicine Department, Hospital Asepeyo Madrid, Coslada, Madrid, Spain

J. Gutiérrez-Guisado

Pneumology Department, Hospital General Universitario Dr. Balmis, Alicante, Alicante, Spain

L. Hernández-Blasco, J. Pérez-Amorós & A. Pérez-Cabezas

Pneumology Department, Hospital Universitario Virgen del Rocío, Sevilla, Sevilla, Spain

L. Jara-Palomares & R. Otero

Respiratory Department, Hospital Universitario Ramón y Cajal, Madrid, Madrid, Spain

D. Jiménez

Hematology and Hemotherapy Department, Clínica Universidad de Navarra, Pamplona, Navarra, Spain

R. Lecumberri & M. Marcos

Pneumology Department, Hospital Universitario Araba – Sede Txagorritxu, Vitoria, Álava, Spain

J. L. Lobo

Pneumology Department, Hospital General Universitario de Albacete, Albacete, Spain

P. López-Miguel

Internal Medicine Department, Hospital Germans Trias i Pujol, Badalona, Barcelona, Spain

J. J. López-Núñez & P. Sigüenza

Internal Medicine Department, Hospital Comarcal de la Axarquía, Vélez-Málaga, Málaga, Spain

A. López-Ruiz

Internal Medicine Department, Hospital Universitario Puerto Real, Puerto Real, Cádiz, Spain

J. B. López-Sáez

Internal Medicine Department, Hospital Universitario Infanta Sofía, San Sebastián de los Reyes, Madrid, Spain

O. Madridano, M. Martín-del Pozo & J. M. Maza

Internal Medicine Department, Parc Sanitari Sant Joan de Deu – Hospital General, Sant Boi de Llobregat, Barcelona, Spain

P. J. Marchena

Internal Medicine Department, Hospital General Universitario Santa Lucía, Cartagena, Murcia, Spain

F. Martín-Martos & J. Trujillo-Santos

Internal Medicine Department, Hospital Universitario Clínico San Carlos, Madrid, Spain

A. Molino, J. M. Pedrajas & V. Sendín

Chair for the Study of Thromboembolic Disease, Faculty of Health Sciences, Universidad Católica San Antonio de Murcia (UCAM), Murcia, Murcia, Spain

M. Monreal

Internal Medicine Department, Hospital Universitario HM Sanchinarro, Madrid, Spain

L. Monzón, A. Rodríguez-Cobo & P. Villares

Internal Medicine Department, Hospital Infanta Margarita, Cabra, Córdoba, Spain

M. S. Navas & R. Tirado

Internal Medicine Department, Hospital Virgen de la Luz, Cuenca, Cuenca, Spain

J. A. Nieto & M. Pérez-Pinar

Internal Medicine Department, Complexo Hospitalario Universitario de Pontevedra, Pontevedra, Pontevedra, Spain

M. J. Núñez-Fernández

Internal Medicine Department, Hospital San Pedro de Alcántara, Cáceres, Cáceres, Spain

N. Pacheco-Gómez

Internal Medicine Department, Hospital General Universitario Morales Meseguer, Murcia, Murcia, Spain

J. Pagán

Internal Medicine Department, Hospital General Universitario de Elda, Elda, Alicante, Spain

M. L. Pesce

Internal Medicine Department, Hospital Universitari Joan XXIII de Tarragona, Tarragona, Tarragona, Spain

J. A. Porras

Pneumology Department, Hospital Universitario de Donostia, San Sebastián, Guipúzcoa, Spain

A. Rivas

Internal Medicine Department, Hospital de Poniente, El Ejido, Almería, Spain

F. Rivera-Cívico

Internal Medicine Department, Hospital Olot i Comarcal de la Garrotxa, Olot, Gerona, Spain

S. Soler

Pneumology Department, Hospital General Universitari de Castelló, Castellón de la Plana, Castellón, Spain

A. Torrents-Vilar

Pneumology Department, Hospital Universitario Cruces, Barakaldo, Vizcaya, Spain

F. Uresandi

Internal Medicine Department, Hospital Universitario HM Montepríncipe, Boadilla del Monte, Madrid, Spain

J. F. Varona

Pneumology Department, Hospital Universitario de la Princesa, Madrid, Madrid, Spain

E. Vázquez

Internal Medicine Department, Hospital Universitario Regional de Málaga, Málaga, Málaga, Spain

A. Villalobos & C. Villarejo

Vascular Medicine and Hemostasis Department, University of Leuven, Leuven, Leuven, Belgium

T. Vanassche, P. Verhamme & A. Verstraete

Pulmonary Medicine Department, Hospital Cardio Pulmonar, Salvador, Salvador, Brazil

A. T. Rocha

Pulmonary Division, Internal Medicine Department, Botucatu Medical School, São Paulo State University (UNESP), Botucatu, São Paulo, Brazil

H. H. B. Yoo

Vascular Medicine Department, Hospital Universitario Fundación Santa Fe de Bogotá, Bogotá, Cundinamarca, Colombia

A. C. Montenegro, S. N. Morales & J. Roa

Internal Medicine Department, University Hospital Plzen, Plzen – Bory, Plzen, Czech Republic

J. Hirmerova

Cardiovascular Medicine I Department, University Hospital Hradec Kralove, Hradec Králové, Czech Republic

R. Malý

Vascular Medicine and Therapeutics Department, Hôpital Nord – CHU St-Etienne, Saint-Etienne, France

S. Acassat, L. Bertoletti & G. Poenou

Hematology Department, Médipôle Hôpital Mutualiste, Villeurbanne, France

M. Brehon

Vascular Medicine Department, Hôpital de Rangueil, Toulouse, France

A. Bura-Riviere

Internal Medicine Department, Hôpital Édouard Herriot, Lyon, France

J. Catella

Cardiology Department, SYNERGIE Laboratory, University Hospital Jean Minjoz, Besançon, France, University of France Comté, Besançon, France

R. Chopard

Internal Medicine Department, CHRU Brest, Brest, France

F. Couturaud & R. Le Mao

Internal Medicine Department, CHU Nantes, Nantes, France

O. Espitia

Vascular Medicine and Arterial Hypertension Department, Hôpital de la Timone, Marseille, France

B. Leclercq, G. Sarlon-Bartoli & P. Suchon

Internal Medicine Department, Hôpital Louis Mourier, Colombes, France

I. Mahé, L. Plaisance & E. Versini

Emergency Department, Clermont-Ferrand University Hospital, Clermont-Ferrand, France

F. Moustafa

Vascular Medicine Department, Hôpital Saint Eloi, Montpellier, France

I. Quéré

Medical Clinic II Department, Municipal Hospital of Dresden Friedrichstadt, Friedrichstadt, Dresden, Germany

S. Schellong

Pulmonary and Critical Care Department, Imam Reza Hospital, Tabriz, Azerbaiyán Oriental, Iran

F. Rashidi & F. Tahmasbi

Peripheral Vascular Diseases Department, Rajaie Cardiovascular Medical and Research Center, Tehran, Tehran, Iran

P. Sadeghipour

Hematology Department, Rambam Health Care Campus, Haifa, Israel

B. Brenner & I. Tzoran

Pediatric Hemato-Oncology Department, Sheba Medical Center, Tel Hashomer, Ramat Gan, Israel

G. Kennet

Transfusion Medicine Department, General and University Hospital S. Maria della Misericordia, Udine, Udine, Italy

G. Barillari, C. Marcon & A. Poz

Angiology Department, Azienda Ospedaliera Universitaria di Parma, Parma, Parma, Italy

M. Basaglia & C. Siniscalchi

Vascular Medicine Unit, Cardiovascular Sciences, University of Padua, Padua, Padua, Italy

F. Bilora, P. Prandoni & P. Simioni

Vascular Surgery Department, IRCCS Istituto Auxologico Italiano, Milan, Milan, Italy

D. Bissacco & D. Lambertenghi-Deliliers

Vascular Medicine Department, Ospedale CastelFranco Veneto, Castelfranco Veneto, Italy

B. Brandolin, A. Visonà & B. Zalunardo

High Intensity Care Internal Medicine, Ospedale St. John, Roma, Italy

R. Casana, M. M. Ciammaichella & B. Taflaj

Thrombosis and Haemostasis Unit, Fondazione I.R.C.C.S. Casa Sollievo della Sofferenza, San Giovanni Rotondo, Foggia, Italy

D. Colaizzo & E. Grandone

Internal Medicine and Emergency Department, Presidio Ospedaliero S. Maria Delle Grazie, Pozzuoli, Naples, Italy

P. Di Micco

Internal Medicine Department, Istituti Ospitalieri di Cremona, Cremona, Cremona, Italy

M. Giorgi-Pierfranceschi

Clinical Medicine and Surgery Department, Federico II University Hospital, Naples, Naples, Italy

A. Tufano

Cardiology Department, Pauls Stradins Clinical University Hospital, Riga, Latvia

A. Skride

Internal Medicine Department, Ibn Sina Hospital, Rabat, Morocco

Z. Tazi-Mezalek

Internal Medicine Department, Unidade Local de Saúde Entre Douro e Vouga, Santa María da Feira, Portugal

S. Fonseca, R. Marques & J. Meireles

Internal Medicine Department, Unidade Local de Saúde de Gaia e Espinho – ULSGE, Vila Nova de Gaia, Portugal

S. Pinto

Clinic of Cardiology, Medical Faculty Skopje, Ss. Cyril and Methodius University of Skopje, Skopje, North Macedonia

M. Bosevski

University Clinic of Pulmonology and Allergology, Ss. Cyril and Methodius University of Skopje, Skopje, North Macedonia

M. Zdraveska

Angiology Department, University Hospital Zurich, Zurich, Switzerland

S. Barco

Division of Angiology and Hemostasis / Internal Medicine Department, University Hospital of Geneva, Geneva, Switzerland

H. Bounameaux

Angiology Department, Centre Hospitalier Universitaire Vaudois (CHUV), Lausanne, Switzerland

S. Keller, L. Mazzolai & E. Porceddu

Respiratory Medicine Department, Northumbria Healthcare NHS Foundation Trust, Newcastle upon Tyne, Tyne y Wear, United Kingdom

A. Aujayeb

Division of Cardiology, UF Health Cardiovascular Center, University of Florida College of Medicine-Jacksonville, Jacksonville, Florida, USA

D. J. Angiolillo & L. Ortega-Paz

Medicine and Vascular Medicine Department, Evanston NorthShore University HealthSystem, Evanston, Illinois, USA

J. A. Caprini & J. Tafur

Vascular Medicine Department, Massachusetts General Hospital, Boston, Massachusetts, USA

A. Khalil & I. Weinberg

Scientific Research & International Cooperation Department, Hanoi Medical University Hospital, Hanoi, Vietnam

H. M. Bui