Missing Data in Prediction Research: A Five-Step Approach for Multiple Imputation, Illustrated in the CENTER-TBI Study

Author:

Gravesteijn Benjamin Yaël1,Sewalt Charlie Aletta1,Venema Esmee1,Nieboer Daan1,Steyerberg Ewout W.12,Åkerlund Cecilia,Amrein Krisztina,Andelic Nada,Andreassen Lasse,Anke Audny,Antoni Anna,Audibert Gérard,Azouvi Philippe,Azzolini Maria Luisa,Bartels Ronald,Barzó Pál,Beauvais Romuald,Beer Ronny,Bellander Bo-Michael,Belli Antonio,Benali Habib,Berardino Maurizio,Beretta Luigi,Blaabjerg Morten,Bragge Peter,Brazinova Alexandra,Brinck Vibeke,Brooker Joanne,Brorsson Camilla,Buki Andras,Bullinger Monika,Cabeleira Manuel,Caccioppola Alessio,Calappi Emiliana,Rosa Calvi Maria,Cameron Peter,Carbayo Lozano Guillermo,Carbonara Marco,Chevallard Giorgio,Chieregato Arturo,Citerio Giuseppe,Cnossen Maryse,Coburn Mark,Coles Jonathan,Cooper D. Jamie,Correia Marta,Čović Amra,Curry Nicola,Czeiter Endre,Czosnyka Marek,Dahyot-Fizelier Claire,Dawes Helen,De Keyser Véronique,Degos Vincent,Della Corte Francesco,den Boogert Hugo,Depreitere Bart,Đilvesi Đula,Dixit Abhishek,Donoghue Emma,Dreier Jens,Dulière Guy-Loup,Ercole Ari,Esser Patrick,Ezer Erzsébet,Fabricius Martin,Feigin Valery L.,Foks Kelly,Frisvold Shirin,Furmanov Alex,Gagliardo Pablo,Galanaud Damien,Gantner Dashiell,Gao Guoyi,George Pradeep,Ghuysen Alexandre,Giga Lelde,Glocker Ben,Golubovic Jagoš,Gomez Pedro A.,Gratz Johannes,Gravesteijn Benjamin,Grossi Francesca,Gruen Russell L.,Gupta Deepak,Haagsma Juanita A.,Haitsma Iain,Helbok Raimund,Helseth Eirik,Horton Lindsay,Huijben Jilske,Hutchinson Peter J.,Jacobs Bram,Jankowski Stefan,Jarrett Mike,Jiang Ji-yao,Jones Kelly,Karan Mladen,Kolias Angelos G.,Kompanje Erwin,Kondziella Daniel,Koraropoulos Evgenios,Koskinen Lars-Owe,Kovács Noémi,Lagares Alfonso,Lanyon Linda,Laureys Steven,Lecky Fiona,Lefering Rolf,Legrand Valerie,Lejeune Aurelie,Levi Leon,Lightfoot Roger,Lingsma Hester,Maas Andrew I.R.,Castaño-León Ana M.,Maegele Marc,Majdan Marek,Manara Alex,Manley Geoffrey,Martino Costanza,Maréchal Hugues,Mattern Julia,McMahon Catherine,Melegh Béla,Menon David,Menovsky Tomas,Mulazzi Davide,Muraleedharan Visakh,Murray Lynnette,Nair Nandesh,Negru Ancuta,Nelson David,Newcombe Virginia,Noirhomme Quentin,Nyirádi József,Olubukola Otesile,Oresic Matej,Ortolano Fabrizio,Palotie Aarno,Parizel Paul M.,Payen Jean-François,Perera Natascha,Perlbarg Vincent,Persona Paolo,Peul Wilco,Piippo-Karjalainen Anna,Pirinen Matti,Ples Horia,Polinder Suzanne,Pomposo Inigo,Posti Jussi P.,Puybasset Louis,Radoi Andreea,Ragauskas Arminas,Raj Rahul,Rambadagalla Malinka,Real Ruben,Rhodes Jonathan,Richardson Sylvia,Richter Sophie,Ripatti Samuli,Rocka Saulius,Roe Cecilie,Roise Olav,Rosand Jonathan,Rosenfeld Jeffrey V.,Rosenlund Christina,Rosenthal Guy,Rossaint Rolf,Rossi Sandra,Rueckert Daniel,Rusnák Martin,Sahuquillo Juan,Sakowitz Oliver,Sanchez-Porras Renan,Sandor Janos,Schäfer Nadine,Schmidt Silke,Schoechl Herbert,Schoonman Guus,Frederik Schou Rico,Schwendenwein Elisabeth,Skandsen Toril,Smielewski Peter,Sorinola Abayomi,Stamatakis Emmanuel,Stanworth Simon,Kowark Ana,Stevens Robert,Stewart William,Stocchetti Nino,Sundström Nina,Synnot Anneliese,Takala Riikka,Tamás Viktória,Tamosuitis Tomas,Taylor Mark Steven,Ao Braden Te,Tenovuo Olli,Theadom Alice,Thomas Matt,Tibboel Dick,Timmers Marjolein,Tolias Christos,Trapani Tony,Tudora Cristina Maria,Vajkoczy Peter,Vallance Shirley,Valeinis Egils,Vámos Zoltán,Van der Steen Gregory,van der Naalt Joukje,van Dijck Jeroen T.J.M.,van Essen Thomas A.,Van Hecke Wim,van Heugten Caroline,Van Praag Dominique,Vande Vyvere Thijs,Vanhaudenhuyse Audrey,van Wijk Roel P.J.,Vargiolu Alessia,Vega Emmanuel,Velt Kimberley,Verheyden Jan,Vespa Paul M.,Vik Anne,Vilcinis Rimantas,Volovici Victor,von Steinbüchel Nicole,Voormolen Daphne,Vulekovic Petar,Wang Kevin K.W.,Wiegers Eveline,Williams Guy,Wilson Lindsay,Winzeck Stefan,Wolf Stefan,Yang Zhihui,Ylén Peter,Younsi Alexander,Zeiler Frederik A.,Zelinkova Veronika,Ziverte Agate,Zoerle Tommaso,

Affiliation:

1. Department of Public Health, Erasmus Medical Center, Rotterdam, The Netherlands.

2. Department of Biomedical Data Sciences, Leiden University Medical Center, Leiden, The Netherlands.

Publisher

Mary Ann Liebert Inc

Subject

Neurology (clinical)

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