As a Post-Doc researcher at Leiden University, and in collaboration with Dr. Moji Aghajani, our research entails the application of machine learning techniques and big data in the context of predictive and biological psychiatry. Collaboration with global consortia is a key aspect of our work, levering large-scale neuroimaging datasets to investigate anxiety disorders in adolescents. Our aim is to gain a deeper understanding of the developing brain and how it may deviate in youth with anxiety, and to create innovative predictive models that could aid decision-making in mental healthcare by providing individual-level inferences.
Scientific output Willem Bruin
Postdoc
Faculteit der Sociale Wetenschappen
Instituut Pedagogische Wetenschappen
Forensische gezinsped. en Jeugdhulpverl.
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Bruin W.B., Zhutovsky P., Wingen G.A. van, Bas J.M., Groenewold N.A., Hilbert K., Winkler A.M., Zugman A., Agosta F., Åhs F., Andreescu C., Antonacci C., Asami T., Assaf M., Barber J.P., Bauer J., Bavdekar S.Y., Beesdo-Baum K., Benedetti F., Bernstein R., Björkstrand J., Blair R.J., Blair K.S., Blanco-Hinojo L., Böhnlein J., Brambilla P., Bressan R.A., Breuer F., Cano M., Canu E., Cardinale E.M., Cardoner N., Cividini C., Cremers H., Dannlowski U., Diefenbach G.J., Domschke K., Doruyter A.G.G., Dresler T., Erhardt A., Filippi M., Fonzo G.A., Freitag G.F., Furmark T., Ge T., Gerber A.J., Gosnell S.N., Grabe H.J., Grotegerd D., Gur R.C., Gur R.E., Hamm A.O., Han L.K.M., Harper J.C., Harrewijn A., Heeren A., Hofmann D., Jackowski A.P., Jahanshad N., Jett L. Kaczkurkin A.N., Khosravi P., Kingsley E.N., Kircher T., Kostic M., Larsen B., Lee S.H., Leehr E.J., Leibenluft E., Lochner C., Lui S., Maggioni E., Manfro G.G., Månsson K.N.T., Marino C.E., Meeten F., Milrod B., Jovanovic A.M., Mwangi B., Myers M.J., Neufang S., Nielsen J.A., Ohrmann P.A., Ottaviani C., Paulus M.P., Perino M.T., Phan K.L., Poletti S., Porta-Casteràs D., Pujol J., Reinecke A., Ringlein G.V., Rjabtsenkov P., Roelofs K., Salas R., Salum G.A., Satterthwaite T.D., Schrammen E., Sindermann L., Smoller J.W., Soares J.C., Stark R., Stein F., Straube T., Straube B., Strawn J.R., Suarez-Jimenez B., Sylvester C.M., Talati A., Thomopoulos S.I., Tükel R., Nieuwenhuizen H. van, Werwath K., Wittfeld K., Wright B., Wu M.J., Yang Y., Zilverstand A., Zwanzger P., Blackford J.U., Avery S.N., Clauss J.A., Lueken U., Thompson P.M., Pine D.S., Stein D.J., Wee N.J.A. van der, Veltman D.J. & Aghajani M. (2024), Brain-based classification of youth with anxiety disorders: transdiagnostic examinations within the ENIGMA-Anxiety database using machine learning, Nature Mental Health 2: 104-118.
'Refereed' artikel in tijdschrift
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