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A primer on the use of machine learning to distil knowledge from data in biological psychiatry.
Quinn TP, Hess JL, Marshe VS, Barnett MM, Hauschild AC, Maciukiewicz M, Elsheikh SSM, Men X, Schwarz E, Trakadis YJ, Breen MS, Barnett EJ, Zhang-James Y, Ahsen ME, Cao H, Chen J, Hou J, Salekin A, Lin PI, Nicodemus KK, Meyer-Lindenberg A, Bichindaritz I, Faraone SV, Cairns MJ, Pandey G, Müller DJ, Glatt SJ; Machine Learning in Psychiatry (MLPsych) Consortium. Quinn TP, et al. Among authors: maciukiewicz m. Mol Psychiatry. 2024 Feb;29(2):387-401. doi: 10.1038/s41380-023-02334-2. Epub 2024 Jan 4. Mol Psychiatry. 2024. PMID: 38177352 Review.
Computed tomography-based radiomics decodes prognostic and molecular differences in interstitial lung disease related to systemic sclerosis.
Schniering J, Maciukiewicz M, Gabrys HS, Brunner M, Blüthgen C, Meier C, Braga-Lagache S, Uldry AC, Heller M, Guckenberger M, Fretheim H, Nakas CT, Hoffmann-Vold AM, Distler O, Frauenfelder T, Tanadini-Lang S, Maurer B. Schniering J, et al. Among authors: maciukiewicz m. Eur Respir J. 2022 May 19;59(5):2004503. doi: 10.1183/13993003.04503-2020. Print 2022 May. Eur Respir J. 2022. PMID: 34649979 Free PMC article.
Genome-wide analysis suggests the importance of vascular processes and neuroinflammation in late-life antidepressant response.
Marshe VS, Maciukiewicz M, Hauschild AC, Islam F, Qin L, Tiwari AK, Sibille E, Blumberger DM, Karp JF, Flint AJ, Turecki G, Lam RW, Milev RV, Frey BN, Rotzinger S, Foster JA, Kennedy SH, Kennedy JL, Mulsant BH, Reynolds CF 3rd, Lenze EJ, Müller DJ. Marshe VS, et al. Among authors: maciukiewicz m. Transl Psychiatry. 2021 Feb 15;11(1):127. doi: 10.1038/s41398-021-01248-3. Transl Psychiatry. 2021. PMID: 33589590 Free PMC article.
Cognition and Its Association with Psychosocial and Occupational Functioning during Treatment with Escitalopram in Patients with Major Depressive Disorder: A CAN-BIND-1 Report: La Cognition Et Son Association Avec Le Fonctionnement Psychosocial Et Professionnel Durant Le Traitement Par Escitalopram Chez Des Patients Souffrant De Trouble Dépressif Majeur: Une Étude Can-Bind-1.
McInerney SJ, Chakrabarty T, Maciukiewicz M, Frey BN, MacQueen GM, Milev RV, Ravindran AV, Rotzinger S, Kennedy SH, Lam RW; CAN-BIND Investigator Team. McInerney SJ, et al. Among authors: maciukiewicz m. Can J Psychiatry. 2021 Sep;66(9):798-806. doi: 10.1177/0706743720974823. Epub 2020 Dec 23. Can J Psychiatry. 2021. PMID: 33353384 Free PMC article.
Contributions of cholinergic receptor muscarinic 1 and CYP1A2 gene variants on the effects of plasma ratio of clozapine/N-desmethylclozapine on working memory in schizophrenia.
Islam F, Maciukiewicz M, Freeman N, Huang E, Tiwari A, Mulsant BH, Pollock BG, Remington G, Kennedy JL, Müller DJ, Rajji TK. Islam F, et al. Among authors: maciukiewicz m. J Psychopharmacol. 2021 Jan;35(1):31-39. doi: 10.1177/0269881120946288. Epub 2020 Nov 4. J Psychopharmacol. 2021. PMID: 33143542
42 results