Publications

Recent publications are listed below. For an extensive overview we kindly refer you to our publication repository DORA.

2026

  • Barbalinardo G, Chen Z, Folkner DA, Li B, Lundgren NW, Troup N, et al.
    κALDo 2.0: scalable thermal transport from first principles and machine learning potentials
    Computer Physics Communications. 2026; 327: 110282 (18 pp.). https://doi.org/10.1016/j.cpc.2026.110282
    DORA PSI
  • Bonacci M, Leon DA, Spallanzani N, Molinari E, Varsano D, Ferretti A, et al.
    Benchmarking the plasmon-pole and multipole approximations in the Yambo code using the GW100 data set
    Journal of Chemical Theory and Computation. 2026; 22(13): 6718-6730. https://doi.org/10.1021/acs.jctc.6c00239
    DORA PSI
  • Carrete J, García-Fernández P, Grüning M, He X, Pionteck MN, Protik NH, et al.
    Software interoperability in electronic structure methods for atomistic materials simulations
    Computational Materials Science. 2026; 273: 114900 (19 pp.). https://doi.org/10.1016/j.commatsci.2026.114900
    DORA PSI
  • Carta A, Timrov I, Beck S, Ederer C
    Bridging constrained random-phase approximation and linear response theory for computing Hubbard parameters
    Physical Review Letters. 2026; 137(4): 046503 (8 pp.). https://doi.org/10.1103/nkm7-wycf
    DORA PSI
  • Carta A, Mlkvik P, Grahlow F, Ströbele M, Meyer HJ, Romao CP, et al.
    Hubbard dimer physics and the magnetostructural transition in the correlated cluster material Nb3Cl8
    npj 2D Materials and Applications. 2026; 10(1): 74 (12 pp.). https://doi.org/10.1038/s41699-026-00706-0
    DORA PSI
  • Caruso F, Sentef MA, Attaccalite C, Bonitz M, Draxl C, De Giovannini U, et al.
    The 2025 roadmap to ultrafast dynamics: frontiers of theoretical and computational modeling
    Journal of Physics: Materials. 2026; 9(1): 012501 (56 pp.). https://doi.org/10.1088/2515-7639/ae1165
    DORA PSI
  • Caserta M, Chiarotti T, Vanzini M, Marzari N
    Dynamical Hubbard approach to correlated materials: the case of transition-metal monoxides
    Physical Review Research. 2026; 8(3): L032026 (7 pp.). https://doi.org/10.1103/y7gb-q22g
    DORA PSI
  • Cruz KR, Cyganowski EJ, Rawat A, Carta A, Adak AK, Zhang C, et al.
    Semiconducting copper(II) oxide sulfate: synthesis, solid-state chemistry, and electronic structure
    Journal of Physical Chemistry C. 2026; 130(18): 6461-6473. https://doi.org/10.1021/acs.jpcc.5c07953
    DORA PSI
  • Di Lucente E, dos Santos FJ, Marzari N
    Spin fluctuations steer the electronic behavior in the FeSb3 skutterudite
    Physical Review Research. 2026; 8(1): 013174 (15 pp.). https://doi.org/10.1103/lyy4-cmf6
    DORA PSI
  • Eimre K, Evans ML, Macaulay B, Wang X, Yu J, Marzari N, et al.
    optimade-maker: automated generation of interoperable materials APIs from static datasets
    Digital Discovery. 2026: (9 pp.). https://doi.org/10.1039/d6dd00125d
    DORA PSI
  • Gazzarrini E, Cersonsky RK, Bercx M, Adorf CS, Marzari N
    Reply to: an explanation for the rule of four in inorganic materials
    npj Computational Materials. 2026; 12: 43 (3 pp.). https://doi.org/10.1038/s41524-025-01755-7
    DORA PSI
  • Giorgianni F, Colonna N, Nagamine G, Spitz L, Matmon G, Trisorio A, et al.
    All-optical control of second-harmonic generation in β-BaB2O4 via coherent, terahertz-driven acentric lattice displacement
    Nature Communications. 2026; 17: 4938 (10 pp.). https://doi.org/10.1038/s41467-026-70532-x
    DORA PSI
  • Gramatte S, Wang X, Hernández Bertrán MA, Cancellieri C, Pizzi G, Prezzi D, et al.
    Bridging classical and quantum interpretation of chemical state analysis by XPS/HAXPES to resolve short-range order in amorphous alumina films
    Journal of Materials Chemistry A. 2026; 14: 15364-15385. https://doi.org/10.1039/d5ta08586a
    DORA PSI
  • Grillo S, Cignarella C, Bechstedt F, Gori P, Palummo M, Campi D, et al.
    Quasiparticle effects and strong excitonic features in exfoliable 1D semiconducting materials
    ACS Nano. 2026; 20(3): 2664-2677. https://doi.org/10.1021/acsnano.5c14061
    DORA PSI
  • Haddadi F, Campi D, dos Santos FJ, Mounet N, Ponet L, Marzari N, et al.
    Exploring the magnetic landscape of easily exfoliable two-dimensional materials
    ACS Nano. 2026; 20(18): 13528-13541. https://doi.org/10.1021/acsnano.5c16067
    DORA PSI
  • Hemmatzade A, Balz C, Ollivier J, Lhotel E, Colonna N, Rufino Ados S, et al.
    Algebraic loop liquid in the pyrochlore CsNiCrF6
    Physical Review Letters. 2026; 136(10): 106701 (7 pp.). https://doi.org/10.1103/xvxt-whns
    DORA PSI
  • Huber SP, Minotakis M, Bercx M, Reents T, Eimre K, Paulish N, et al.
    MC3D: the materials cloud computational database of experimentally known stoichiometric inorganics
    Digital Discovery. 2026; 5(3): 1114-1131. https://doi.org/10.1039/d5dd00415b
    DORA PSI
  • Iannuzzi M, Wilhelm J, Stein F, Bussy A, Elgabarty H, Golze D, et al.
    The CP2K program package made simple
    Journal of Physical Chemistry B. 2026; 130(4): 1237-1310. https://doi.org/10.1021/acs.jpcb.5c05851
    DORA PSI
  • Lin C, Poncé S, Macheda F, Mauri F, Marzari N
    Elastic constants and bending rigidities from long-wavelength perturbation expansions
    PRX Energy. 2026; 5(1): 013012 (40 pp.). https://doi.org/10.1103/hc53-g1p3
    DORA PSI
  • Mosquera JFP, Sanz-Vicario JL
    Electronic–nuclear entanglement in Born–Oppenheimer wave functions and beyond
    Journal of Chemical Physics. 2026; 164(6): 064105 (18 pp.). https://doi.org/10.1063/5.0311735
    DORA PSI
  • Poliukhin A, Colonna N, Libbi F, Poncé S, Marzari N
    Carrier mobilities and electron-phonon interactions beyond DFT
    npj Computational Materials. 2026; 12: 151 (10 pp.). https://doi.org/10.1038/s41524-026-02011-2
    DORA PSI
  • Reents T, Cantarella A, Bercx M, Bonfà P, Pizzi G
    Score-based diffusion models for accurate crystal-structure inpainting and reconstruction of hydrogen positions
    npj Computational Materials. 2026; 12: 203 (12 pp.). https://doi.org/10.1038/s41524-026-02090-1
    DORA PSI
  • Restelli S, Cannelli O, Colonna N, Grova C, Usai P, Puppin M, et al.
    Ultrafast formation of Jahn-Teller polarons revealed by state-selective excitation in correlated spinel Co3O4
    Journal of the American Chemical Society. 2026; 148(18): 18839-18848. https://doi.org/10.1021/jacs.5c23346
    DORA PSI
  • Saßnick HD, Edzards J, Reents T, Cocchi C
    AIM2DAT: a python-based automated ab initio material modeling and data analysis toolkit
    Electronic Structure. 2026; 8(3): 037001 (18 pp.). https://doi.org/10.1088/2516-1075/ae8964
    DORA PSI
  • Sharma R, Mukherjee S, Ibrahim F, Verdierre G, Vojáček L, Mičica M, et al.
    Rashba engineering at van der Waals interfaces
    ACS Nano. 2026; 20(32): 22875-22886. https://doi.org/10.1021/acsnano.6c08362
    DORA PSI
  • Shin Y, Lucente ED, Marzari N, Monacelli L
    The thermodynamics of CaSiO3 perovskite in Earth's lower mantle
    Physical Review B. 2026; 112(17): 1-10. https://doi.org/10.1103/3VGZ-FNTH
    DORA PSI
  • Sidler D, Ruggenthaler M, Rubio A
    Collectively-modified intermolecular electron correlations: the connection of polaritonic chemistry and spin glass physics: focus review
    Chemical Reviews. 2026; 126(1): 4-27. https://doi.org/10.1021/acs.chemrev.4c00711
    DORA PSI
  • Smith LE, Settembri P, Cucciari A, Boeri L, Profeta G, Hammes-Schiffer S
    Capturing nuclear quantum effects in high-pressure superconducting hydrides and ice with nuclear–electronic orbital theory
    Proceedings of the National Academy of Sciences of the United States of America PNAS. 2026; 123(21): 2605545123 (8 pp.). https://doi.org/10.1073/pnas.2605545123
    DORA PSI
  • Sternke-Hoffmann R, Liu C, Wang X, Pupart H, Sun X, Dreiser JGH, et al.
    Protein-driven copper redox regulation: uncovering the role of disulphide bonds and allosteric modulation
    Angewandte Chemie International Edition. 2026; 65(15): e19673 (12 pp.). https://doi.org/10.1002/anie.202519673
    DORA PSI
  • Stojkovic M, Linscott E, Marzari N
    Predicting the suitability of photocatalysts for water splitting using Koopmans spectral functionals: the case of TiO2 polymorphs
    Physical Review Materials. 2026; 10(2): 025403 (12 pp.). https://doi.org/10.1103/6gqw-thc1
    DORA PSI
  • Stotskyi V, Di Lorenzo F, Marinich O, Scheinost AC, Krack M, Lanson M, et al.
    Mechanistic thermodynamic model for Zn2+ Uptake on saponite
    Journal of Physical Chemistry C. 2026; 130(13): 4713-4727. https://doi.org/10.1021/acs.jpcc.5c08267
    DORA PSI
  • Suter F, Coleman T, Altintaş İ, Badia RM, Balis B, Chard K, et al.
    A terminology for scientific workflow systems
    Future Generation Computer Systems. 2026; 174: 107974 (12 pp.). https://doi.org/10.1016/j.future.2025.107974
    DORA PSI
  • Thakur TS, Ercole L, Marzari N
    Novel fast Li-ion conductors for solid-state electrolytes from first-principles
    Energy and Environmental Science. 2026. https://doi.org/10.1039/d5ee07336g
    DORA PSI
  • Wang X, Bainglass E, Bonacci M, Ortega-Guerrero A, Bastonero L, Bercx M, et al.
    Making atomistic materials calculations accessible with the AiiDAlab Quantum ESPRESSO app
    npj Computational Materials. 2026; 12: 72 (12 pp.). https://doi.org/10.1038/s41524-025-01936-4
    DORA PSI
  • Warda K, Macke E, Timrov I, Colombi Ciacchi L, Kowalski PM
    Getting the manifold right: The crucial role of orbital resolution in DFT+U for mixed d–f electron compounds
    Journal of Chemical Theory and Computation. 2026; 22(2): 1016-1029. https://doi.org/10.1021/acs.jctc.5c01406
    DORA PSI
  • Yakutovich AV, Hollas D, Bainglass E, Yu J, Battaglia C, Bonacci M, et al.
    Accelerating discovery across scientific disciplines through reproducible workflows with AiiDAlab
    Digital Discovery. 2026. https://doi.org/10.1039/d5dd00567a
    DORA PSI
  • Yen Y, Reutzel M, Li A, Wang Z, Petek H, Schüler M
    Observation of nonadiabatic Landau-Zener tunneling among floquet states
    Physical Review X. 2026; 16(2): 021004 (13 pp.). https://doi.org/10.1103/ggyn-bn4v
    DORA PSI
  • de Miranda Nascimento G, dos Santos FJ, Bercx M, Grassano D, Pizzi G, Marzari N
    Accurate and efficient protocols for high-throughput first-principles materials simulations
    npj Computational Materials. 2026; 12(1): 272 (11 pp.). https://doi.org/10.1038/s41524-026-02097-8
    DORA PSI
  • dos Santos FJ, Binci L, Menichetti G, Mahajan R, Marzari N, Timrov I
    Comparative study of magnetic exchange parameters and magnon dispersions in NiO and MnO from first principles
    Physical Review B. 2026; 113(2): 024427 (15 pp.). https://doi.org/10.1103/gtxm-6vtg
    DORA PSI
  • van Waas TP, Berthod C, Berges J, Marzari N, Dil JH, Poncé S
    Extraction of the self energy and Eliashberg function from angle resolved photoemission spectroscopy using the xARPES code
    npj Computational Materials. 2026; 12: 172 (17 pp.). https://doi.org/10.1038/s41524-026-02026-9
    DORA PSI

2025

  • Liang N, Fiorentino A, Song B
    Thermal transport in amorphous carbon nanotubes
    Physical Review B. 2025; 112(9): 094205 (11 pp.). https://doi.org/10.1103/klhj-x3f2
    DORA PSI
  • Nowack T, Bastonero L, Knickrehm T, Carey T, Cassidy O, Coleman JN, et al.
    Assessing quality and purity of MoS2 nanosheets by diffuse reflectance IR spectroscopy
    2D Materials. 2025; 12(4): 045021 (15 pp.). https://doi.org/10.1088/2053-1583/ae1148
    DORA PSI
  • Girotto Erhardt N, Fragkos S, Descamps D, Petit S, Schüler M, Novko D, et al.
    Ultrafast nonequilibrium enhancement of electron-phonon interaction in 2H-MoTe2
    Physical Review Letters. 2025; 135(14): 146904 (7 pp.). https://doi.org/10.1103/dvlz-93t8
    DORA PSI
  • Filser J, Bainglass E, Reuter K, Andreussi O
    Coupling all-electron full-potential density functional theory with grid-based continuum embeddings
    Journal of Chemical Physics. 2025; 163(16): 164103 (16 pp.). https://doi.org/10.1063/5.0288363
    DORA PSI
  • Felder F, Granata V, Minotti C, Zade O, Potier FT, Giovanni P, et al.
    Recommendation on how to implement the DataCite Metadata Schema for research data
    Dübendorf: Eawag: Swiss Federal Institute of Aquatic Science and Technology; 2025. https://doi.org/10.55408/eawag:35606
    DORA PSI
  • Stotskyi V, Di Lorenzo F, Marques Fernandes M, Krack M, Scheinost AC, Lanson M, et al.
    Local Crystal Structure of Ni2+- and Zn2+-Doped Saponite Determined by EXAFS Spectroscopy and Ab Initio MD Modeling
    Journal of Physical Chemistry C. 2025; 129(30): 13691-13704. https://doi.org/10.1021/acs.jpcc.5c01314
    DORA PSI
  • Nielsen RS, Álvarez ÁL, Tomm Y, Gurieva G, Ortega-Guerrero A, Breternitz J, et al.
    BaZrS3 lights up: the interplay of electrons, photons, and phonons in strongly luminescent single crystals
    Advanced Optical Materials. 2025; 13(26): e00915 (12 pp.). https://doi.org/10.1002/adom.202500915
    DORA PSI
  • Salikhov R, Lysne M, Werner P, Ilyakov I, Schüler M, de Oliveira TVAG, et al.
    Spin-orbit interaction driven terahertz nonlinear dynamics in transition metals
    npj Spintronics. 2025; 3(1): 3 (7 pp.). https://doi.org/10.1038/s44306-024-00068-7
    DORA PSI
  • Li X, Wang X, Beck A, Artsiusheuski M, Liu Q, Liu Q, et al.
    Quantifying electronic and geometric effects on the activity of platinum catalysts for water-gas shift
    Nature Communications. 2025; 16(1): 6641 (12 pp.). https://doi.org/10.1038/s41467-025-61895-8
    DORA PSI
  • Malica C, Marzari N
    Teaching oxidation states to neural networks
    npj Computational Materials. 2025; 11(1): 212 (12 pp.). https://doi.org/10.1038/s41524-025-01709-z
    DORA PSI
  • Fragkos S, Fabre B, Tkach O, Petit S, Descamps D, Schönhense G, et al.
    Floquet-Bloch valleytronics
    Nature Communications. 2025; 16(1): 5799 (10 pp.). https://doi.org/10.1038/s41467-025-61076-7
    DORA PSI
  • Bastonero L, Malica C, Macke E, Bercx M, Huber S, Timrov I, et al.
    First-principles Hubbard parameters with automated and reproducible workflows
    npj Computational Materials. 2025; 11(1): 183 (13 pp.). https://doi.org/10.1038/s41524-025-01685-4
    DORA PSI
  • Blundell SJ, Bonacci M, Bonfà P, De Renzi R, Huddart BM, Lancaster T, et al.
    Electronic structure calculations for muon spectroscopy
    Electronic Structure. 2025; 7(2): 023001 (14 pp.). https://doi.org/10.1088/2516-1075/adcb7c
    DORA PSI
  • Sivianes J, Dos Santos FJ, Ibañez-Azpiroz J
    Optical signatures of spin symmetries in unconventional magnets
    Physical Review Letters. 2025; 134(19): 196907 (7 pp.). https://doi.org/10.1103/PhysRevLett.134.196907
    DORA PSI
  • De Mestral V, Bastonero L, Kotiuga M, Mladenović M, Marzari N, Luisier M
    Ab initio functional-independent calculations of the clamped Pockels tensor of tetragonal barium titanate
    Physical Review B. 2025; 111(18): 184306 (12 pp.). https://doi.org/10.1103/PhysRevB.111.184306
    DORA PSI
  • Merboldt M, Schüler M, Schmitt D, Bange JP, Bennecke W, Gadge K, et al.
    Observation of Floquet states in graphene
    Nature Physics. 2025; 21: 1093-1099. https://doi.org/10.1038/s41567-025-02889-7
    DORA PSI
  • Date M, Petocchi F, Yen Y, Krieger JA, Pal B, Hasse V, et al.
    Momentum-resolved fingerprint of Mottness in layer-dimerized Nb3Br8
    Nature Communications. 2025; 16(1): 4037 (8 pp.). https://doi.org/10.1038/s41467-025-58885-1
    DORA PSI
  • Binci L, Marzari N, Timrov I
    Magnons from time-dependent density-functional perturbation theory and nonempirical Hubbard functionals
    npj Computational Materials. 2025; 11(1): 100 (14 pp.). https://doi.org/10.1038/s41524-025-01570-0
    DORA PSI
  • Katheras AS, Krack M, Zimmermann T, Scheinost AC, Churakov SV
    Incorporation mechanism of Tc(IV) in magnetite revealed by EXAFS measurements and ab initio simulations
    Journal of Physical Chemistry C. 2025; 129(12): 5921-5930. https://doi.org/10.1021/acs.jpcc.5c00357
    DORA PSI
  • Carta A, Timrov I, Mlkvik P, Hampel A, Ederer C
    Explicit demonstration of the equivalence between DFT+U and the Hartree-Fock limit of DFT+ DMFT
    Physical Review Research. 2025; 7(1): 013289 (15 pp.). https://doi.org/10.1103/PhysRevResearch.7.013289
    DORA PSI
  • Chang BK, Timrov I, Park J, Zhou JJ, Marzari N, Bernardi M
    First-principles electron-phonon interactions and polarons in the parent cuprate La2CuO4
    Physical Review Research. 2025; 7(1): L012073 (7 pp.). https://doi.org/10.1103/PhysRevResearch.7.L012073
    DORA PSI
  • Horak J, Sidler D, Schnappinger T, Huang WM, Ruggenthaler M, Rubio A
    Analytic model reveals local molecular polarizability changes induced by collective strong coupling in optical cavities
    Physical Review Research. 2025; 7(1): 013242 (15 pp.). https://doi.org/10.1103/PhysRevResearch.7.013242
    DORA PSI
  • Uhrin M, Zadoks A, Binci L, Marzari N, Timrov I
    Machine learning Hubbard parameters with equivariant neural networks
    npj Computational Materials. 2025; 11(1): 19 (10 pp.). https://doi.org/10.1038/s41524-024-01501-5
    DORA PSI
  • Serra M, Antonatos N, Lajaunie L, Albero J, Garcia H, Weng M, et al.
    A photodetector based on the non-centrosymmetric 2D pseudo-binary chalcogenide MnIn2Se4
    Journal of Materials Chemistry C. 2025; 13(10): 5356-5369. https://doi.org/10.1039/d4tc04380d
    DORA PSI
  • Onuorah IJ, Bonacci M, Isah MM, Mazzani M, De Renzi R, Pizzi G, et al.
    Automated computational workflows for muon spin spectroscopy
    Digital Discovery. 2025; 4(2): 523-538. https://doi.org/10.1039/d4dd00314d
    DORA PSI
  • Liu JC, Li C, Chahib O, Wang X, Rothenbühler S, Häner R, et al.
    Spin excitations of high spin iron(II) in metal–organic chains on metal and superconductor
    Advanced Science. 2025; 12(7): 2412351 (7 pp.). https://doi.org/10.1002/advs.202412351
    DORA PSI

2024

2023

2022

  • Timrov I, Aquilante F, Cococcioni M, Marzari N
    Accurate electronic properties and intercalation voltages of olivine-type Li-Ion cathode materials from extended Hubbard functionals
    PRX Energy. 2022; 1(3): 033003 (19 pp.). https://doi.org/10.1103/PRXEnergy.1.033003
    DORA PSI
  • Tohidi Vahdat M, Agrawal KV, Pizzi G
    Machine-learning accelerated identification of exfoliable two-dimensional materials
    Machine Learning: Science and Technology. 2022; 3(4): 045014 (9 pp.). https://doi.org/10.1088/2632-2153/ac9bca
    DORA PSI
  • Colonna N, De Gennaro R, Linscott E, Marzari N
    Koopmans spectral functionals in periodic boundary conditions
    Journal of Chemical Theory and Computation. 2022; 18(9): 5435-5448. https://doi.org/10.1021/acs.jctc.2c00161
    DORA PSI
  • De Gennaro R, Colonna N, Linscott E, Marzari N
    Bloch's theorem in orbital-density-dependent functionals: band structures from Koopmans spectral functionals
    Physical Review B. 2022; 106(3): 035106 (14 pp.). https://doi.org/10.1103/PhysRevB.106.035106
    DORA PSI
  • Timrov I, Marzari N, Cococcioni M
    HP – a code for the calculation of Hubbard parameters using density-functional perturbation theory
    Computer Physics Communications. 2022; 279: 108455 (17 pp.). https://doi.org/10.1016/j.cpc.2022.108455
    DORA PSI
  • Nichenko S, Kalilainen J, Lind T
    MSR simulation with cGEMS: fission product release and aerosol formation
    Journal of Nuclear Engineering. 2022; 3(1): 105-116. https://doi.org/10.3390/jne3010006
    DORA PSI
  • Hartl A, Jurányi F, Krack M, Lunkenheimer P, Schulz A, Sheptyakov D, et al.
    Dynamically disordered hydrogen bonds in the hureaulite-type phosphatic oxyhydroxide Mn5[(PO4)2(PO3(OH))2](HOH)4
    Journal of Chemical Physics. 2022; 156(9): 094502 (18 pp.). https://doi.org/10.1063/5.0083856
    DORA PSI
  • Bocharov D, Chesnokov A, Chikvaidze G, Gabrusenoks J, Ignatans R, Kalendarev R, et al.
    A comprehensive study of structure and properties of nanocrystalline zinc peroxide
    Journal of Physics and Chemistry of Solids. 2022; 160: 110318 (10 pp.). https://doi.org/10.1016/j.jpcs.2021.110318
    DORA PSI

2021

  • Cozzo C, Lind T, Bertsch J, Nichenko S, Girardin G
    Quantifying the benefits of the reduced oxidation kinetics in chromium-coated cladding: a parametric study
    In: Vázquez-Rodriguez C, Jiménez Carrascosa A, Estevez Albuja S, Duran Vinuesa LF, eds. Book of Proceedings. European nuclear young generation forum 2021. sine loco: European Nuclear Young Generation Forum; 2021:245-248.
    DORA PSI
  • Bocharov D, Pudza I, Klementiev K, Krack M, Kuzmin A
    Study of high-temperature behaviour of ZnO by ab initio molecular dynamics simulations and X-ray absorption spectroscopy
    Materials. 2021; 14(18): 5206 (9 pp.). https://doi.org/10.3390/ma14185206
    DORA PSI
  • Nichenko S, Kalilainen J, Fernandez Moguel L, Lind T
    Modelling of fission products release in VERDON-1 experiment with cGEMS: coupling of severe accident code MELCOR with GEMS thermodynamic modelling package
    Annals of Nuclear Energy. 2021; 152: 107972 (11 pp.). https://doi.org/10.1016/j.anucene.2020.107972
    DORA PSI