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T.M.D., A.C., R.C., and S.H. acknowledge the support of an Australian Research Council Australian Laureate Fellowship (FL180100168) funded by the Australian Government, and A.M. is supported by the ARC Discovery Early Career Researcher Award (DECRA) project No. DE230100055. M.S., H.Q., and J.L. are supported by DOE grant DE-FOA-0002424 and NSF grant AST-2108094. R.K. is supported by DOE grant DE-SC0009924. M.V. was partly supported by NASA through the NASA Hubble Fellowship grant HST-HF2-51546.001-A awarded by the Space Telescope Science Institute, which is operated by the Association of Universities for Research in Astronomy, Inc., under NASA contract NAS5-26555. L.K. thanks the UKRI Future Leaders Fellowship for support through the grant MR/T01881X/1. L.G. acknowledges financial support from the Spanish Ministerio de Ciencia e Innovacion (MCIN), the Agencia Estatal de Investigacion (AEI) 10.13039/501100011033, and the European Social Fund (ESF) "Investing in your future" under the 2019 Ramon y Cajal program RYC2019-027683-I and the PID2020-115253GA-I00 HOST-FLOWS project, from Centro Superior de Investigaciones Cientificas (CSIC) under the PIE project 20215AT016, and the program Unidad de Excelencia Maria de Maeztu CEX2020-001058-M, and from the Departament de Recerca i Universitats de la Generalitat de Catalunya through the 2021-SGR-01270 grant. R.J.F. and D.S. were supported in part by NASA grant 14-WPS14-0048. The UCSC team is supported in part by NASA grants NNG16PJ34G and NNG17PX03C issued through the Roman Science Investigation Teams Program; NSF grants AST-1518052 and AST-1815935; NASA through grant No. AR-14296 from the Space Telescope Science Institute, which is operated by AURA, Inc., under NASA contract NAS 5-26555; the Gordon and Betty Moore Foundation; the Heising-Simons Foundation; and fellowships from the Alfred P. Sloan Foundation and the David and Lucile Packard Foundation to R.J.F. We acknowledge the University of Chicago's Research Computing Center for their support of this work. Funding for the DES Projects has been provided by the U.S. Department of Energy, the U.S. National Science Foundation, the Ministry of Science and Education of Spain, the Science and Technology Facilities Council of the United Kingdom, the Higher Education Funding Council for England, the National Center for Supercomputing Applications at the University of Illinois at Urbana-Champaign, the Kavli Institute of Cosmological Physics at the University of Chicago, the Center for Cosmology and Astro-Particle Physics at the Ohio State University, the Mitchell Institute for Fundamental Physics and Astronomy at Texas A&M University, Financiadora de Estudos e Projetos, Fundacao Carlos Chagas Filho de Amparo a Pesquisa do Estado do Rio de Janeiro, Conselho Nacional de Desenvolvimento Cientifico e Tecnologico and the Ministerio da Ciencia, Tecnologia e Inovacao, the Deutsche Forschungsgemeinschaft, and the Collaborating Institutions in the Dark Energy Survey. The Collaborating Institutions are Argonne National Laboratory, the University of California at Santa Cruz, the University of Cambridge, Centro de Investigaciones Energeticas, Medioambientales y Tecnologicas-Madrid, the University of Chicago, University College London, the DES-Brazil Consortium, the University of Edinburgh, the Eidgenossische Technische Hochschule (ETH) Zurich, Fermi National Accelerator Laboratory, the University of Illinois at Urbana-Champaign, the Institut de Ciencies de l'Espai (IEEC/CSIC), the Institut de Fisica d'Altes Energies, Lawrence Berkeley National Laboratory, the Ludwig-Maximilians Universitat Munchen and the associated Excellence Cluster Universe, the University of Michigan, NSF's NOIRLab, the University of Nottingham, The Ohio State University, the University of Pennsylvania, the University of Portsmouth, SLAC National Accelerator Laboratory, Stanford University, the University of Sussex, Texas A&M University, and the OzDES Membership Consortium. Based in part on observations at Cerro Tololo Inter-American Observatory at NSF's NOIRLab (NOIRLab Prop. ID 2012B-0001; PI: J. Frieman), which is managed by the Association of Universities for Research in Astronomy (AURA) under a cooperative agreement with the National Science Foundation. Based in part on data acquired at the Anglo-Australian Telescope. We acknowledge the traditional custodians of the land on which the AAT stands, the Gamilaraay people, and pay our respects to elders past and present. Parts of this research were supported by the Australian Research Council through project Nos. CE110001020, FL180100168, and DE230100055. Based in part on observations obtained at the international Gemini Observatory, a program of NSF's NOIRLab, which is managed by the Association of Universities for Research in Astronomy (AURA) under a cooperative agreement with the National Science Foundation on behalf of the Gemini Observatory partnership: the National Science Foundation (United States), National Research Council (Canada), Agencia Nacional de Investigacion y Desarrollo (Chile), Ministerio de Ciencia, Tecnologia e Innovacion (Argentina), Ministerio da Ciencia, Tecnologia, Inovacoes e Comunicacoes (Brazil), and Korea Astronomy and Space Science Institute (Republic of Korea). This includes data from programs GN-2015B-Q-10, GN-2016B-LP-10, GN-2017B-LP-10, GS-2013B-Q-45, GS-2015B-Q-7, GS-2016B-LP-10, GS-2016B-Q-41, and GS-2017B-LP-10 (PI: Foley). Some of the data presented herein were obtained at Keck Observatory, which is a private 501(c)3 nonprofit organization operated as a scientific partnership among the California Institute of Technology, the University of California, and the National Aeronautics and Space Administration (PIs: Foley, Kirshner, and Nugent). The Observatory was made possible by the generous financial support of the W. M. Keck Foundation. This Letter includes results based on data gathered with the 6.5 m Magellan Telescopes located at Las Campanas Observatory, Chile (PI: Foley), and the Southern African Large Telescope (SALT; PIs: M. Smith & E. Kasai). The authors wish to recognize and acknowledge the very significant cultural role and reverence that the summit of Maunakea has always had within the Native Hawaiian community. We are most fortunate to have the opportunity to conduct observations from this mountain. The DES data management system is supported by the National Science Foundation under grant Nos. AST-1138766 and AST-1536171. The DES participants from Spanish institutions are partially supported by MICINN under grants ESP2017-89838, PGC2018-094773, PGC2018-102021, SEV-2016-0588, SEV-2016-0597, and MDM-2015-0509, some of which include ERDF funds from the European Union. IFAE is partially funded by the CERCA program of the Generalitat de Catalunya. Research leading to these results has received funding from the European Research Council under the European Union's Seventh Framework Program (FP7/20072013) including ERC grant agreements 240672, 291329, and 306478. We acknowledge support from the Brazilian Instituto Nacional de Ciencia e Tecnologia (INCT) do e-Universo (CNPq grant 465376/2014-2). This research used resources of the National Energy Research Scientific Computing Center (NERSC), a U.S. Department of Energy Office of Science User Facility located at Lawrence Berkeley National Laboratory, operated under contract No. DE-AC02-05CH11231 using NERSC award HEP-ERCAP0023923. This manuscript has been authored by Fermi Research Alliance, LLC, under contract No. DE-AC02-07CH11359 with the U.S. Department of Energy, Office of Science, Office of High Energy Physics.

Impact on the Sustainable Development Goals (SDGs)

Analysis of institutional authors

Rodriguez Monroy, MartinAuthorAvila, SAuthorGarcia-Bellido, JAuthor

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January 21, 2025
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Article

The Dark Energy Survey: Cosmology Results with ∼1500 New High-redshift Type Ia Supernovae Using the Full 5 yr Data Set

Publicated to:Astrophysical Journal Letters. 973 (1): L14- - 2024-09-20 973(1), DOI: 10.3847/2041-8213/ad6f9f

Authors: Abbott, T M C; Acevedo, M; Aguena, M; Alarcon, A; Allam, S; Alves, O; Amon, A; Andrade-Oliveira, F; Annis, J; Armstrong, P; Asorey, J; Avila, S; Bacon, D; Bassett, B A; Bechtol, K; Bernardinelli, P H; Bernstein, G M; Bertin, E; Blazek, J; Bocquet, S; Brooks, D; Brout, D; Buckley-Geer, E; Burke, D L; Camacho, H; Camilleri, R; Campos, A; Rosell, A Carnero; Carollo, D; Carr, A; Carretero, J; Castander, F J; Cawthon, R; Chang, C; Chen, R; Choi, A; Conselice, C; Costanzi, M; da Costa, L N; Crocce, M; Davis, T M; DePoy, D L; Desai, S; Diehl, H T; Dixon, M; Dodelson, S; Doel, P; Doux, C; Drlica-Wagner, A; Elvin-Poole, J; Everett, S; Ferrero, I; Ferte, A; Flaugher, B; Foley, R J; Fosalba, P; Friedel, D; Frieman, J; Frohmaier, C; Galbany, L; Garcia-Bellido, J; Gatti, M; Gaztanaga, E; Giannini, G; Glazebrook, K; Graur, O; Gruen, D; Gruendl, R A; Gutierrez, G; Hartley, W G; Herner, K; Hinton, S R; Hollowood, D L; Honscheid, K; Huterer, D; Jain, B; James, D J; Jeffrey, N; Kasai, E; Kelsey, L; Kent, S; Kessler, R; Kim, A G; Kirshner, R P; Kovacs, E; Kuehn, K; Lahav, O; Lee, J; Lee, S; Lewis, G F; Li, T S; Lidman, C; Lin, H; Malik, U; Marshall, J L; Martini, P; Mena-Fernandez, J; Menanteau, F; Miquel, R; Mohr, J J; Mould, J; Muir, J; Moller, A; Neilsen, E; Nichol, R C; Nugent, P; Ogando, R L C; Palmese, A; Pan, Y-C; Paterno, M; Percival, W J; Pereira, M E S; Pieres, A; Malagon, A A Plazas; Popovic, B; Porredon, A; Prat, J; Qu, H; Raveri, M; Rodriguez-Monroy, M; Romer, A K; Roodman, A; Rose, B; Sako, M; Sanchez, E; Sanchez Cid, D; Schubnell, M; Scolnic, D; Sevilla-Noarbe, I; Shah, P; Smith, J Allyn; Smith, M; Soares-Santos, M; Suchyta, E; Sullivan, M; Suntzeff, N; Swanson, M E C; Sanchez, B O; Tarle, G; Taylor, G; Thomas, D; To, C; Toy, M; Troxel, M A; Tucker, B E; Tucker, D L; Uddin, S A; Vincenzi, M; Walker, A R; Weaverdyck, N; Wechsler, R H; Weller, J; Wester, W; Wiseman, P; Yamamoto, M; Yuan, F; Zhang, B; Zhang, Y

Affiliations

Aix Marseille Univ, CPPM, CNRS IN2P3, Marseille, France - Author
Amer Publ Univ Syst, Ctr Space Studies, 111 West Congress St, Charles Town, WV 25414 USA - Author
Appl Mat Inc, 35 Dory Rd, Gloucester, MA 01930 USA - Author
Argonne Natl Lab, 9700 South Cass Ave, Lemont, IL 60439 USA - Author
ASTRAVEO LLC, POB 1668, Gloucester, MA 01931 USA - Author
Austin Peay State Univ, Dept Phys Engn & Astron, POB 4608, Clarksville, TN 37044 USA - Author
Australian Natl Univ, Coll Sci, Ctr Gravitat Astrophys, Canberra, ACT 2601, Australia - Author
Australian Natl Univ, Res Sch Astron & Astrophys, Canberra, ACT 2601, Australia - Author
Barcelona Inst Sci & Technol, Inst Fis Altes Energies IFAE, Campus UAB, Bellaterra 08193, Barcelona, Spain - Author
Baylor Univ, Dept Phys, One Bear Pl 97316, Waco, TX 76798 USA - Author
Boston Univ, Dept Astron & Dept Phys, Boston, MA 02140 USA - Author
CALTECH, 1200 East Calif Blvd, Pasadena, CA 91125 USA - Author
CALTECH, Jet Prop Lab, 4800 Oak Grove Dr, Pasadena, CA 91109 USA - Author
Carnegie Mellon Univ, Dept Phys, Pittsburgh, PA 15312 USA - Author
Carnegie Mellon Univ, NSF AI Planning Inst Phys Future, Pittsburgh, PA 15213 USA - Author
CSIC, Inst Space Sci ICE, Campus UAB,Carrer Can Magrans S-N, Barcelona 08193, Spain - Author
Ctr Invest Energet Medioambientales & Tecnol CIEM, Madrid, Spain - Author
Duke Univ, Dept Phys, Durham, NC 27708 USA - Author
Fermilab Natl Accelerator Lab, POB 500, Batavia, IL 60510 USA - Author
IIT Hyderabad, Dept Phys, Kandi 502285, Telangana, India - Author
INAF Osservatorio Astron Trieste, Via GB Tiepolo 11, I-34143 Trieste, Italy - Author
Inst Astrofis Canarias, E-38205 Tenerife, Spain - Author
Inst Astrophys Paris, CNRS, UMR 7095, F-75014 Paris, France - Author
Inst Catalana Recerca & Estudis Avancats, E-08010 Barcelona, Spain - Author
Inst Estudis Espacials Catalunya IEEC, Barcelona 08034, Spain - Author
Inst Fundamental Phys Universe, Via Beirut 2, I-34014 Trieste, Italy - Author
Ist Nazl Fis Nucl, Via Dodecaneso 33, I-16146 Genoa, Italy - Author
Lab Interinst E Astron LIneA, Rua Gal Jose Cristino 77, BR-20921400 Rio De Janeiro, RJ, Brazil - Author
Lawrence Berkeley Natl Lab, 1 Cyclotron Rd, Berkeley, CA 94720 USA - Author
Lowell Observ, 1400 Mars Hill Rd, Flagstaff, AZ 86001 USA - Author
LPSC Grenoble, 53 Ave Martyrs, F-38026 Grenoble, France - Author
Ludwig Maximilians Univ Munchen, Fac Phys, Univ Observ, Scheinerstr 1, D-81679 Munich, Germany - Author
Ludwig Maximilians Univ Munchen, Fak Phys, Univ Sternwarte, Scheinerstr 1, D-81679 Munich, Germany - Author
Macquarie Univ, Australian Astron Opt, N Ryde, NSW 2113, Australia - Author
Max Planck Inst Extraterr Phys, Giessenbachstr, D-85748 Garching, Germany - Author
NASA, Goddard Space Flight Ctr, 8800 Greenbelt Rd, Greenbelt, MD 20771 USA - Author
Natl Cent Univ, Grad Inst Astron, 300 Jhongda Rd, Jhongli 32001, Taiwan - Author
Natl Ctr Supercomp Applicat, Ctr Astrophys Surveys, 1205 West Clark St, Urbana, IL 61801 USA - Author
Northeastern Univ, Dept Phys, Boston, MA 02115 USA - Author
NSFs Natl Opt Infrared Astron Res Lab, Cerro Tololo Interamer Observ, Casilla 603, La Serena, Chile - Author
Oak Ridge Natl Lab, Comp Sci & Math Div, Oak Ridge, TN 37831 USA - Author
Observ Nacl, Rua Gal Jose Cristino 77, BR-20921400 Rio De Janeiro, RJ, Brazil - Author
Ohio State Univ, Ctr Cosmol & Astroparticle Phys, Columbus, OH 43210 USA - Author
Ohio State Univ, Dept Astron, Columbus, OH 43210 USA - Author
Ohio State Univ, Dept Phys, Columbus, OH 43210 USA - Author
Perimeter Inst Theoret Phys, 31 Caroline St North, Waterloo, ON N2L 2Y5, Canada - Author
Princeton Univ, Dept Astrophys Sci, Princeton, NJ 08544 USA - Author
Ruhr Univ Bochum, Fac Phys & Astron, Astron Inst, D-44780 Bochum, Germany - Author
Santa Cruz Inst Particle Phys, Santa Cruz, CA 95064 USA - Author
SLAC Natl Accelerator Lab, Menlo Pk, CA 94025 USA - Author
Sorbonne Univ, UPMC Univ Paris 06, Inst Astrophys Paris, UMR 7095, F-75014 Paris, France - Author
South African Astron Observ, POB 9, ZA-7935 Observatory, South Africa - Author
Stanford Univ, Dept Phys, 382 Via Pueblo Mall, Stanford, CA 94305 USA - Author
Stanford Univ, Kavli Inst Particle Astrophys & Cosmol, POB 2450, Stanford, CA 94305 USA - Author
Swinburne Univ Technol, Ctr Astrophys & Supercomp, Hawthorn, Vic 3122, Australia - Author
Texas A&M Univ, Dept Phys & Astron, College Stn, TX 77843 USA - Author
Texas A&M Univ, George P & Cynthia Woods Mitchell Inst Fundamenta, College Stn, TX 77843 USA - Author
TMT Int Observ, 100 West Walnut St, Pasadena, CA 91124 USA - Author
UCL, Dept Phys & Astron, Gower St, London WC1E 6BT, England - Author
Univ Autonoma Madrid, Inst Fis Teor UAM CSIC, Madrid 28049, Spain - Author
Univ Calif Santa Cruz, Dept Astron & Astrophys, Santa Cruz, CA 95064 USA - Author
Univ Cape Town, Math Dept, Cape Town, South Africa - Author
Univ Chicago, Dept Astron & Astrophys, Chicago, IL 60637 USA - Author
Univ Chicago, Kavli Inst Cosmol Phys, Chicago, IL 60637 USA - Author
Univ Complutense Madrid, Dept Fis Teor, Madrid 28040, Spain - Author
Univ Complutense Madrid, IPARCOS, Madrid 28040, Spain - Author
Univ Estadual Paulista, Inst Fis Teor, Sao Paulo, Brazil - Author
Univ Geneva, Dept Astron, Ch Ec 16, CH-1290 Versoix, Switzerland - Author
Univ Genoa, Dept Phys, Via Dodecaneso 33, I-16146 Genoa, Italy - Author
Univ Grenoble Alpes, CNRS, LPSC IN2P3, F-38000 Grenoble, France - Author
Univ Hamburg, Hamburger Sternwarte, Gojenbergsweg 112, D-21029 Hamburg, Germany - Author
Univ Illinois, Dept Astron, 1002 West Green St, Urbana, IL 61801 USA - Author
Univ La Laguna, Dept Astrofis, E-38206 Tenerife, Spain - Author
Univ Lancaster, Phys Dept, Lancaster LA1 4YB, England - Author
Univ Manchester, Jodrell Bank Ctr Astrophys, Sch Phys & Astron, Oxford Rd, Manchester M13 9PL, Lancs, England - Author
Univ Michigan, Dept Phys, Ann Arbor, MI 48109 USA - Author
Univ Namibia, Dept Phys, 340 Mandume Ndemufayo Ave,Pionierspk, Windhoek, Namibia - Author
Univ Nottingham, Sch Phys & Astron, Nottingham NG7 2RD, England - Author
Univ Oslo, Inst Theoret Astrophys, POB 1029 Blindern, NO-0315 Oslo, Norway - Author
Univ Paris Saclay, Lab Phys Infinis Irene Joliot Curie 2, CNRS, Bat 100, F-91405 Orsay, France - Author
Univ Penn, Dept Phys & Astron, Philadelphia, PA 19104 USA - Author
Univ Portsmouth, Inst Cosmol & Gravitat, Portsmouth PO1 3FX, Hants, England - Author
Univ Queensland, Sch Math & Phys, Brisbane, Qld 4072, Australia - Author
Univ Southampton, Sch Phys & Astron, Southampton SO17 1BJ, Hants, England - Author
Univ Surrey, Sch Math & Phys, Brighton GU2 7XH, E Sussex, England - Author
Univ Sussex, Dept Phys & Astron, Pevensey Bldg, Brighton BN1 9QH, E Sussex, England - Author
Univ Sydney, Sch Phys, Sydney Inst Astron, A28, Sydney, NSW 2006, Australia - Author
Univ Toronto, Dept Astron & Astrophys, 50 St George St, Toronto, ON M5S 3H4, Canada - Author
Univ Trieste, Dept Phys, Astron Unit, Via Tiepolo 11, I-34131 Trieste, Italy - Author
Univ Washington, Astron Dept, Box 351580, Seattle, WA 98195 USA - Author
Univ Waterloo, Dept Phys & Astron, 200 Ave West, University, ON N2L 3G1, Canada - Author
Univ Wisconsin Madison, Phys Dept, 2320 Chamberlin Hall,1150 Univ Ave, Madison, WI 53706 USA - Author
Univ Zurich, Phys Inst, Winterthurerstr 190 Bldg 36, CH-8057 Zurich, Switzerland - Author
William Jewell Coll, Phys Dept, Liberty, MO 64068 USA - Author
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Abstract

We present cosmological constraints from the sample of Type Ia supernovae (SNe Ia) discovered and measured during the full 5 yr of the Dark Energy Survey (DES) SN program. In contrast to most previous cosmological samples, in which SNe are classified based on their spectra, we classify the DES SNe using a machine learning algorithm applied to their light curves in four photometric bands. Spectroscopic redshifts are acquired from a dedicated follow-up survey of the host galaxies. After accounting for the likelihood of each SN being an SN Ia, we find 1635 DES SNe in the redshift range 0.10 < z < 1.13 that pass quality selection criteria sufficient to constrain cosmological parameters. This quintuples the number of high-quality z > 0.5 SNe compared to the previous leading compilation of Pantheon+ and results in the tightest cosmological constraints achieved by any SN data set to date. To derive cosmological constraints, we combine the DES SN data with a high-quality external low-redshift sample consisting of 194 SNe Ia spanning 0.025 < z < 0.10. Using SN data alone and including systematic uncertainties, we find Omega(M) = 0.352 +/- 0.017 in flat Lambda CDM. SN data alone now require acceleration (q(0) < 0 in Lambda CDM) with over 5 sigma confidence. We find (Omega M,w)=(0.264(-0.096)(+0.074), -0.80(-0.16)(+0.14)) in flat wCDM. For flat w(0)w(a)CDM, we find (W) = (Omega(M), w(0), w(a)) = (0.495(-0043)(+0.033), -0.36(-0.30)(+0.36), -8.8(-4.5)(+3.7)), consistent with a constant equation of state to within similar to 2 sigma. Including Planck cosmic microwave background, Sloan Digital Sky Survey baryon acoustic oscillation, and DES 3 x 2pt data gives (Omega(M), w) = (0.321 +/- 0.007, -0.941 +/- 0.026). In all cases, dark energy is consistent with a cosmological constant to within similar to 2 sigma. Systematic errors on cosmological parameters are subdominant compared to statistical errors; these results thus pave the way for future photometrically classified SN analyses.

Keywords

Accelerating universeAffordable and clean energyData releasGalaxy sampleGlobular-clustersHubble-space-telescopeIntrinsic scatterLight curvesPantheon plus analysisSpectroscopic survey measurementSystematic uncertainties

Quality index

Bibliometric impact. Analysis of the contribution and dissemination channel

The work has been published in the journal Astrophysical Journal Letters due to its progression and the good impact it has achieved in recent years, according to the agency WoS (JCR), it has become a reference in its field. In the year of publication of the work, 2024 there are still no calculated indicators, but in 2023, it was in position 9/84, thus managing to position itself as a Q1 (Primer Cuartil), in the category Astronomy & Astrophysics. Notably, the journal is positioned above the 90th percentile.

Independientemente del impacto esperado determinado por el canal de difusión, es importante destacar el impacto real observado de la propia aportación.

Según las diferentes agencias de indexación, el número de citas acumuladas por esta publicación hasta la fecha 2025-08-11:

  • Open Alex: 19
  • WoS: 3
  • Scopus: 65

Impact and social visibility

From the perspective of influence or social adoption, and based on metrics associated with mentions and interactions provided by agencies specializing in calculating the so-called "Alternative or Social Metrics," we can highlight as of 2025-08-11:

  • The use, from an academic perspective evidenced by the Altmetric agency indicator referring to aggregations made by the personal bibliographic manager Mendeley, gives us a total of: 47.
  • The use of this contribution in bookmarks, code forks, additions to favorite lists for recurrent reading, as well as general views, indicates that someone is using the publication as a basis for their current work. This may be a notable indicator of future more formal and academic citations. This claim is supported by the result of the "Capture" indicator, which yields a total of: 41 (PlumX).

With a more dissemination-oriented intent and targeting more general audiences, we can observe other more global scores such as:

  • The Total Score from Altmetric: 96.25.
  • The number of mentions on the social network X (formerly Twitter): 1 (Altmetric).
  • The number of mentions in news outlets: 12 (Altmetric).

It is essential to present evidence supporting full alignment with institutional principles and guidelines on Open Science and the Conservation and Dissemination of Intellectual Heritage. A clear example of this is:

  • The work has been submitted to a journal whose editorial policy allows open Open Access publication.
  • Assignment of a Handle/URN as an identifier within the deposit in the Institutional Repository: https://repositorio.uam.es/handle/10486/718257
Continuing with the social impact of the work, it is important to emphasize that, due to its content, it can be assigned to the area of interest of ODS 7 - Ensure access to affordable, reliable, sustainable and modern energy for all, with a probability of 73% according to the mBERT algorithm developed by Aurora University.

Leadership analysis of institutional authors

This work has been carried out with international collaboration, specifically with researchers from: Australia; Brazil; Canada; Chile; France; Germany; India; Italy; Namibia; Norway; South African Republic; Switzerland; Taiwan; United Kingdom; United States of America.