cometadata/datacite-titles-descriptions-related-identifiers huggingface dataset:
DOI: 10.5281/zenodo.5731011
title: Rangeland Analysis Platform - vegetation cover v2 1987

description: Rangeland Analysis Platform vegetation cover v2 1987 These data represent rangeland cover estimates determined by Allred et al. (2021)<br> and as accessible on the Rangeland Analysis Platform (https://rangelands.app).<br> Values are estimates of aerial cover for the following rangeland functional groups: Band 1 - annual forb and grass<br> Band 2 - bare ground<br> Band 3 - litter<br> Band 4 - perennial forb and grass<br> Band 5 - shrub<br> Band 6 - tree<br> No Data value = 255 Although these data were produced across a broad region, they are primarily<br> intended for rangeland ecosystems. Cover estimates may not be suitable in other<br> ecosystems, e.g., forests, agricultural lands. Uncertainty values are not included. Data are in WGS84 Geographic Coordinate System (EPSG:4326); spatial resolution<br> is approximately 30m. Please attribute these data to:<br> Allred, B.W., B.T. Bestelmeyer, C.S. Boyd, C. Brown, K.W. Davies, M.C. Duniway, L.M. Ellsworth, T.A. Erickson, S.D. Fuhlendorf, T.V. Griffiths, V. Jansen, M.O. Jones, J. Karl, A. Knight, J.D. Maestas, J.J. Maynard, S.E. McCord, D.E. Naugle, H.D. Starns, D. Twidwell, and D.R. Uden. 2021. Improving Landsat predictions of rangeland fractional cover with multitask learning and uncertainty. Methods in ecology and evolution. http://dx.doi.org/10.1111/2041-210x.13564
DOI: 10.5281/zenodo.5731010
title: Rangeland Analysis Platform - vegetation cover v2 1987

description: Rangeland Analysis Platform vegetation cover v2 1987 These data represent rangeland cover estimates determined by Allred et al. (2021)<br> and as accessible on the Rangeland Analysis Platform (https://rangelands.app).<br> Values are estimates of aerial cover for the following rangeland functional groups: Band 1 - annual forb and grass<br> Band 2 - bare ground<br> Band 3 - litter<br> Band 4 - perennial forb and grass<br> Band 5 - shrub<br> Band 6 - tree<br> No Data value = 255 Although these data were produced across a broad region, they are primarily<br> intended for rangeland ecosystems. Cover estimates may not be suitable in other<br> ecosystems, e.g., forests, agricultural lands. Uncertainty values are not included. Data are in WGS84 Geographic Coordinate System (EPSG:4326); spatial resolution<br> is approximately 30m. Please attribute these data to:<br> Allred, B.W., B.T. Bestelmeyer, C.S. Boyd, C. Brown, K.W. Davies, M.C. Duniway, L.M. Ellsworth, T.A. Erickson, S.D. Fuhlendorf, T.V. Griffiths, V. Jansen, M.O. Jones, J. Karl, A. Knight, J.D. Maestas, J.J. Maynard, S.E. McCord, D.E. Naugle, H.D. Starns, D. Twidwell, and D.R. Uden. 2021. Improving Landsat predictions of rangeland fractional cover with multitask learning and uncertainty. Methods in ecology and evolution. http://dx.doi.org/10.1111/2041-210x.13564
DOI: 10.5281/zenodo.5731525
title: Rangeland Analysis Platform - vegetation cover v2 1988

description: Rangeland Analysis Platform vegetation cover v2 1988 These data represent rangeland cover estimates determined by Allred et al. (2021)<br> and as accessible on the Rangeland Analysis Platform (https://rangelands.app).<br> Values are estimates of aerial cover for the following rangeland functional groups: Band 1 - annual forb and grass<br> Band 2 - bare ground<br> Band 3 - litter<br> Band 4 - perennial forb and grass<br> Band 5 - shrub<br> Band 6 - tree<br> No Data value = 255 Although these data were produced across a broad region, they are primarily<br> intended for rangeland ecosystems. Cover estimates may not be suitable in other<br> ecosystems, e.g., forests, agricultural lands. Uncertainty values are not included. Data are in WGS84 Geographic Coordinate System (EPSG:4326); spatial resolution<br> is approximately 30m. Please attribute these data to:<br> Allred, B.W., B.T. Bestelmeyer, C.S. Boyd, C. Brown, K.W. Davies, M.C. Duniway, L.M. Ellsworth, T.A. Erickson, S.D. Fuhlendorf, T.V. Griffiths, V. Jansen, M.O. Jones, J. Karl, A. Knight, J.D. Maestas, J.J. Maynard, S.E. McCord, D.E. Naugle, H.D. Starns, D. Twidwell, and D.R. Uden. 2021. Improving Landsat predictions of rangeland fractional cover with multitask learning and uncertainty. Methods in ecology and evolution. http://dx.doi.org/10.1111/2041-210x.13564
DOI: 10.5281/zenodo.5731524
title: Rangeland Analysis Platform - vegetation cover v2 1988

description: Rangeland Analysis Platform vegetation cover v2 1988 These data represent rangeland cover estimates determined by Allred et al. (2021)<br> and as accessible on the Rangeland Analysis Platform (https://rangelands.app).<br> Values are estimates of aerial cover for the following rangeland functional groups: Band 1 - annual forb and grass<br> Band 2 - bare ground<br> Band 3 - litter<br> Band 4 - perennial forb and grass<br> Band 5 - shrub<br> Band 6 - tree<br> No Data value = 255 Although these data were produced across a broad region, they are primarily<br> intended for rangeland ecosystems. Cover estimates may not be suitable in other<br> ecosystems, e.g., forests, agricultural lands. Uncertainty values are not included. Data are in WGS84 Geographic Coordinate System (EPSG:4326); spatial resolution<br> is approximately 30m. Please attribute these data to:<br> Allred, B.W., B.T. Bestelmeyer, C.S. Boyd, C. Brown, K.W. Davies, M.C. Duniway, L.M. Ellsworth, T.A. Erickson, S.D. Fuhlendorf, T.V. Griffiths, V. Jansen, M.O. Jones, J. Karl, A. Knight, J.D. Maestas, J.J. Maynard, S.E. McCord, D.E. Naugle, H.D. Starns, D. Twidwell, and D.R. Uden. 2021. Improving Landsat predictions of rangeland fractional cover with multitask learning and uncertainty. Methods in ecology and evolution. http://dx.doi.org/10.1111/2041-210x.13564
DOI: 10.5281/zenodo.5765676
title: Expressive Solo Violin

description: This dataset consists of nine short (approximately one minute each) musical excerpts of solo violin recorded in the same day and setting by a professional violinist. The pieces were chosen from the violinist's repertoire with the intention of providing a wide range of moods and melodies of western classical violin, and were played unaccompanied and without metronome. Each excerpt was performed three times with different directions: once as inexpressively as possible, once as the musician believes they would normally play, and a third time exaggerating all expressive actions. The audio was captured with multiple condenser microphones, one placed at close distance from the violin body, another placed higher, above the musician's head, and a stereo pair about 1m away from the player in an X/Y configuration.
DOI: 10.5281/zenodo.5765675
title: Expressive Solo Violin

description: This dataset consists of nine short (approximately one minute each) musical excerpts of solo violin recorded in the same day and setting by a professional violinist. The pieces were chosen from the violinist's repertoire with the intention of providing a wide range of moods and melodies of western classical violin, and were played unaccompanied and without metronome. Each excerpt was performed three times with different directions: once as inexpressively as possible, once as the musician believes they would normally play, and a third time exaggerating all expressive actions. The audio was captured with multiple condenser microphones, one placed at close distance from the violin body, another placed higher, above the musician's head, and a stereo pair about 1m away from the player in an X/Y configuration.
DOI: 10.5281/zenodo.5730999
title: Rangeland Analysis Platform - vegetation cover v2 1989

description: Rangeland Analysis Platform vegetation cover v2 1989 These data represent rangeland cover estimates determined by Allred et al. (2021)<br> and as accessible on the Rangeland Analysis Platform (https://rangelands.app).<br> Values are estimates of aerial cover for the following rangeland functional groups: Band 1 - annual forb and grass<br> Band 2 - bare ground<br> Band 3 - litter<br> Band 4 - perennial forb and grass<br> Band 5 - shrub<br> Band 6 - tree<br> No Data value = 255 Although these data were produced across a broad region, they are primarily<br> intended for rangeland ecosystems. Cover estimates may not be suitable in other<br> ecosystems, e.g., forests, agricultural lands. Uncertainty values are not included. Data are in WGS84 Geographic Coordinate System (EPSG:4326); spatial resolution<br> is approximately 30m. Please attribute these data to:<br> Allred, B.W., B.T. Bestelmeyer, C.S. Boyd, C. Brown, K.W. Davies, M.C. Duniway, L.M. Ellsworth, T.A. Erickson, S.D. Fuhlendorf, T.V. Griffiths, V. Jansen, M.O. Jones, J. Karl, A. Knight, J.D. Maestas, J.J. Maynard, S.E. McCord, D.E. Naugle, H.D. Starns, D. Twidwell, and D.R. Uden. 2021. Improving Landsat predictions of rangeland fractional cover with multitask learning and uncertainty. Methods in ecology and evolution. http://dx.doi.org/10.1111/2041-210x.13564
DOI: 10.5281/zenodo.5730998
title: Rangeland Analysis Platform - vegetation cover v2 1989

description: Rangeland Analysis Platform vegetation cover v2 1989 These data represent rangeland cover estimates determined by Allred et al. (2021)<br> and as accessible on the Rangeland Analysis Platform (https://rangelands.app).<br> Values are estimates of aerial cover for the following rangeland functional groups: Band 1 - annual forb and grass<br> Band 2 - bare ground<br> Band 3 - litter<br> Band 4 - perennial forb and grass<br> Band 5 - shrub<br> Band 6 - tree<br> No Data value = 255 Although these data were produced across a broad region, they are primarily<br> intended for rangeland ecosystems. Cover estimates may not be suitable in other<br> ecosystems, e.g., forests, agricultural lands. Uncertainty values are not included. Data are in WGS84 Geographic Coordinate System (EPSG:4326); spatial resolution<br> is approximately 30m. Please attribute these data to:<br> Allred, B.W., B.T. Bestelmeyer, C.S. Boyd, C. Brown, K.W. Davies, M.C. Duniway, L.M. Ellsworth, T.A. Erickson, S.D. Fuhlendorf, T.V. Griffiths, V. Jansen, M.O. Jones, J. Karl, A. Knight, J.D. Maestas, J.J. Maynard, S.E. McCord, D.E. Naugle, H.D. Starns, D. Twidwell, and D.R. Uden. 2021. Improving Landsat predictions of rangeland fractional cover with multitask learning and uncertainty. Methods in ecology and evolution. http://dx.doi.org/10.1111/2041-210x.13564
DOI: 10.5281/zenodo.5765502
title: The protein organization of a red blood cell

description: Elution profiles, feature matrix, train and test ppis, and metadata for the paper "The protein organization of a red blood cell". Sae-Lee et al.,
DOI: 10.5281/zenodo.5730993
title: Rangeland Analysis Platform - vegetation cover v2 1990

description: Rangeland Analysis Platform vegetation cover v2 1990 These data represent rangeland cover estimates determined by Allred et al. (2021)<br> and as accessible on the Rangeland Analysis Platform (https://rangelands.app).<br> Values are estimates of aerial cover for the following rangeland functional groups: Band 1 - annual forb and grass<br> Band 2 - bare ground<br> Band 3 - litter<br> Band 4 - perennial forb and grass<br> Band 5 - shrub<br> Band 6 - tree<br> No Data value = 255 Although these data were produced across a broad region, they are primarily<br> intended for rangeland ecosystems. Cover estimates may not be suitable in other<br> ecosystems, e.g., forests, agricultural lands. Uncertainty values are not included. Data are in WGS84 Geographic Coordinate System (EPSG:4326); spatial resolution<br> is approximately 30m. Please attribute these data to:<br> Allred, B.W., B.T. Bestelmeyer, C.S. Boyd, C. Brown, K.W. Davies, M.C. Duniway, L.M. Ellsworth, T.A. Erickson, S.D. Fuhlendorf, T.V. Griffiths, V. Jansen, M.O. Jones, J. Karl, A. Knight, J.D. Maestas, J.J. Maynard, S.E. McCord, D.E. Naugle, H.D. Starns, D. Twidwell, and D.R. Uden. 2021. Improving Landsat predictions of rangeland fractional cover with multitask learning and uncertainty. Methods in ecology and evolution. http://dx.doi.org/10.1111/2041-210x.13564
DOI: 10.5281/zenodo.5730992
title: Rangeland Analysis Platform - vegetation cover v2 1990

description: Rangeland Analysis Platform vegetation cover v2 1990 These data represent rangeland cover estimates determined by Allred et al. (2021)<br> and as accessible on the Rangeland Analysis Platform (https://rangelands.app).<br> Values are estimates of aerial cover for the following rangeland functional groups: Band 1 - annual forb and grass<br> Band 2 - bare ground<br> Band 3 - litter<br> Band 4 - perennial forb and grass<br> Band 5 - shrub<br> Band 6 - tree<br> No Data value = 255 Although these data were produced across a broad region, they are primarily<br> intended for rangeland ecosystems. Cover estimates may not be suitable in other<br> ecosystems, e.g., forests, agricultural lands. Uncertainty values are not included. Data are in WGS84 Geographic Coordinate System (EPSG:4326); spatial resolution<br> is approximately 30m. Please attribute these data to:<br> Allred, B.W., B.T. Bestelmeyer, C.S. Boyd, C. Brown, K.W. Davies, M.C. Duniway, L.M. Ellsworth, T.A. Erickson, S.D. Fuhlendorf, T.V. Griffiths, V. Jansen, M.O. Jones, J. Karl, A. Knight, J.D. Maestas, J.J. Maynard, S.E. McCord, D.E. Naugle, H.D. Starns, D. Twidwell, and D.R. Uden. 2021. Improving Landsat predictions of rangeland fractional cover with multitask learning and uncertainty. Methods in ecology and evolution. http://dx.doi.org/10.1111/2041-210x.13564
DOI: 10.5281/zenodo.5730981
title: Rangeland Analysis Platform - vegetation cover v2 1991

description: Rangeland Analysis Platform vegetation cover v2 1991 These data represent rangeland cover estimates determined by Allred et al. (2021)<br> and as accessible on the Rangeland Analysis Platform (https://rangelands.app).<br> Values are estimates of aerial cover for the following rangeland functional groups: Band 1 - annual forb and grass<br> Band 2 - bare ground<br> Band 3 - litter<br> Band 4 - perennial forb and grass<br> Band 5 - shrub<br> Band 6 - tree<br> No Data value = 255 Although these data were produced across a broad region, they are primarily<br> intended for rangeland ecosystems. Cover estimates may not be suitable in other<br> ecosystems, e.g., forests, agricultural lands. Uncertainty values are not included. Data are in WGS84 Geographic Coordinate System (EPSG:4326); spatial resolution<br> is approximately 30m. Please attribute these data to:<br> Allred, B.W., B.T. Bestelmeyer, C.S. Boyd, C. Brown, K.W. Davies, M.C. Duniway, L.M. Ellsworth, T.A. Erickson, S.D. Fuhlendorf, T.V. Griffiths, V. Jansen, M.O. Jones, J. Karl, A. Knight, J.D. Maestas, J.J. Maynard, S.E. McCord, D.E. Naugle, H.D. Starns, D. Twidwell, and D.R. Uden. 2021. Improving Landsat predictions of rangeland fractional cover with multitask learning and uncertainty. Methods in ecology and evolution. http://dx.doi.org/10.1111/2041-210x.13564
DOI: 10.5281/zenodo.5730980
title: Rangeland Analysis Platform - vegetation cover v2 1991

description: Rangeland Analysis Platform vegetation cover v2 1991 These data represent rangeland cover estimates determined by Allred et al. (2021)<br> and as accessible on the Rangeland Analysis Platform (https://rangelands.app).<br> Values are estimates of aerial cover for the following rangeland functional groups: Band 1 - annual forb and grass<br> Band 2 - bare ground<br> Band 3 - litter<br> Band 4 - perennial forb and grass<br> Band 5 - shrub<br> Band 6 - tree<br> No Data value = 255 Although these data were produced across a broad region, they are primarily<br> intended for rangeland ecosystems. Cover estimates may not be suitable in other<br> ecosystems, e.g., forests, agricultural lands. Uncertainty values are not included. Data are in WGS84 Geographic Coordinate System (EPSG:4326); spatial resolution<br> is approximately 30m. Please attribute these data to:<br> Allred, B.W., B.T. Bestelmeyer, C.S. Boyd, C. Brown, K.W. Davies, M.C. Duniway, L.M. Ellsworth, T.A. Erickson, S.D. Fuhlendorf, T.V. Griffiths, V. Jansen, M.O. Jones, J. Karl, A. Knight, J.D. Maestas, J.J. Maynard, S.E. McCord, D.E. Naugle, H.D. Starns, D. Twidwell, and D.R. Uden. 2021. Improving Landsat predictions of rangeland fractional cover with multitask learning and uncertainty. Methods in ecology and evolution. http://dx.doi.org/10.1111/2041-210x.13564
DOI: 10.5281/zenodo.5730956
title: Rangeland Analysis Platform - vegetation cover v2 1992

description: Rangeland Analysis Platform vegetation cover v2 1992 These data represent rangeland cover estimates determined by Allred et al. (2021)<br> and as accessible on the Rangeland Analysis Platform (https://rangelands.app).<br> Values are estimates of aerial cover for the following rangeland functional groups: Band 1 - annual forb and grass<br> Band 2 - bare ground<br> Band 3 - litter<br> Band 4 - perennial forb and grass<br> Band 5 - shrub<br> Band 6 - tree<br> No Data value = 255 Although these data were produced across a broad region, they are primarily<br> intended for rangeland ecosystems. Cover estimates may not be suitable in other<br> ecosystems, e.g., forests, agricultural lands. Uncertainty values are not included. Data are in WGS84 Geographic Coordinate System (EPSG:4326); spatial resolution<br> is approximately 30m. Please attribute these data to:<br> Allred, B.W., B.T. Bestelmeyer, C.S. Boyd, C. Brown, K.W. Davies, M.C. Duniway, L.M. Ellsworth, T.A. Erickson, S.D. Fuhlendorf, T.V. Griffiths, V. Jansen, M.O. Jones, J. Karl, A. Knight, J.D. Maestas, J.J. Maynard, S.E. McCord, D.E. Naugle, H.D. Starns, D. Twidwell, and D.R. Uden. 2021. Improving Landsat predictions of rangeland fractional cover with multitask learning and uncertainty. Methods in ecology and evolution. http://dx.doi.org/10.1111/2041-210x.13564
DOI: 10.5281/zenodo.5730955
title: Rangeland Analysis Platform - vegetation cover v2 1992

description: Rangeland Analysis Platform vegetation cover v2 1992 These data represent rangeland cover estimates determined by Allred et al. (2021)<br> and as accessible on the Rangeland Analysis Platform (https://rangelands.app).<br> Values are estimates of aerial cover for the following rangeland functional groups: Band 1 - annual forb and grass<br> Band 2 - bare ground<br> Band 3 - litter<br> Band 4 - perennial forb and grass<br> Band 5 - shrub<br> Band 6 - tree<br> No Data value = 255 Although these data were produced across a broad region, they are primarily<br> intended for rangeland ecosystems. Cover estimates may not be suitable in other<br> ecosystems, e.g., forests, agricultural lands. Uncertainty values are not included. Data are in WGS84 Geographic Coordinate System (EPSG:4326); spatial resolution<br> is approximately 30m. Please attribute these data to:<br> Allred, B.W., B.T. Bestelmeyer, C.S. Boyd, C. Brown, K.W. Davies, M.C. Duniway, L.M. Ellsworth, T.A. Erickson, S.D. Fuhlendorf, T.V. Griffiths, V. Jansen, M.O. Jones, J. Karl, A. Knight, J.D. Maestas, J.J. Maynard, S.E. McCord, D.E. Naugle, H.D. Starns, D. Twidwell, and D.R. Uden. 2021. Improving Landsat predictions of rangeland fractional cover with multitask learning and uncertainty. Methods in ecology and evolution. http://dx.doi.org/10.1111/2041-210x.13564
DOI: 10.5281/zenodo.5730935
title: Rangeland Analysis Platform - vegetation cover v2 1993

description: Rangeland Analysis Platform vegetation cover v2 1993 These data represent rangeland cover estimates determined by Allred et al. (2021)<br> and as accessible on the Rangeland Analysis Platform (https://rangelands.app).<br> Values are estimates of aerial cover for the following rangeland functional groups: Band 1 - annual forb and grass<br> Band 2 - bare ground<br> Band 3 - litter<br> Band 4 - perennial forb and grass<br> Band 5 - shrub<br> Band 6 - tree<br> No Data value = 255 Although these data were produced across a broad region, they are primarily<br> intended for rangeland ecosystems. Cover estimates may not be suitable in other<br> ecosystems, e.g., forests, agricultural lands. Uncertainty values are not included. Data are in WGS84 Geographic Coordinate System (EPSG:4326); spatial resolution<br> is approximately 30m. Please attribute these data to:<br> Allred, B.W., B.T. Bestelmeyer, C.S. Boyd, C. Brown, K.W. Davies, M.C. Duniway, L.M. Ellsworth, T.A. Erickson, S.D. Fuhlendorf, T.V. Griffiths, V. Jansen, M.O. Jones, J. Karl, A. Knight, J.D. Maestas, J.J. Maynard, S.E. McCord, D.E. Naugle, H.D. Starns, D. Twidwell, and D.R. Uden. 2021. Improving Landsat predictions of rangeland fractional cover with multitask learning and uncertainty. Methods in ecology and evolution. http://dx.doi.org/10.1111/2041-210x.13564
DOI: 10.5281/zenodo.5730934
title: Rangeland Analysis Platform - vegetation cover v2 1993

description: Rangeland Analysis Platform vegetation cover v2 1993 These data represent rangeland cover estimates determined by Allred et al. (2021)<br> and as accessible on the Rangeland Analysis Platform (https://rangelands.app).<br> Values are estimates of aerial cover for the following rangeland functional groups: Band 1 - annual forb and grass<br> Band 2 - bare ground<br> Band 3 - litter<br> Band 4 - perennial forb and grass<br> Band 5 - shrub<br> Band 6 - tree<br> No Data value = 255 Although these data were produced across a broad region, they are primarily<br> intended for rangeland ecosystems. Cover estimates may not be suitable in other<br> ecosystems, e.g., forests, agricultural lands. Uncertainty values are not included. Data are in WGS84 Geographic Coordinate System (EPSG:4326); spatial resolution<br> is approximately 30m. Please attribute these data to:<br> Allred, B.W., B.T. Bestelmeyer, C.S. Boyd, C. Brown, K.W. Davies, M.C. Duniway, L.M. Ellsworth, T.A. Erickson, S.D. Fuhlendorf, T.V. Griffiths, V. Jansen, M.O. Jones, J. Karl, A. Knight, J.D. Maestas, J.J. Maynard, S.E. McCord, D.E. Naugle, H.D. Starns, D. Twidwell, and D.R. Uden. 2021. Improving Landsat predictions of rangeland fractional cover with multitask learning and uncertainty. Methods in ecology and evolution. http://dx.doi.org/10.1111/2041-210x.13564
DOI: 10.5281/zenodo.5730925
title: Rangeland Analysis Platform - vegetation cover v2 1994

description: Rangeland Analysis Platform vegetation cover v2 1994 These data represent rangeland cover estimates determined by Allred et al. (2021)<br> and as accessible on the Rangeland Analysis Platform (https://rangelands.app).<br> Values are estimates of aerial cover for the following rangeland functional groups: Band 1 - annual forb and grass<br> Band 2 - bare ground<br> Band 3 - litter<br> Band 4 - perennial forb and grass<br> Band 5 - shrub<br> Band 6 - tree<br> No Data value = 255 Although these data were produced across a broad region, they are primarily<br> intended for rangeland ecosystems. Cover estimates may not be suitable in other<br> ecosystems, e.g., forests, agricultural lands. Uncertainty values are not included. Data are in WGS84 Geographic Coordinate System (EPSG:4326); spatial resolution<br> is approximately 30m. Please attribute these data to:<br> Allred, B.W., B.T. Bestelmeyer, C.S. Boyd, C. Brown, K.W. Davies, M.C. Duniway, L.M. Ellsworth, T.A. Erickson, S.D. Fuhlendorf, T.V. Griffiths, V. Jansen, M.O. Jones, J. Karl, A. Knight, J.D. Maestas, J.J. Maynard, S.E. McCord, D.E. Naugle, H.D. Starns, D. Twidwell, and D.R. Uden. 2021. Improving Landsat predictions of rangeland fractional cover with multitask learning and uncertainty. Methods in ecology and evolution. http://dx.doi.org/10.1111/2041-210x.13564