cometadata/datacite-titles-descriptions-related-identifiers huggingface dataset:
DOI: 10.5281/zenodo.6226319
title: Inactive-enriched machine-learning models exploiting patent data improve structure-based virtual screening for PDL1 dimerizers

description: The 12 VS scenarios considered in this study employing six training-test data partitions<strong> </strong>(A-F). All training sets employ the same set of 371 actives (WO2015160641A2), but differ on the considered set of inactives and hence are uniquely identified by the latter (either TrueInactives, DeepCoys, RandomDecoys or ActivesOnly). Likewise, all test sets employ the same 297 actives (WO201503820A1), none of them also included in the training set, but different sets of inactives (TrueInactives or DeepCoys). Table 1. Six virtual screening scenarios corresponding to six pairs of training-test data for each type of SFs (classification or regression) Partition ID Training set Test set Type A DeepCoys TrueInactives Classification B RandomDecoys TrueInactives Classification C ActivesOnly TrueInactives Classification D TrueInactives DeepCoys Classification E RandomDecoys DeepCoys Classification F ActivesOnly DeepCoys Classification A DeepCoys TrueInactives Regression B RandomDecoys TrueInactives Regression C ActivesOnly TrueInactives Regression D TrueInactives DeepCoys Regression E RandomDecoys DeepCoys Regression F ActivesOnly DeepCoys Regression
DOI: 10.5066/p9b2ahur
title: Basin Characterization Model (BCMv8) for California Coastal Basins - Monthly Historical (water years 1896-2019) and Future (water years 2006-2099) Climate and Hydrology

description: This data release contains monthly 270-meter gridded Basin Characterization Model (BCMv8) climate inputs and hydrologic outputs for 17 California Coastal Basins (Eel River, Fort Bragg, Fort Ross, Klamath, Los Angeles, Mad River, Mattole, Napa Sonoma, Russian River, Salinas, San Diego, San Francisco Coastal South, Santa Clara River Valley, Santa Clara River Valley South Bay, Smith, South Bay, and South Delta) and the surrounding contributing watershed area containing 181 groundwater basins. Downscaled gridded climate inputs (Daly et al., 2008) include: precipitation (ppt), minimum temperature (tmn), maximum temperature (tmx), and potential evapotranspiration (pet). Gridded hydrologic variables include: actual evapotranspiration (aet), climatic water deficit (cwd), snowpack (pck), recharge (rch), runoff (run), and soil storage (str). The units for temperature variables are degrees Celsius, and all other variables are in millimeters. Monthly historical variables from water years 1896 to 2019 are summarized into water year files and long-term average summaries for water years 1981-2010. Four future climate scenarios were spatially downscaled from 6 kilometers to 270 meters, and run through the BCMv8 using the same model parameters. The future climate scenarios (Pierce et al., 2014) are all Representative Concentration Pathway (RCP) 8.5 and include: CanESM2, CNRM-CM5, HadGEM2-ES, and MIROC5 from California's Forth Climate Change Assessment. Future climate scenarios span from water year 2007 to 2099, and monthly variables were summarized by water year and the average 2070 to 2099 period. Streamflow for each calibration gage was calculated using a post processing Excel spreadsheet and BCMv8 recharge and runoff, and are provided in tabular comma separated *.csv files. Raster grids are in the NAD83 California Teale Albers, (meters) projection in an open format ascii text file (*.asc). References cited: Daly, C., Halbleib, M., Smith, J.I., Gibson, W.P., Doggett, M.K., Taylor, G.H., Curtis, J. and Pasteris, P.P., 2008. Physiographically sensitive mapping of climatological temperature and precipitation across the conterminous United States. International Journal of Climatology: a Journal of the Royal Meteorological Society, 28(15), pp.2031-2064. Flint, L.E., Flint, A.L., and Stern, M.A., 2021, The Basin Characterization Model - A monthly regional water balance software package (BCMv8) data release and model archive for hydrologic California (ver. 2.0, February 2023): U.S. Geological Survey data release, https://doi.org/10.5066/P9PT36UI. Pierce, D.W., Cayan, D.R. and Thrasher, B.L., 2014. Statistical downscaling using localized constructed analogs (LOCA). Journal of hydrometeorology, 15(6), pp.2558-2585.
DOI: 10.5281/zenodo.8023718
title: tachyeres_leucocephalus_decontaminated_FSCR.fasta.gz

description: .
DOI: 10.5281/zenodo.8023717
title: tachyeres_leucocephalus_decontaminated_FSCR.fasta.gz

description: .
DOI: 10.6084/m9.figshare.23497769
title: Beta-1 integrin immunohistochemistry staining-VAX014

description: Raw immunohistochemistry data picture composites at 5X magnification
DOI: 10.6084/m9.figshare.23497769.v1
title: Beta-1 integrin immunohistochemistry staining-VAX014

description: Raw immunohistochemistry data picture composites at 5X magnification
DOI: 10.5281/zenodo.8023725
title: heteromormyrus_szaboi_decontaminated_FSCR.fasta.gz

description: .
DOI: 10.5281/zenodo.8023724
title: heteromormyrus_szaboi_decontaminated_FSCR.fasta.gz

description: .
DOI: 10.5281/zenodo.8023734
title: enteromius_argenteus_decontaminated_FSCR.fasta.gz

description: .
DOI: 10.5281/zenodo.8023733
title: enteromius_argenteus_decontaminated_FSCR.fasta.gz

description: .
DOI: 10.5281/zenodo.8023740
title: enteromius_radiatus_decontamination_FSCR.fasta.gz

description: .
DOI: 10.5281/zenodo.8023739
title: enteromius_radiatus_decontamination_FSCR.fasta.gz

description: .
DOI: 10.5281/zenodo.8023743
title: enteromius_treurensis_decontaminated_FSCR.fasta.gz

description: .
DOI: 10.5281/zenodo.8023742
title: enteromius_treurensis_decontaminated_FSCR.fasta.gz

description: .
DOI: 10.6084/m9.figshare.23497775
title: Beta-1 integrin immunohistochemistry staining- control

description: Raw immunohistochemistry data picture composites at 5X magnification
DOI: 10.6084/m9.figshare.23497775.v1
title: Beta-1 integrin immunohistochemistry staining- control

description: Raw immunohistochemistry data picture composites at 5X magnification
DOI: 10.5281/zenodo.8023710
title: Supporting data to Heterogeneity in spatiotemporal variability of High Mountain Asia's runoff and its underlying mechanisms

description: This dataset includes (1) the boundary of 12 basins over the southern High Mountain Asia, (2) their climate and catchment properties, (3) significance of interannual, interdecadal and multidecadal variability of runoff and corresponding climate variables, and (4) the decomposed timeseries of runoff and its related atmospheric drivers. Please see the publication for more details.
DOI: 10.5281/zenodo.8023711
title: Supporting data to Heterogeneity in spatiotemporal variability of High Mountain Asia's runoff and its underlying mechanisms

description: This dataset includes (1) the boundary of 12 basins over the southern High Mountain Asia, (2) their climate and catchment properties, (3) significance of interannual, interdecadal and multidecadal variability of runoff and corresponding climate variables, and (4) the decomposed timeseries of runoff and its related atmospheric drivers. Please see the publication for more details.
DOI: 10.5281/zenodo.8023750
title: Supporting data to Heterogeneity in spatiotemporal variability of High Mountain Asia's runoff and its underlying mechanisms

description: This dataset includes (1) the boundary of 12 basins over the southern High Mountain Asia, (2) their climate and catchment properties, (3) significance of interannual, interdecadal and multidecadal variability of runoff and corresponding climate variables, and (4) the decomposed timeseries of runoff and its related atmospheric drivers. Please see the publication for more details.
DOI: 10.5281/zenodo.8023767
title: Natural history specimens collected and/or identified and deposited.

description: Natural history specimen data collected and/or identified by Sylvia Edlund, http://www.wikidata.org/entity/Q21407255. Claims or attributions were made on Bionomia, https://bionomia.net using specimen data from the Global Biodiversity Information Facility, https://gbif.org.
description: http://www.wikidata.org/entity/Q21407255
DOI: 10.5281/zenodo.8023766
title: Natural history specimens collected and/or identified and deposited.

description: Natural history specimen data collected and/or identified by Sylvia Edlund, http://www.wikidata.org/entity/Q21407255. Claims or attributions were made on Bionomia, https://bionomia.net using specimen data from the Global Biodiversity Information Facility, https://gbif.org.
description: http://www.wikidata.org/entity/Q21407255
DOI: 10.5281/zenodo.8023759
title: Supporting data to Heterogeneity in spatiotemporal variability of High Mountain Asia's runoff and its underlying mechanisms

description: This dataset includes (1) the boundary of 12 basins over the southern High Mountain Asia, (2) their climate and catchment properties, (3) significance of interannual, interdecadal and multidecadal variability of runoff and corresponding climate variables, and (4) the decomposed timeseries of runoff and its related atmospheric drivers. Please see the publication for more details.
DOI: 10.5281/zenodo.8023771
title: Natural history specimens collected and/or identified and deposited.

description: Natural history specimen data collected and/or identified by Donald Evan McAllister, http://www.wikidata.org/entity/Q5294318. Claims or attributions were made on Bionomia, https://bionomia.net using specimen data from the Global Biodiversity Information Facility, https://gbif.org.
description: http://www.wikidata.org/entity/Q5294318
DOI: 10.5281/zenodo.8023770
title: Natural history specimens collected and/or identified and deposited.

description: Natural history specimen data collected and/or identified by Donald Evan McAllister, http://www.wikidata.org/entity/Q5294318. Claims or attributions were made on Bionomia, https://bionomia.net using specimen data from the Global Biodiversity Information Facility, https://gbif.org.
description: http://www.wikidata.org/entity/Q5294318
DOI: 10.6084/m9.figshare.23497793
title: Alpha-3 integrin immunohistochemistry staining-VAX014

description: Raw immunohistochemistry data picture composites at 5X magnification
DOI: 10.6084/m9.figshare.23497793.v1
title: Alpha-3 integrin immunohistochemistry staining-VAX014

description: Raw immunohistochemistry data picture composites at 5X magnification
DOI: 10.5281/zenodo.8023815
title: anablepsoides_cearensis_decontaminated_gx.fasta.gz

description: .
DOI: 10.5281/zenodo.8023814
title: anablepsoides_cearensis_decontaminated_gx.fasta.gz

description: .
DOI: 10.5281/zenodo.8023821
title: crypturellus_soui_decontaminated_gx.fasta.gz

description: .
DOI: 10.5281/zenodo.8023820
title: crypturellus_soui_decontaminated_gx.fasta.gz

description: .
DOI: 10.6084/m9.figshare.23497808
title: Alpha-3 integrin immunohistochemistry staining- control

description: Raw immunohistochemistry data picture composites at 5X magnification
DOI: 10.6084/m9.figshare.23497808.v1
title: Alpha-3 integrin immunohistochemistry staining- control

description: Raw immunohistochemistry data picture composites at 5X magnification
DOI: 10.5281/zenodo.8023847
title: desmognathus_mavrokoilius_decontaminated_gx.fasta.gz

description: .
DOI: 10.5281/zenodo.8023846
title: desmognathus_mavrokoilius_decontaminated_gx.fasta.gz

description: .
DOI: 10.5281/zenodo.8023858
title: desmognathus_kanawha_decontaminated_gx.fasta.gz

description: .
DOI: 10.5281/zenodo.8023857
title: desmognathus_kanawha_decontaminated_gx.fasta.gz

description: .
DOI: 10.4121/a0b20837-da03-4d1d-b8ac-25574896f6e9
title: Data underlying the publication: Overcoming pubic arch interference in prostate brachytherapy using steerable needles

description: Data includes DICOM files of prostates and the analysis of the data underlying the publication: Overcoming pubic arch interference in prostate brachytherapy using steerable needles.<br>Geometrical analyses were performed on datasets of 27 patients who had undergone a diagnostic MRI scan and of which the anatomy was segmented by an approved clinician. Objective of this research was to evaluate if the current clinical guidelines related to prostate volume and prostate accessibility are sufficient, and to define the requirement for needle steering for the avoidance of pubic arch interference.<br>The data was collected from the database of the Portsmouth Hospital University NHS Trust and the patient’s eligibility criteria for this study included clinical stage T1-T3b cancer, a Gleason score of ≥ 3+3, any serum <em>prostate-specific antigen</em> (PSA), and an original V<sub>p</sub> of ≥ 60 cc based on the formula: V<sub>p</sub> = π/6 × (height × width × length).<br>
DOI: 10.4121/a0b20837-da03-4d1d-b8ac-25574896f6e9.v1
title: Data underlying the publication: Overcoming pubic arch interference in prostate brachytherapy using steerable needles

description: Data includes DICOM files of prostates and the analysis of the data underlying the publication: Overcoming pubic arch interference in prostate brachytherapy using steerable needles.<br>Geometrical analyses were performed on datasets of 27 patients who had undergone a diagnostic MRI scan and of which the anatomy was segmented by an approved clinician. Objective of this research was to evaluate if the current clinical guidelines related to prostate volume and prostate accessibility are sufficient, and to define the requirement for needle steering for the avoidance of pubic arch interference.<br>The data was collected from the database of the Portsmouth Hospital University NHS Trust and the patient’s eligibility criteria for this study included clinical stage T1-T3b cancer, a Gleason score of ≥ 3+3, any serum <em>prostate-specific antigen</em> (PSA), and an original V<sub>p</sub> of ≥ 60 cc based on the formula: V<sub>p</sub> = π/6 × (height × width × length).<br>
DOI: 10.5281/zenodo.8023877
title: desmognathus_adatsihi_decontaminated_gx.fasta.gz

description: .
DOI: 10.5281/zenodo.8023876
title: desmognathus_adatsihi_decontaminated_gx.fasta.gz

description: .
DOI: 10.6084/m9.figshare.3761562.v2612
title: Online Labour Index: Measuring the Online Gig Economy for Policy and Research

description: Data repository for the data underlying the Online Labour Index. See http://ilabour.oii.ox.ac.uk online-labour-index/ for details.
DOI: 10.5281/zenodo.8023884
title: desmognathus_cheaha_decontaminated_gx.fasta.gz

description: .
DOI: 10.5281/zenodo.8023883
title: desmognathus_cheaha_decontaminated_gx.fasta.gz

description: .
DOI: 10.5281/zenodo.8023888
title: desmognathus_gvnigeusgwotli_decontaminated_gx.fasta.gz

description: .
DOI: 10.5281/zenodo.8023887
title: desmognathus_gvnigeusgwotli_decontaminated_gx.fasta.gz

description: .
DOI: 10.5281/zenodo.8023894
title: desmognathus_intermedius_decontaminated_gx.fasta.gz

description: .
DOI: 10.5281/zenodo.8023893
title: desmognathus_intermedius_decontaminated_gx.fasta.gz

description: .
DOI: 10.6084/m9.figshare.23497811
title: Table 1

description: Studies on Assurance of Learning between 2018-2022
DOI: 10.6084/m9.figshare.23497811.v1
title: Table 1

description: Studies on Assurance of Learning between 2018-2022
DOI: 10.5281/zenodo.8023902
title: desmognathus_planiceps_decontaminated_gx.fasta.gz

description: .
DOI: 10.5281/zenodo.8023901
title: desmognathus_planiceps_decontaminated_gx.fasta.gz

description: .
DOI: 10.6084/m9.figshare.22331200.v1
title: Supplemental Table S1. Phenotypic Characteristics

description: Body weight (g), tumor weight (mg), tumor-free body weight (g), wet weights of gastrocnemius, tibialis anterior (TA), soleus, plantaris, and extensor digitorum longus (EDL), gonadal fat, spleen, liver, and heart – (mg), and tibia length (mm). All values are represented as mean ± standard error of the mean (SEM). Different letters represent statistical differences at Tukey-adjusted with alpha value set at p&lt;0.05. n=11-20/group. PBS, phosphate-buffered saline. Upper table male weights. Lower table female weights.
DOI: 10.5281/zenodo.8023906
title: malacoctenus_gilli_decontaminated_gx.fasta.gz

description: .
DOI: 10.5281/zenodo.8023905
title: malacoctenus_gilli_decontaminated_gx.fasta.gz

description: .
DOI: 10.5281/zenodo.8023936
title: tachyeres_brachypterus_decontaminated_gx.fasta.gz

description: .
DOI: 10.5281/zenodo.8023935
title: tachyeres_brachypterus_decontaminated_gx.fasta.gz

description: .
DOI: 10.5281/zenodo.8023940
title: desmognathus_perlapsus_decontaminated_gx.fasta.gz

description: .
DOI: 10.5281/zenodo.8023939
title: desmognathus_perlapsus_decontaminated_gx.fasta.gz

description: .
DOI: 10.5281/zenodo.8023942
title: desmognathus_valtos_decontaminated_gx.fasta.gz

description: .
DOI: 10.5281/zenodo.8023941
title: desmognathus_valtos_decontaminated_gx.fasta.gz

description: .
DOI: 10.3886/e114474v1-139381
title: Replication data for: Central Bank Communications and the General Public

description: Despite the recent revolution in central bank communication, it is unclear the general public have benefitted from these enhanced central bank communications. We first analyze the growth of communication and some reasons that the public may have missed the revolution. We then discuss the desirability of greater communication with the public. The case for feasibility of such communication examines observational and experimental evidence following the recently adopted use of a layered communication at the Bank of England. We find that, while more research is needed, there are compelling reasons for central banks to continue trying to target communication at the public.
description: UK-based adults selected randomly for the survey.
DOI: 10.25416/ntr.23454290
title: What is creativity?

description: This presentation provides an overview of the first chapter of a book which identifes and explores creativity in teaching humanities in HE. This is based on a literature review and therefore was not bound by any ethical approval as primary data was not gathered for the purpose of this work. It is anticipated that this will provide some useful help and guidance for those working within the humanites and arts at HEI's.
DOI: 10.25416/ntr.23454290.v1
title: What is creativity?

description: This presentation provides an overview of the first chapter of a book which identifes and explores creativity in teaching humanities in HE. This is based on a literature review and therefore was not bound by any ethical approval as primary data was not gathered for the purpose of this work. It is anticipated that this will provide some useful help and guidance for those working within the humanites and arts at HEI's.
DOI: 10.25416/ntr.23396741
title: Breaking Barriers: Can We Make a Difference?

description: This poster explores the role of mentoring and tutoring in fostering a sense of belonging in students. It is part of a personal reflection and a willingness to develop the tutoring system within a graphic design course at Confetti, Institute of Creative Technologies, which is part of Nottingham Trent University and based in Nottingham. <br> The course team identified over the summer development period of 2022 that we needed to improve the sense of belonging among our students, which is key to their success and achievement. <br> Therefore, this poster summarises the reflection and directions taken to answer the question: as a tutor and mentor, can we make a difference in braking barriers?
DOI: 10.25416/ntr.23396741.v1
title: Breaking Barriers: Can We Make a Difference?

description: This poster explores the role of mentoring and tutoring in fostering a sense of belonging in students. It is part of a personal reflection and a willingness to develop the tutoring system within a graphic design course at Confetti, Institute of Creative Technologies, which is part of Nottingham Trent University and based in Nottingham. <br> The course team identified over the summer development period of 2022 that we needed to improve the sense of belonging among our students, which is key to their success and achievement. <br> Therefore, this poster summarises the reflection and directions taken to answer the question: as a tutor and mentor, can we make a difference in braking barriers?
DOI: 10.5517/ccdc.csd.cc29l2gg
title: CCDC 2132535: Experimental Crystal Structure Determination

description: Related Article: Xiaofeng Wang, Luorong Yuan, Xiaoping Xu, Shunjun Ji|2022|Green Synth. Cat.|4|181|doi:10.1016/j.gresc.2022.06.001
description: An entry from the Cambridge Structural Database, the world’s repository for small molecule crystal structures. The entry contains experimental data from a crystal diffraction study. The deposited dataset for this entry is freely available from the CCDC and typically includes 3D coordinates, cell parameters, space group, experimental conditions and quality measures.
DOI: 10.5517/ccdc.csd.cc29l2kk
title: CCDC 2132538: Experimental Crystal Structure Determination

description: Related Article: Xiaofeng Wang, Luorong Yuan, Xiaoping Xu, Shunjun Ji|2022|Green Synth. Cat.|4|181|doi:10.1016/j.gresc.2022.06.001
description: An entry from the Cambridge Structural Database, the world’s repository for small molecule crystal structures. The entry contains experimental data from a crystal diffraction study. The deposited dataset for this entry is freely available from the CCDC and typically includes 3D coordinates, cell parameters, space group, experimental conditions and quality measures.
DOI: 10.5517/ccdc.csd.cc29l2nn
title: CCDC 2132541: Experimental Crystal Structure Determination

description: Related Article: Xiaofeng Wang, Luorong Yuan, Xiaoping Xu, Shunjun Ji|2022|Green Synth. Cat.|4|181|doi:10.1016/j.gresc.2022.06.001
description: An entry from the Cambridge Structural Database, the world’s repository for small molecule crystal structures. The entry contains experimental data from a crystal diffraction study. The deposited dataset for this entry is freely available from the CCDC and typically includes 3D coordinates, cell parameters, space group, experimental conditions and quality measures.
DOI: 10.5281/zenodo.8024009
title: nothura_maculosa_decontaminated_FSCR.fasta.gz

description: .
DOI: 10.5281/zenodo.8024008
title: nothura_maculosa_decontaminated_FSCR.fasta.gz

description: .
DOI: 10.6084/m9.figshare.23497796
title: Dataset for Xinix AI XPRIZE semifinals

description: These are the sequences generated from Xinix AI team during XPRIZE Rainforest semifinals over 24 hours of sampling and 48 hours of lab work. Note that these are a subset of the entire data generated because this is what we collected within the time frame of the competition. <br> We used MinION sequencing (SQK-LSK114 with a FLO-MIN114 R10.4.1 flowcell) to generate these reads. We applied superaccuracy model with dorado basecaller for basecalling. ONTbarcoder (Srivathsan et al., 2021) was used to demultiplex the basecalled reads.
DOI: 10.6084/m9.figshare.23497796.v1
title: Dataset for Xinix AI XPRIZE semifinals

description: These are the sequences generated from Xinix AI team during XPRIZE Rainforest semifinals over 24 hours of sampling and 48 hours of lab work. Note that these are a subset of the entire data generated because this is what we collected within the time frame of the competition. <br> We used MinION sequencing (SQK-LSK114 with a FLO-MIN114 R10.4.1 flowcell) to generate these reads. We applied superaccuracy model with dorado basecaller for basecalling. ONTbarcoder (Srivathsan et al., 2021) was used to demultiplex the basecalled reads.