cometadata/datacite-titles-descriptions-related-identifiers huggingface dataset:
DOI: 10.5281/zenodo.18090374
title: CPDB
title: CPDB_omics_ppi_embeddings_2048

description: Gene association graph
description: We introduce PISGE (Pathway-Informed Spectral Gene Embeddings), a spectral graph learning framework that unifies multi-omics feature extraction with topology-aware representation learning. PISGE employs a two-stage training strategy. In the pretraining stage, spectral embeddings are learned independently for each omics modality?gene expression, DNA methylation, copy number alteration, somatic mutation?and for network topology, enabling the model to capture modality-specific molecular and structural patterns. In the fine-tuning stage, these embeddings are integrated and refined using curated cancer driver annotations to optimize predictive performance. To enhance transparency, PISGE incorporates attention-based attribution and saliency-driven spectral biclustering, uncovering coherent gene?pathway modules supported by enrichment analysis. Across multiple tumor datasets, PISGE achieves strong predictive accuracy and reveals biologically consistent pathway-level organization through interpretable cluster?feature relationships.
DOI: 10.7910/dvn/jldpad
title: Supplemental data for: Legacy amino acid ratios from terrestrial snails in alluvial deposits in Colorado show &gt;8-10oC average Quaternary temperature depression but inconsistent river-terrace correlations

description: Supplemental data for: Alan R. Nelson, Richard F. Madole, and Emmett Evanoff, 2025, Legacy amino acid ratios from terrestrial snails in alluvial deposits in Colorado show &gt;8-10° average Quaternary temperature depression but inconsistent river-terrace correlations: Geological Society of America Abstracts with Programs, v. 55, no. 5, https://doi: 10.1130/abs/2025. Includes terrestrial snail amino acid ratio data from Colorado and selections from publications with similar data from the same period (1979-1986).
DOI: 10.3886/e242039
title: Michael Okpara University of Agricultural Umudike 2026/2027 IJMB Form, JUPEB Form Is Out Call 07076040542 To Apply and further admission assistance. Call Prof. Ben +2347076040542

description: Michael Okpara University of Agricultural Umudike 2026/2027 IJMB Form, JUPEB Form Is Out Call 07076040542 To Apply and further admission assistance. Call Prof. Ben +2347076040542
DOI: 10.5281/zenodo.18090790
title: Natural history specimens collected and/or identified and deposited.

description: Natural history specimen data collected and/or identified by Laurence George Adams, http://www.wikidata.org/entity/Q10316562. 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/Q10316562
DOI: 10.5281/zenodo.8040103
title: Natural history specimens collected and/or identified and deposited.

description: Natural history specimen data collected and/or identified by Laurence George Adams, http://www.wikidata.org/entity/Q10316562. 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/Q10316562
DOI: 10.3886/e242040
title: Modibbo Adama University of Technology 2026/2027 IJMB Form, JUPEB Form Is Out Call 07076040542 To Apply and further admission assistance. Call Prof. Ben +2347076040542

description: Modibbo Adama University of Technology 2026/2027 IJMB Form, JUPEB Form Is Out Call 07076040542 To Apply and further admission assistance. Call Prof. Ben +2347076040542
DOI: 10.21227/fvf1-fg26
title: "Supplementary Information for the article Handprint of Wide Bandgap Semiconductors in Reducing Footprint of Power Electronics"

description: "This dataset contains a detailed life cycle inventory (LCI) and modeling data for three generations of 50 kW power modules used in electric vehicle charging stations. The dataset includes component-level manufacturing, semiconductor device level manufacturing, use-phase, and end-of-life inventory data developed using GaBi LCA software. The PDF provides detailed inventory, parameters, and additional results. This dataset enables researchers to perform life cycle assessment, utilize the developed life cycle inventory for their own work , evaluate material and energy efficiency, and study the impact of wide-bandgap device integration in power electronic systems."
DOI: 10.5281/zenodo.17957312
title: cartloader OpenST Starter Tutorial Results

description: The repository is part of a cartloader public tutorial (https://seqscope.github.io/cartloader/vignettes/subregion_tutorials/openst/) based on the OpenST Starter mouse datase. It showcases how to use cartloader (https://seqscope.github.io/cartloader/) toolkit to analyze and convert spatial transcriptomics data into web-optimized, spatially indexed PMTiles for downstream analysis, interactive web visualization, and data sharing across platforms. This repository provides PMTiles files for SGE dataset and its spatial factors from FICTURE analysis. These PMTiles files were generated using run_cartload2 from the cartloader toolkit.
DOI: 10.5281/zenodo.18090773
title: cartloader OpenST Starter Tutorial Results

description: The repository is part of a cartloader public tutorial (https://seqscope.github.io/cartloader/vignettes/subregion_tutorials/openst/) based on the OpenST Starter mouse datase. It showcases how to use cartloader (https://seqscope.github.io/cartloader/) toolkit to analyze and convert spatial transcriptomics data into web-optimized, spatially indexed PMTiles for downstream analysis, interactive web visualization, and data sharing across platforms. This repository provides PMTiles files for SGE dataset and its spatial factors from FICTURE analysis. These PMTiles files were generated using run_cartload2 from the cartloader toolkit.
DOI: 10.3886/e242041
title: National Open University of Nigeria 2026/2027 IJMB Form, JUPEB Form Is Out Call 07076040542 To Apply and further admission assistance. Call Prof. Ben +2347076040542

description: National Open University of Nigeria 2026/2027 IJMB Form, JUPEB Form Is Out Call 07076040542 To Apply and further admission assistance. Call Prof. Ben +2347076040542
DOI: 10.5281/zenodo.18090798
title: Natural history specimens collected and/or identified and deposited.

description: Natural history specimen data collected and/or identified by Helen Joan Hewson, http://www.wikidata.org/entity/Q21515774. 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/Q21515774
DOI: 10.5281/zenodo.14389804
title: Natural history specimens collected and/or identified and deposited.

description: Natural history specimen data collected and/or identified by Helen Joan Hewson, http://www.wikidata.org/entity/Q21515774. 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/Q21515774
DOI: 10.5281/zenodo.18078295
title: Natural history specimens collected and/or identified and deposited.

description: Natural history specimen data collected and/or identified by Jacques Eugène Lebel, http://www.wikidata.org/entity/Q5924645. 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/Q5924645
DOI: 10.5281/zenodo.18090801
title: Natural history specimens collected and/or identified and deposited.

description: Natural history specimen data collected and/or identified by Jacques Eugène Lebel, http://www.wikidata.org/entity/Q5924645. 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/Q5924645
DOI: 10.3886/e242042
title: Nnamdi Azikiwe University, Awka 2026/2027 IJMB Form, JUPEB Form Is Out Call 07076040542 To Apply and further admission assistance. Call Prof. Ben +2347076040542

description: Nnamdi Azikiwe University, Awka 2026/2027 IJMB Form, JUPEB Form Is Out Call 07076040542 To Apply and further admission assistance. Call Prof. Ben +2347076040542
DOI: 10.5281/zenodo.14340711
title: Natural history specimens collected and/or identified and deposited.

description: Natural history specimen data collected and/or identified by Constance Margaret Eardley, http://www.wikidata.org/entity/Q21393679. 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/Q21393679
DOI: 10.5281/zenodo.18090802
title: Natural history specimens collected and/or identified and deposited.

description: Natural history specimen data collected and/or identified by Constance Margaret Eardley, http://www.wikidata.org/entity/Q21393679. 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/Q21393679
DOI: 10.5281/zenodo.18070939
title: Natural history specimens collected and/or identified and deposited.

description: Natural history specimen data collected and/or identified by William Joseph Rainbow, http://www.wikidata.org/entity/Q3568753. 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/Q3568753
DOI: 10.5281/zenodo.18090805
title: Natural history specimens collected and/or identified and deposited.

description: Natural history specimen data collected and/or identified by William Joseph Rainbow, http://www.wikidata.org/entity/Q3568753. 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/Q3568753
DOI: 10.5281/zenodo.18090806
title: Natural history specimens collected and/or identified and deposited.

description: Natural history specimen data collected and/or identified by Charles Robert Senhouse Pitman, http://www.wikidata.org/entity/Q2960131. 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/Q2960131
DOI: 10.5281/zenodo.8137525
title: Natural history specimens collected and/or identified and deposited.

description: Natural history specimen data collected and/or identified by Charles Robert Senhouse Pitman, http://www.wikidata.org/entity/Q2960131. 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/Q2960131
DOI: 10.5281/zenodo.14340715
title: Natural history specimens collected and/or identified and deposited.

description: Natural history specimen data collected and/or identified by Elise Margaretta Wollaston, http://www.wikidata.org/entity/Q21612924. 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/Q21612924
DOI: 10.5281/zenodo.18090808
title: Natural history specimens collected and/or identified and deposited.

description: Natural history specimen data collected and/or identified by Elise Margaretta Wollaston, http://www.wikidata.org/entity/Q21612924. 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/Q21612924
DOI: 10.3886/e242043
title: Obafemi Awolowo University, Ile-Ife 2026/2027 IJMB Form, JUPEB Form Is Out Call 07076040542 To Apply and further admission assistance. Call Prof. Ben +2347076040542

description: Obafemi Awolowo University, Ile-Ife 2026/2027 IJMB Form, JUPEB Form Is Out Call 07076040542 To Apply and further admission assistance. Call Prof. Ben +2347076040542
DOI: 10.5281/zenodo.18090810
title: Natural history specimens collected and/or identified and deposited.

description: Natural history specimen data collected and/or identified by Judith Ann Hay, http://www.wikidata.org/entity/Q36591369. 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/Q36591369
DOI: 10.5281/zenodo.10708945
title: Natural history specimens collected and/or identified and deposited.

description: Natural history specimen data collected and/or identified by Judith Ann Hay, http://www.wikidata.org/entity/Q36591369. 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/Q36591369
DOI: 10.5281/zenodo.18090812
title: Natural history specimens collected and/or identified and deposited.

description: Natural history specimen data collected and/or identified by Artis Vinas, http://www.wikidata.org/entity/Q109766740. 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/Q109766740
DOI: 10.5281/zenodo.8121554
title: Natural history specimens collected and/or identified and deposited.

description: Natural history specimen data collected and/or identified by Artis Vinas, http://www.wikidata.org/entity/Q109766740. 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/Q109766740
DOI: 10.5281/zenodo.17957307
title: cartloader STARmap Starter Tutorial Results

description: The repository is part of a cartloader public tutorial (https://seqscope.github.io/cartloader/vignettes/subregion_tutorials/starmap/) based on the STARmap Starter mouse datase. It showcases how to use cartloader (https://seqscope.github.io/cartloader/) toolkit to analyze and convert spatial transcriptomics data into web-optimized, spatially indexed PMTiles for downstream analysis, interactive web visualization, and data sharing across platforms. This repository provides PMTiles files for SGE dataset and its spatial factors from FICTURE analysis. These PMTiles files were generated using run_cartload2 from the cartloader toolkit.
DOI: 10.5281/zenodo.18090809
title: cartloader STARmap Starter Tutorial Results

description: The repository is part of a cartloader public tutorial (https://seqscope.github.io/cartloader/vignettes/subregion_tutorials/starmap/) based on the STARmap Starter mouse datase. It showcases how to use cartloader (https://seqscope.github.io/cartloader/) toolkit to analyze and convert spatial transcriptomics data into web-optimized, spatially indexed PMTiles for downstream analysis, interactive web visualization, and data sharing across platforms. This repository provides PMTiles files for SGE dataset and its spatial factors from FICTURE analysis. These PMTiles files were generated using run_cartload2 from the cartloader toolkit.
DOI: 10.3886/e242042v1
title: Nnamdi Azikiwe University, Awka 2026/2027 IJMB Form, JUPEB Form Is Out Call 07076040542 To Apply and further admission assistance. Call Prof. Ben +2347076040542

description: Nnamdi Azikiwe University, Awka 2026/2027 IJMB Form, JUPEB Form Is Out Call 07076040542 To Apply and further admission assistance. Call Prof. Ben +2347076040542
DOI: 10.5281/zenodo.18090814
title: Natural history specimens collected and/or identified and deposited.

description: Natural history specimen data collected and/or identified by A.C. Persaud, http://www.wikidata.org/entity/Q130018104. 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/Q130018104
DOI: 10.3886/e242044
title: University of Abuja, Gwagwalada 2026/2027 IJMB Form, JUPEB Form Is Out Call 07076040542 To Apply and further admission assistance. Call Prof. Ben +2347076040542

description: University of Abuja, Gwagwalada 2026/2027 IJMB Form, JUPEB Form Is Out Call 07076040542 To Apply and further admission assistance. Call Prof. Ben +2347076040542
DOI: 10.5281/zenodo.18090719
title: Natural history specimens collected and/or identified and deposited.

description: Natural history specimen data collected and/or identified by Hugh Bryan Spencer Womersley, http://www.wikidata.org/entity/Q21338083. 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/Q21338083
DOI: 10.5281/zenodo.8121446
title: Natural history specimens collected and/or identified and deposited.

description: Natural history specimen data collected and/or identified by Hugh Bryan Spencer Womersley, http://www.wikidata.org/entity/Q21338083. 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/Q21338083
DOI: 10.6084/m9.figshare.30968407
title: Functional performance of hovering: Bridging the gap between insect and vertebrate flight: Supplementary Material

description: Supplementary material for Walters et al. 2026 Functional performance of hovering: Bridging the gap between insect and vertebrate flight. Included are the following:Sampled Taxa.csv - a list of all taxa used in the hummingbird and moth datasets and where they were sourcedWing Outlines - A folder containing the outline images of the hummingbirds and moths used in the analysisMatlab Files - A folder containing the MATLAB script as well as the necessary dataset documents used to run the analysis
DOI: 10.6084/m9.figshare.30968407.v1
title: Functional performance of hovering: Bridging the gap between insect and vertebrate flight: Supplementary Material

description: Supplementary material for Walters et al. 2026 Functional performance of hovering: Bridging the gap between insect and vertebrate flight. Included are the following:Sampled Taxa.csv - a list of all taxa used in the hummingbird and moth datasets and where they were sourcedWing Outlines - A folder containing the outline images of the hummingbirds and moths used in the analysisMatlab Files - A folder containing the MATLAB script as well as the necessary dataset documents used to run the analysis
DOI: 10.5281/zenodo.17957309
title: cartloader Salus Starter Tutorial Results

description: The repository is part of a cartloader public tutorial (https://seqscope.github.io/cartloader/vignettes/subregion_tutorials/salus/) based on the Salus Starter mouse datase. It showcases how to use cartloader (https://seqscope.github.io/cartloader/) toolkit to analyze and convert spatial transcriptomics data into web-optimized, spatially indexed PMTiles for downstream analysis, interactive web visualization, and data sharing across platforms. This repository provides PMTiles files for SGE dataset and its spatial factors from FICTURE analysis. These PMTiles files were generated using run_cartload2 from the cartloader toolkit.
DOI: 10.5281/zenodo.18090829
title: cartloader Salus Starter Tutorial Results

description: The repository is part of a cartloader public tutorial (https://seqscope.github.io/cartloader/vignettes/subregion_tutorials/salus/) based on the Salus Starter mouse datase. It showcases how to use cartloader (https://seqscope.github.io/cartloader/) toolkit to analyze and convert spatial transcriptomics data into web-optimized, spatially indexed PMTiles for downstream analysis, interactive web visualization, and data sharing across platforms. This repository provides PMTiles files for SGE dataset and its spatial factors from FICTURE analysis. These PMTiles files were generated using run_cartload2 from the cartloader toolkit.
DOI: 10.3886/e242025v1
title: Abubakar Tafawa Balewa University 2026/2027 IJMB Form, JUPEB Form Is Out Call 07076040542 To Apply and further admission assistance. Call Prof. Ben +2347076040542

description: Abubakar Tafawa Balewa University 2026/2027 IJMB Form, JUPEB Form Is Out Call 07076040542 To Apply and further admission assistance. Call Prof. Ben +2347076040542
DOI: 10.3886/e242026v1
title: Ahmadu Bello University, Zaria 2026/2027 IJMB Form, JUPEB Form Is Out Call 07076040542 To Apply and further admission assistance. Call Prof. Ben +2347076040542

description: Ahmadu Bello University, Zaria 2026/2027 IJMB Form, JUPEB Form Is Out Call 07076040542 To Apply and further admission assistance. Call Prof. Ben +2347076040542
DOI: 10.3886/e242027v1
title: Bayero University, Kano 2026/2027 IJMB Form, JUPEB Form Is Out Call 07076040542 To Apply and further admission assistance. Call Prof. Ben +2347076040542

description: Bayero University, Kano 2026/2027 IJMB Form, JUPEB Form Is Out Call 07076040542 To Apply and further admission assistance. Call Prof. Ben +2347076040542
DOI: 10.5281/zenodo.17957306
title: cartloader Xenium Prime 5K starter Tutorial Results

description: The repository is part of a cartloader public tutorial (https://seqscope.github.io/cartloader/vignettes/subregion_tutorials/xenium5k/) based on the Xenium Prime 5K starter mouse datase. It showcases how to use cartloader (https://seqscope.github.io/cartloader/) toolkit to analyze and convert spatial transcriptomics data into web-optimized, spatially indexed PMTiles for downstream analysis, interactive web visualization, and data sharing across platforms. This repository provides PMTiles files for SGE dataset and its spatial factors from FICTURE analysis. These PMTiles files were generated using run_cartload2 from the cartloader toolkit.
DOI: 10.5281/zenodo.18090834
title: cartloader Xenium Prime 5K starter Tutorial Results

description: The repository is part of a cartloader public tutorial (https://seqscope.github.io/cartloader/vignettes/subregion_tutorials/xenium5k/) based on the Xenium Prime 5K starter mouse datase. It showcases how to use cartloader (https://seqscope.github.io/cartloader/) toolkit to analyze and convert spatial transcriptomics data into web-optimized, spatially indexed PMTiles for downstream analysis, interactive web visualization, and data sharing across platforms. This repository provides PMTiles files for SGE dataset and its spatial factors from FICTURE analysis. These PMTiles files were generated using run_cartload2 from the cartloader toolkit.
DOI: 10.3886/e242029v1
title: Federal University of Technology, Akure 2026/2027 IJMB Form, JUPEB Form Is Out Call 07076040542 To Apply and further admission assistance. Call Prof. Ben +2347076040542

description: Federal University of Technology, Akure 2026/2027 IJMB Form, JUPEB Form Is Out Call 07076040542 To Apply and further admission assistance. Call Prof. Ben +2347076040542
DOI: 10.3886/e242030v1
title: Federal University of Technology, Minna 2026/2027 IJMB Form, JUPEB Form Is Out Call 07076040542 To Apply and further admission assistance. Call Prof. Ben +2347076040542

description: Federal University of Technology, Minna 2026/2027 IJMB Form, JUPEB Form Is Out Call 07076040542 To Apply and further admission assistance. Call Prof. Ben +2347076040542
DOI: 10.3886/e242031v1
title: Federal University of Technology, Owerri 2026/2027 IJMB Form, JUPEB Form Is Out Call 07076040542 To Apply and further admission assistance. Call Prof. Ben +2347076040542

description: Federal University of Technology, Owerri 2026/2027 IJMB Form, JUPEB Form Is Out Call 07076040542 To Apply and further admission assistance. Call Prof. Ben +2347076040542