cometadata/datacite-titles-descriptions-related-identifiers huggingface dataset:
DOI: 10.5281/zenodo.7861015
title: Diversity is Definitely Needed: Improving Model-Agnostic Zero-shot Classification via Stable Diffusion

description: In this work, we investigate the problem of Model-Agnostic Zero-Shot Classification (MA-ZSC), which refers to training non-specific classification architectures (downstream models) to classify real images without using any real images during training. Recent research has demonstrated that generating synthetic training images using diffusion models provides a potential solution to address MA-ZSC. However, the performance of this approach currently falls short of that achieved by large-scale vision-language models. One possible explanation is a potential significant domain gap between synthetic and real images. Our work offers a fresh perspective on the problem by providing initial insights that MA-ZSC performance can be improved by improving the diversity of images in the generated dataset. We propose a set of modifications to the text-to-image generation process using a pre-trained diffusion model to enhance diversity, which we refer to as our <strong>bag of tricks</strong>. Our approach shows notable improvements in various classification architectures, with results comparable to state-of-the-art models such as CLIP. To validate our approach, we conduct experiments on CIFAR10, CIFAR100, and EuroSAT, which is particularly difficult for zero-shot classification due to its satellite image domain. We evaluate our approach with five classification architectures, including ResNet and ViT. Our findings provide initial insights into the problem of MA-ZSC using diffusion models.
DOI: 10.6084/m9.figshare.25051535
title: <b>Theoretical investigation of anisotropic material removal mechanism in robotic belt grinding single crystal superalloy process</b>

description: <b>Theoretical investigation of anisotropic material removal mechanism in robotic belt grinding single crystal superalloy process</b>
DOI: 10.6084/m9.figshare.25051535.v1
title: <b>Theoretical investigation of anisotropic material removal mechanism in robotic belt grinding single crystal superalloy process</b>

description: <b>Theoretical investigation of anisotropic material removal mechanism in robotic belt grinding single crystal superalloy process</b>
DOI: 10.5517/ccdc.csd.cc2f9p5m
title: CCDC 2243630: Experimental Crystal Structure Determination

description: Related Article: Tomoki Nishiyama, Hirotaka Kitoh-Nishioka, Senku Tanaka, Masahiko Maekawa, Takayoshi Kuroda-Sowa, Masaki Yoshida, Masako Kato, Takashi Okubo|2024|Dalton Trans.|53|1445|doi:10.1039/D3DT03125J
description: Related Article: Tomoki Nishiyama|2023|CSD Communication|||
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.cc2h9wpd
title: CCDC 2303414: Experimental Crystal Structure Determination

description: Related Article: Wei Cai, Yang-Tian Yan, Xu-Dong Fan, Heng Zhang, Jia-Lei Lu, Yun-Long Wu, Jia Liu, Wen-Yan Zhang, Yao-Yu Wang|2024|J.Mol.Struct.|1302|137528|doi:10.1016/j.molstruc.2024.137528
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.cc2hb6cf
title: CCDC 2303714: Experimental Crystal Structure Determination

description: Related Article: Akifumi Sumida, Tomoharu Onishi, Hiroaki Imoto, Kensuke Naka|2024|Dalton Trans.|53|1706|doi:10.1039/D3DT03798C
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.cc2hb6dg
title: CCDC 2303715: Experimental Crystal Structure Determination

description: Related Article: Akifumi Sumida, Tomoharu Onishi, Hiroaki Imoto, Kensuke Naka|2024|Dalton Trans.|53|1706|doi:10.1039/D3DT03798C
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.cc2hb6fh
title: CCDC 2303716: Experimental Crystal Structure Determination

description: Related Article: Akifumi Sumida, Tomoharu Onishi, Hiroaki Imoto, Kensuke Naka|2024|Dalton Trans.|53|1706|doi:10.1039/D3DT03798C
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.cc2hb6gj
title: CCDC 2303717: Experimental Crystal Structure Determination

description: Related Article: Akifumi Sumida, Tomoharu Onishi, Hiroaki Imoto, Kensuke Naka|2024|Dalton Trans.|53|1706|doi:10.1039/D3DT03798C
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.cc2hb6hk
title: CCDC 2303718: Experimental Crystal Structure Determination

description: Related Article: Akifumi Sumida, Tomoharu Onishi, Hiroaki Imoto, Kensuke Naka|2024|Dalton Trans.|53|1706|doi:10.1039/D3DT03798C
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.cc2hb6jl
title: CCDC 2303719: Experimental Crystal Structure Determination

description: Related Article: Akifumi Sumida, Tomoharu Onishi, Hiroaki Imoto, Kensuke Naka|2024|Dalton Trans.|53|1706|doi:10.1039/D3DT03798C
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.cc2hb6km
title: CCDC 2303720: Experimental Crystal Structure Determination

description: Related Article: Akifumi Sumida, Tomoharu Onishi, Hiroaki Imoto, Kensuke Naka|2024|Dalton Trans.|53|1706|doi:10.1039/D3DT03798C
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.cc2hb6ln
title: CCDC 2303721: Experimental Crystal Structure Determination

description: Related Article: Akifumi Sumida, Tomoharu Onishi, Hiroaki Imoto, Kensuke Naka|2024|Dalton Trans.|53|1706|doi:10.1039/D3DT03798C
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.cc2hb6mp
title: CCDC 2303722: Experimental Crystal Structure Determination

description: Related Article: Akifumi Sumida, Tomoharu Onishi, Hiroaki Imoto, Kensuke Naka|2024|Dalton Trans.|53|1706|doi:10.1039/D3DT03798C
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.cc2hb6nq
title: CCDC 2303723: Experimental Crystal Structure Determination

description: Related Article: Akifumi Sumida, Tomoharu Onishi, Hiroaki Imoto, Kensuke Naka|2024|Dalton Trans.|53|1706|doi:10.1039/D3DT03798C
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.cc2hb6pr
title: CCDC 2303724: Experimental Crystal Structure Determination

description: Related Article: Akifumi Sumida, Tomoharu Onishi, Hiroaki Imoto, Kensuke Naka|2024|Dalton Trans.|53|1706|doi:10.1039/D3DT03798C
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: 10.25984/2282347
title: County-Level Hourly Renewable Capacity Factor Dataset for the ReEDS Model

description: This dataset contains hourly capacity factors for each renewable resource class and region (in this case, county). Technologies like large-scale utility PV (UPV), onshore wind, offshore wind, and concentrating solar power (CSP) are included. The dataset contains 7 years of hourly weather data (2007-2013) for different sites across the US and is used as one of the inputs to the ReEDS-2.0 model (see the "ReEDS 2.0 GitHub Repository" resource link below), developed by NREL. The weather profiles apply to any capacity that exists or is built in each region and class. This helps calculate the generation that can be provided using these resources. Open, reference, and limited are 3 scenarios based on land-use allowance, derived from the Renewable Energy Potential (reV) model developed by NREL, which helps generate supply curves for renewable technologies and assess the maximum potential of renewable resources in a designated area. Each zipped file in this dataset corresponds to a technology and contains the respective land-use scenario files required to run that technology in ReEDS. To use this dataset, download and place the extracted files in the locally cloned ReEDS repository inside one of the folders (inputs/variability/multi_year). After completing this copy, upon running the ReEDS model at the county-level spatial resolution for respective analysis purposes, the program will detect the presence of these files and will not fail.
DOI: 10.15121/2282349
title: Steptoe Valley NV Data Compilation: Understanding a Stratigraphic Hydrothermal Resource through Geophysical Imaging

description: Sandia National Laboratories partnered with a multi-disciplinary group of subject matter experts to evaluate a stratigraphic geothermal resource in Steptoe Valley, Nevada using both established and novel geophysical imaging techniques. Provided here are a compilation of newly acquired data over the area and select modeling efforts. This encompasses a 3D geological model (inclusive of full Leapfrog files, Leapfrog viewer files, and XYZ data for faults and stratigraphy) with embedded geophysical modeling, controlled-source electromagnetic (CSEM) and magnetotelluric (MT) data packages, aqueous spring geochemistry data, seismic reflection interpretations, and a gravity data package. The stratigraphic reservoir in Steptoe Valley was previously discovered during oil and gas exploration. Subsequent studies, such as the Nevada Play Fairway Analysis, added data which further highlighted potential resource targets in the basin. Geophysical surveys, complimented with refined geologic mapping and geochemical sampling, were deployed to further characterize the resource. The resulting 3D geologic interpretation, conceptual model refinements, and reservoir simulations suggest that a power-capable reservoir is economically accessible in the Paleozoic carbonates of the deep/central basin. Additional geophysical characterization and exploration drilling efforts are recommended to calibrate interpretation and determine where/how to potentially develop the Steptoe resource. The geophysical tools, interpretations, lessons learned, and publicly available data generated by this study establish an exploration methodology to inform decisions for successful development of stratigraphic reservoirs.
DOI: 10.6084/m9.figshare.24975024
title: <b>Homologous recombination deficiency unrelated to platinum and PARP inhibitor response in cell line libraries</b>

description: While large publicly available cancer cell line databases are invaluable for preclinical drug discovery and biomarker development, the association between homologous recombination deficiency (HRD) and drug sensitivity in these resources remains unclear. In this study, we comprehensively analyzed molecular profiles and drug screening data from the Cancer Cell Line Encyclopedia. Unexpectedly, gene alterations in <i>BRCA1/2</i> or homologous recombination-related genes, HRD scores, or mutational signature 3 were not positively correlated with sensitivity to platinum agents or PARP inhibitors. Rather, higher HRD scores and mutational signature 3 were significantly associated with resistance to these agents in multiple assays. These findings were consistent when analyzing exclusively breast and ovarian cancer cell lines and when using data from the COSMIC Cell Line Project. Collectively, the existing data from established cancer cell lines do not reflect the expected association between HRD status and drug response to platinum agents and PARP inhibitors in clinical tumors. This discrepancy may extend to other tumor characteristics, highlighting the importance of recognizing potential limitations in cell line data for researchers.
DOI: 10.6084/m9.figshare.24975024.v1
title: <b>Homologous recombination deficiency unrelated to platinum and PARP inhibitor response in cell line libraries</b>

description: While large publicly available cancer cell line databases are invaluable for preclinical drug discovery and biomarker development, the association between homologous recombination deficiency (HRD) and drug sensitivity in these resources remains unclear. In this study, we comprehensively analyzed molecular profiles and drug screening data from the Cancer Cell Line Encyclopedia. Unexpectedly, gene alterations in <i>BRCA1/2</i> or homologous recombination-related genes, HRD scores, or mutational signature 3 were not positively correlated with sensitivity to platinum agents or PARP inhibitors. Rather, higher HRD scores and mutational signature 3 were significantly associated with resistance to these agents in multiple assays. These findings were consistent when analyzing exclusively breast and ovarian cancer cell lines and when using data from the COSMIC Cell Line Project. Collectively, the existing data from established cancer cell lines do not reflect the expected association between HRD status and drug response to platinum agents and PARP inhibitors in clinical tumors. This discrepancy may extend to other tumor characteristics, highlighting the importance of recognizing potential limitations in cell line data for researchers.
DOI: 10.25919/yk23-ha30
title: CotLeaf-2: Cotton Leaf Surface Images dataset 2021-23

description: This dataset is a collection of 810 images of cotton leaf surfaces acquired with a hand-held microscope to develop deep learning models for leaf hairiness and assist Cotton breeders in their variety selection efforts. These images were collected from 27 genotypes grown across 2 seasons (2021-2022 and 2022-2023), one site (Australian Cotton Research Institute, -30.21, 149.60, Narrabri, NSW, Australia) and two growth conditions (Field [both years] and Glasshouse [2021-2022]). Genotypes have been anonymized to protect germplasm Intellectual Property.
DOI: 10.6084/m9.figshare.25051568
title: source data.sav

description: nicotine on the osteogenesis of the alveolar bone in Sprague‑Dawley rats
DOI: 10.5281/zenodo.10558875
title: Top-docking poses of identified hit compounds at the AlstR-C

description: Top-docking poses of identified hit compounds.
DOI: 10.5281/zenodo.10558876
title: Top-docking poses of identified hit compounds at the AlstR-C

description: Top-docking poses of identified hit compounds.
DOI: 10.6084/m9.figshare.25051592
title: Dataset for the study titled: A prospective open label study to evaluate the effectiveness of intravenous ketamine as an adjunct in treating severe depression.

description: This is open-label prospective study exploring the effectiveness of IV ketamine in treating severe depression.
DOI: 10.6084/m9.figshare.25051592.v1
title: Dataset for the study titled: A prospective open label study to evaluate the effectiveness of intravenous ketamine as an adjunct in treating severe depression.

description: This is open-label prospective study exploring the effectiveness of IV ketamine in treating severe depression.
DOI: 10.25345/c5dr2pm0x
title: MassIVE MSV000093906 - GNPS-B61DATA-and-B6161DATA-COMBINATION-20240124
title: We are committed to using network pharmacology to accurately and quickly locate limonoid compounds with novel and diverse structures from burdock plants, hoping to enrich phytochemical research on these plants.
DOI: 10.5281/zenodo.10558870
title: SFINN: inferring gene regulatory networks from single-cell expression data with shared factor neighborhood and integrated neural networks

description: The data is utilized for evaluating SFINN at https://github.com/JGuan-lab/SFINN.git and replicating experiments outlined in the corresponding manuscript.
DOI: 10.5281/zenodo.10558871
title: SFINN: inferring gene regulatory networks from single-cell expression data with shared factor neighborhood and integrated neural networks

description: The data is utilized for evaluating SFINN at https://github.com/JGuan-lab/SFINN.git and replicating experiments outlined in the corresponding manuscript.
DOI: 10.5517/ccdc.csd.cc2hb6qs
title: CCDC 2303725: Experimental Crystal Structure Determination

description: Related Article: Akifumi Sumida, Tomoharu Onishi, Hiroaki Imoto, Kensuke Naka|2024|Dalton Trans.|53|1706|doi:10.1039/D3DT03798C
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.cc2hb6rt
title: CCDC 2303726: Experimental Crystal Structure Determination

description: Related Article: Akifumi Sumida, Tomoharu Onishi, Hiroaki Imoto, Kensuke Naka|2024|Dalton Trans.|53|1706|doi:10.1039/D3DT03798C
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.cc2hb6sv
title: CCDC 2303727: Experimental Crystal Structure Determination

description: Related Article: Akifumi Sumida, Tomoharu Onishi, Hiroaki Imoto, Kensuke Naka|2024|Dalton Trans.|53|1706|doi:10.1039/D3DT03798C
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.cc2hg9y7
title: CCDC 2307669: Experimental Crystal Structure Determination

description: Related Article: Manuel Luca Besmer, Flurina Schwitter, Federica Battistin, Henrik Braband, Thomas Fox, Bernhard Spingler, Roger Alberto|2024|Dalton Trans.|53|1434|doi:10.1039/D3DT03992G
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.cc2hg9z8
title: CCDC 2307670: Experimental Crystal Structure Determination

description: Related Article: Manuel Luca Besmer, Flurina Schwitter, Federica Battistin, Henrik Braband, Thomas Fox, Bernhard Spingler, Roger Alberto|2024|Dalton Trans.|53|1434|doi:10.1039/D3DT03992G
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.cc2hgb0b
title: CCDC 2307671: Experimental Crystal Structure Determination

description: Related Article: Manuel Luca Besmer, Flurina Schwitter, Federica Battistin, Henrik Braband, Thomas Fox, Bernhard Spingler, Roger Alberto|2024|Dalton Trans.|53|1434|doi:10.1039/D3DT03992G
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.cc2hgb1c
title: CCDC 2307672: Experimental Crystal Structure Determination

description: Related Article: Manuel Luca Besmer, Flurina Schwitter, Federica Battistin, Henrik Braband, Thomas Fox, Bernhard Spingler, Roger Alberto|2024|Dalton Trans.|53|1434|doi:10.1039/D3DT03992G
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.