cometadata/datacite-titles-descriptions-related-identifiers huggingface dataset:
DOI: 10.5281/zenodo.5801005
title: RgB2CASI dataset for traning and test

description: RgB2CASI dataset comes from the data set of 2018 IGARSS Data Fusion Contest acquired by CASI, which includes a hyperspectral image with 48 bands and a corresponding RGB image. Similar to RgB2CAVE dataset, the Green channel of the original RGB image is also spatially downsampled in RgB2CASI data set. Thus, for this data set, the goal of generalized spectral super-resolution is to restore a 48-band hyperspectral image from the degraded RGB images consist of a Red channel, a Blue channel, and a low-resolution Green channel. The file named "RgB2CASI_train.h5" contains training samples where the high-resolution Red and Blue channel is with size of 128×128 while the size of Green channel is 64×64. Note that, data augmentation has also been implemented to enlarge the dataset eightfold. So there are 1904 samples. Moreover, we also give some test images in the "RgB2CASI_test.mat". Details about generalized spectral super-resolution can be found in the following paper. ***Notes*** The file named "RgB2CAI_train.h5" is the same as "RgB2CASI_train.h5", which is uplaoded twice by mistake and cannot be deleted in Zenodo!!! Paper: J. He, Q. Yuan, J. Li, and L. Zhang, "PoNet: A universal physical optimization-based spectral super-resolution network for arbitrary multispectral images," <em>Information Fusion</em>, vol. 80, pp. 205–225, 2022. More information about the author can be found at https://jianghe96.github.io/ If this dataset is helpful please cite as: <pre>@article{He2022PoNet, title={PoNet: A universal physical optimization-based spectral super-resolution network for arbitrary multispectral images}, author={He, Jiang and Yuan, Qiangqiang and Li, Jie and Zhang, Liangpei}, journal={Information Fusion}, volume={80}, pages={205--225}, year={2022}, } </pre>
DOI: 10.5281/zenodo.5801045
title: GF2Hyper dataset for training and test

description: GF2Hyper dataset involves Panchromatic/Multispectral imager carried on Gaofen-1 and Hyperion sensor on EO-1 satellite. Gaofen-1 is a Chinese satellite employed two imagers, which can obtain 8 m resolution multispectral images with four bands and a 2 m resolution PAN image that covered the full spectral ranges of corresponding multispectral images, from 450 to 900 nm. Images obtained by Hyperion are with a spatial resolution of 30 meters and obtain 242 bands from 357 to 2567 nm. In this dataset, we only select 148 useful bands. GF2Hyper dataset is used to verify the one situation of generalized spectral super-resolution, i.e., PansSR. PansSR is to achieve the joint enhancement of spatial resolution and spectral resolution using auxiliary higher-resolution spectral channels, usually, panchromatic images. The file named "GF2Hyper_train.h5" contains 1152 training samples where the high-resolution PAN images are with size of 128×128×1 while the size of multispectral images is 32×32×4. Moreover, we also give some test images in the "GF2Hyper_test.mat". Details about generalized spectral super-resolution can be found in the following paper. Paper: J. He, Q. Yuan, J. Li, and L. Zhang, "PoNet: A universal physical optimization-based spectral super-resolution network for arbitrary multispectral images," <em>Information Fusion</em>, vol. 80, pp. 205–225, 2022. More information about the author can be found at https://jianghe96.github.io/ If this dataset is helpful please cite as: <pre>@article{He2022PoNet, title={PoNet: A universal physical optimization-based spectral super-resolution network for arbitrary multispectral images}, author={He, Jiang and Yuan, Qiangqiang and Li, Jie and Zhang, Liangpei}, journal={Information Fusion}, volume={80}, pages={205--225}, year={2022}, }</pre>
DOI: 10.5281/zenodo.5801044
title: GF2Hyper dataset for training and test

description: GF2Hyper dataset involves Panchromatic/Multispectral imager carried on Gaofen-1 and Hyperion sensor on EO-1 satellite. Gaofen-1 is a Chinese satellite employed two imagers, which can obtain 8 m resolution multispectral images with four bands and a 2 m resolution PAN image that covered the full spectral ranges of corresponding multispectral images, from 450 to 900 nm. Images obtained by Hyperion are with a spatial resolution of 30 meters and obtain 242 bands from 357 to 2567 nm. In this dataset, we only select 148 useful bands. GF2Hyper dataset is used to verify the one situation of generalized spectral super-resolution, i.e., PansSR. PansSR is to achieve the joint enhancement of spatial resolution and spectral resolution using auxiliary higher-resolution spectral channels, usually, panchromatic images. The file named "GF2Hyper_train.h5" contains 1152 training samples where the high-resolution PAN images are with size of 128×128×1 while the size of multispectral images is 32×32×4. Moreover, we also give some test images in the "GF2Hyper_test.mat". Details about generalized spectral super-resolution can be found in the following paper. Paper: J. He, Q. Yuan, J. Li, and L. Zhang, "PoNet: A universal physical optimization-based spectral super-resolution network for arbitrary multispectral images," <em>Information Fusion</em>, vol. 80, pp. 205–225, 2022. More information about the author can be found at https://jianghe96.github.io/ If this dataset is helpful please cite as: <pre>@article{He2022PoNet, title={PoNet: A universal physical optimization-based spectral super-resolution network for arbitrary multispectral images}, author={He, Jiang and Yuan, Qiangqiang and Li, Jie and Zhang, Liangpei}, journal={Information Fusion}, volume={80}, pages={205--225}, year={2022}, }</pre>
DOI: 10.6084/m9.figshare.17696235
title: Additional file 1 of Plasma metabolomic profiling of hypertrophic cardiomyopathy patients before and after surgical myectomy suggests postoperative improvement in metabolic function

description: Additional file 1: Supplementary Table 1. Detailed Patient Characteristics.
DOI: 10.6084/m9.figshare.17696235.v1
title: Additional file 1 of Plasma metabolomic profiling of hypertrophic cardiomyopathy patients before and after surgical myectomy suggests postoperative improvement in metabolic function

description: Additional file 1: Supplementary Table 1. Detailed Patient Characteristics.
DOI: 10.6084/m9.figshare.17696238
title: Additional file 2 of Plasma metabolomic profiling of hypertrophic cardiomyopathy patients before and after surgical myectomy suggests postoperative improvement in metabolic function

description: Additional file 2: Complete Metabolomic Profile of All Samples Tested.
DOI: 10.6084/m9.figshare.17696238.v1
title: Additional file 2 of Plasma metabolomic profiling of hypertrophic cardiomyopathy patients before and after surgical myectomy suggests postoperative improvement in metabolic function

description: Additional file 2: Complete Metabolomic Profile of All Samples Tested.
DOI: 10.6084/m9.figshare.17696248.v1
title: Additional file 4 of Down-regulation of OsMYB103L distinctively alters beta-1,4-glucan polymerization and cellulose microfibers assembly for enhanced biomass enzymatic saccharification in rice

description: Additional file 4: Table S3. Genes that up- or down-regulated by twofold in DGE data of myb103 mutant compared to that of the wild type.
DOI: 10.6084/m9.figshare.17696352
title: Additional file 2 of Extensive loss of Wnt genes in Tardigrada

description: Additional file 2: S1. Results of reciprocal BLAST searches for orthologs of Arrow/ LRP5/LRP6. D. melanogaster Arrow sequence was used to query protein databases. The top ten matches were analyzed by reciprocal BLAST search against D. melanogaster reference proteins. The source of the Subject sequences is provided. For Subject sequences that are not available in GenBank, we provide a link to the source of the data, the ID of each sequence in the data set from which it was recovered, and each sequence.
DOI: 10.6084/m9.figshare.17696352.v1
title: Additional file 2 of Extensive loss of Wnt genes in Tardigrada

description: Additional file 2: S1. Results of reciprocal BLAST searches for orthologs of Arrow/ LRP5/LRP6. D. melanogaster Arrow sequence was used to query protein databases. The top ten matches were analyzed by reciprocal BLAST search against D. melanogaster reference proteins. The source of the Subject sequences is provided. For Subject sequences that are not available in GenBank, we provide a link to the source of the data, the ID of each sequence in the data set from which it was recovered, and each sequence.
DOI: 10.6084/m9.figshare.17696358
title: Additional file 4 of Extensive loss of Wnt genes in Tardigrada

description: Additional file 4: S2. Sources of sequences in phylogenetic analyses in this study. For sequences that are not available in GenBank, we provide a link to the source of the data, the ID of each sequence in the data set from which it was recovered, and each sequence. For the Wnt analyses, all sequences besides those from tardigrades and Euperipatoides kanangrensis were part of a previously published matrix [3]. GenBank Accession numbers for tardigrade Wnt and Frizzled sequences are available in Table 1.
DOI: 10.6084/m9.figshare.17696358.v1
title: Additional file 4 of Extensive loss of Wnt genes in Tardigrada

description: Additional file 4: S2. Sources of sequences in phylogenetic analyses in this study. For sequences that are not available in GenBank, we provide a link to the source of the data, the ID of each sequence in the data set from which it was recovered, and each sequence. For the Wnt analyses, all sequences besides those from tardigrades and Euperipatoides kanangrensis were part of a previously published matrix [3]. GenBank Accession numbers for tardigrade Wnt and Frizzled sequences are available in Table 1.
DOI: 10.6084/m9.figshare.17696361
title: Additional file 5 of Extensive loss of Wnt genes in Tardigrada

description: Additional file 5: FASTA alignments. Alignments used in phylogenetics analyses in this study.
DOI: 10.6084/m9.figshare.17696361.v1
title: Additional file 5 of Extensive loss of Wnt genes in Tardigrada

description: Additional file 5: FASTA alignments. Alignments used in phylogenetics analyses in this study.
DOI: 10.5281/zenodo.5806879
title: Foreshock Activity Promoted by Locally Elevated Loading Rate on a 4-meter-long Laboratory Fault

description: Experimental data and event catalog used for the study "Foreshock Activity Promoted by Locally Elevated Loading Rate on a 4-meter-long Laboratory Fault"
DOI: 10.6084/m9.figshare.8313080
title: Early cretaceous igneous activities in the north flank of the North China Craton: the Shouwangfen complex example

description: The Early Cretaceous igneous complexes in the north flank of the North China Craton (NCC) provide a window to investigate the Mesozoic magmatism in the NCC. Here we report the precise timing of Early Cretaceous magmatism and magma petrogenesis of the different rock types in the north flank of the NCC based on petrology, mineral chemistry, geochemistry, zircon geochronology and Sr-Nd isotopes. Zircon U-Pb dating reveals that the Shouwangfen complex was crystallized at 130–128 Ma. The rocks display enrichment in large ion lithophile elements (LILE) and LREE, and depletion in high field strength elements (HFSE) and HREE, with relatively high Sr/Y and La/Yb values, typical of subduction-related magmatic rocks. The mafic microgranular enclaves show typical igneous textures, acicular apatites, sieve-texture of plagioclase phenocrysts and overgrowth of amphibole around the pyroxene, corresponding to magma mixing and mingling and thermal exchange. The quartz monzonites display normal zoning of the plagioclase, low and homogeneous <i>ε</i>Nd(<i>t</i>) values and linear co-variations in two-component diagrams. The quartz monzodiorites are characterized by high and homogeneous <i>ε</i>Nd(<i>t</i>) values. Petrologic feature and geochemical data suggest that the quartz monzonites represent lower crustal magma with minor contribution of enriched melt of the sub-continental lithospheric mantle (SCLM), followed by fractional crystallization. The mafic microgranular enclaves were sourced from enriched SCLM, followed by mixing and mingling with the host quartz monzonitic magma. The quartz monzodiorites are mainly SCLM-derived and subsequently mixed with lower crust melts. The high water contents (≥3%) of these Early Cretaceous igneous complexes suggests a hydrous SCLM beneath the NCC. The Early Cretaceous igneous complexes formed within an extensional tectonic setting which were related to the retreat and dehydration of the paleo-Pacific slab. The hydration of the lithosphere induced extensive crust-mantle interaction and large-scale water-rich magmatism, leading to lithospheric thinning in the NCC during the Mesozoic.
DOI: 10.6084/m9.figshare.8313080.v1
title: Early cretaceous igneous activities in the north flank of the North China Craton: the Shouwangfen complex example

description: The Early Cretaceous igneous complexes in the north flank of the North China Craton (NCC) provide a window to investigate the Mesozoic magmatism in the NCC. Here we report the precise timing of Early Cretaceous magmatism and magma petrogenesis of the different rock types in the north flank of the NCC based on petrology, mineral chemistry, geochemistry, zircon geochronology and Sr-Nd isotopes. Zircon U-Pb dating reveals that the Shouwangfen complex was crystallized at 130–128 Ma. The rocks display enrichment in large ion lithophile elements (LILE) and LREE, and depletion in high field strength elements (HFSE) and HREE, with relatively high Sr/Y and La/Yb values, typical of subduction-related magmatic rocks. The mafic microgranular enclaves show typical igneous textures, acicular apatites, sieve-texture of plagioclase phenocrysts and overgrowth of amphibole around the pyroxene, corresponding to magma mixing and mingling and thermal exchange. The quartz monzonites display normal zoning of the plagioclase, low and homogeneous <i>ε</i>Nd(<i>t</i>) values and linear co-variations in two-component diagrams. The quartz monzodiorites are characterized by high and homogeneous <i>ε</i>Nd(<i>t</i>) values. Petrologic feature and geochemical data suggest that the quartz monzonites represent lower crustal magma with minor contribution of enriched melt of the sub-continental lithospheric mantle (SCLM), followed by fractional crystallization. The mafic microgranular enclaves were sourced from enriched SCLM, followed by mixing and mingling with the host quartz monzonitic magma. The quartz monzodiorites are mainly SCLM-derived and subsequently mixed with lower crust melts. The high water contents (≥3%) of these Early Cretaceous igneous complexes suggests a hydrous SCLM beneath the NCC. The Early Cretaceous igneous complexes formed within an extensional tectonic setting which were related to the retreat and dehydration of the paleo-Pacific slab. The hydration of the lithosphere induced extensive crust-mantle interaction and large-scale water-rich magmatism, leading to lithospheric thinning in the NCC during the Mesozoic.
DOI: 10.6084/m9.figshare.8275199
title: Opx–Cpx exsolution textures in lherzolites of the Cretaceous Purang Ophiolite (S. Tibet, China), and the deep mantle origin of Neotethyan abyssal peridotites

description: We investigated lherzolitic peridotites in the Cretaceous Purang ophiolite along the Yarlung Zhangbo suture zone (YZSZ) in SW Tibet to constrain their mantle–melt evolution history. Coarse-grained Purang lherzolites contain orthopyroxene (Opx) and olivine (Ol) porphyroclasts with embayments filled by small olivine (Ol) neoblasts. Both clinopyroxene (Cpx) and Opx display exsolution textures represented by lamellae structures. Opx exsolution (Opx1) in clinopyroxene (Cpx1) is made of enstatite, whose compositions (Al<sub>2</sub>O<sub>3</sub> = 3.85–4.90 wt%, CaO = &lt;3.77 wt%, Cr<sub>2</sub>O<sub>3</sub> = 0.85–3.82 wt%) are characteristic of abyssal peridotites. Host clinopyroxenes (Cpx1) have higher Mg#s and Na<sub>2</sub>O, with lower TiO<sub>2</sub> and Al<sub>2</sub>O<sub>3</sub> contents than Cpx2 exsolution lamellae in Opx, and show variable LREE patterns. Pyroxene compositions of the lherzolites indicate 10–15% partial melting of a fertile mantle protolith. P–T estimates (1.3–2.3 GPa, 745–1067°C) and the trace element chemistry of pyroxenes with exsolution textures suggest crystallization depths of ~75 km in the upper mantle, where the original pyroxenes became decomposed, forming exsolved structures. Further upwelling of lherzolites into shallow depths in the mantle resulted in crystal–plastic deformation of the exsolved pyroxenes. Combined with the occurrence of microdiamond and ultrahigh-pressure (UHP) mineral inclusions in chromites of the Purang peridotites, the pyroxene exsolution textures reported here confirm a multi-stage partial melting history of the Purang lherzolites and at least three discrete stages of P-T conditions in the course of their upwelling through the mantle during their intra-oceanic evolution.
DOI: 10.6084/m9.figshare.8275199.v1
title: Opx–Cpx exsolution textures in lherzolites of the Cretaceous Purang Ophiolite (S. Tibet, China), and the deep mantle origin of Neotethyan abyssal peridotites

description: We investigated lherzolitic peridotites in the Cretaceous Purang ophiolite along the Yarlung Zhangbo suture zone (YZSZ) in SW Tibet to constrain their mantle–melt evolution history. Coarse-grained Purang lherzolites contain orthopyroxene (Opx) and olivine (Ol) porphyroclasts with embayments filled by small olivine (Ol) neoblasts. Both clinopyroxene (Cpx) and Opx display exsolution textures represented by lamellae structures. Opx exsolution (Opx1) in clinopyroxene (Cpx1) is made of enstatite, whose compositions (Al<sub>2</sub>O<sub>3</sub> = 3.85–4.90 wt%, CaO = &lt;3.77 wt%, Cr<sub>2</sub>O<sub>3</sub> = 0.85–3.82 wt%) are characteristic of abyssal peridotites. Host clinopyroxenes (Cpx1) have higher Mg#s and Na<sub>2</sub>O, with lower TiO<sub>2</sub> and Al<sub>2</sub>O<sub>3</sub> contents than Cpx2 exsolution lamellae in Opx, and show variable LREE patterns. Pyroxene compositions of the lherzolites indicate 10–15% partial melting of a fertile mantle protolith. P–T estimates (1.3–2.3 GPa, 745–1067°C) and the trace element chemistry of pyroxenes with exsolution textures suggest crystallization depths of ~75 km in the upper mantle, where the original pyroxenes became decomposed, forming exsolved structures. Further upwelling of lherzolites into shallow depths in the mantle resulted in crystal–plastic deformation of the exsolved pyroxenes. Combined with the occurrence of microdiamond and ultrahigh-pressure (UHP) mineral inclusions in chromites of the Purang peridotites, the pyroxene exsolution textures reported here confirm a multi-stage partial melting history of the Purang lherzolites and at least three discrete stages of P-T conditions in the course of their upwelling through the mantle during their intra-oceanic evolution.
DOI: 10.5281/zenodo.5806891
title: K-Nearest-Neighbor algorithm to predict the survival time and classification of various stages of Oral Cancer: A machine learning approach

description: This project predicts the survival time of a cancer patient in terms of the number of days and also classifies the dataset into various stages of cancer This is executed on the SPYDER platform using Python 3.7 on Anaconda Navigator. The dataset includes the oral cancer patient's record of 4 countries
DOI: 10.6084/m9.figshare.17696405
title: Files needed for the meta-regression analysis

description: These are two key files from the analyses by Noetel et al that are behind their figures 2 and 3. In these files we include our categories proposed (green columns).
DOI: 10.6084/m9.figshare.17696414
title: Supplementary Material for: A Developmental Study of Mirror-Gazing-Induced Anomalous Self-Experiences and Self-Reported Schizotypy from 7 to 28 Years of Age

description: <b><i>Introduction:</i></b> The mirror-gazing task (MGT) is an experimental paradigm inducing anomalous perceptions and anomalous experiences of self-face (ASEs) in the general population, ranging from changes in light and color, to face deformation, to experiencing one’s specular image as another identity. Subclinical ASEs have been related to the emergence of the risk for developing psychotic disorders, and inducing such states in the general population could shed light on the factors underlying interindividual differences in proneness to these phenomena. We aimed to examine the influence of schizotypal personality traits on proneness to experiencing induced ASEs from a developmental perspective, from childhood to adulthood. <b><i>Methods:</i></b> Two hundred and sixteen children, adolescents, and young adults participated in the MGT, and their schizotypal personality traits were assessed with the Schizotypal Personality Questionnaire. Statistical analyses assessed the relationship between schizotypy dimensions and induced ASEs, and we further tested their dynamic relationship as function of age (from childhood to adulthood). <b><i>Results:</i></b> Results confirmed the developmental trajectory of the different schizotypy dimensions, with scores peaking during adolescence, and proneness to induced ASEs seemed to follow a similar developmental trajectory. Moreover, positive (<i>p</i> = 0.001) and disorganized (<i>p</i> = 0.004) dimensions were found to contribute to the proneness to experiencing induced ASEs. Finally, the developmental model showed that positive schizotypy (<i>p</i> = 0.035) uniquely distinguished between experiencing other-identity phenomena between childhood and adulthood. <b><i>Conclusion:</i></b> This study has the potential to inform research on early detection of psychosis through a developmental approach and links the concept of schizotypy with processes of perceptual self-distortions.
DOI: 10.6084/m9.figshare.17696414.v1
title: Supplementary Material for: A Developmental Study of Mirror-Gazing-Induced Anomalous Self-Experiences and Self-Reported Schizotypy from 7 to 28 Years of Age

description: <b><i>Introduction:</i></b> The mirror-gazing task (MGT) is an experimental paradigm inducing anomalous perceptions and anomalous experiences of self-face (ASEs) in the general population, ranging from changes in light and color, to face deformation, to experiencing one’s specular image as another identity. Subclinical ASEs have been related to the emergence of the risk for developing psychotic disorders, and inducing such states in the general population could shed light on the factors underlying interindividual differences in proneness to these phenomena. We aimed to examine the influence of schizotypal personality traits on proneness to experiencing induced ASEs from a developmental perspective, from childhood to adulthood. <b><i>Methods:</i></b> Two hundred and sixteen children, adolescents, and young adults participated in the MGT, and their schizotypal personality traits were assessed with the Schizotypal Personality Questionnaire. Statistical analyses assessed the relationship between schizotypy dimensions and induced ASEs, and we further tested their dynamic relationship as function of age (from childhood to adulthood). <b><i>Results:</i></b> Results confirmed the developmental trajectory of the different schizotypy dimensions, with scores peaking during adolescence, and proneness to induced ASEs seemed to follow a similar developmental trajectory. Moreover, positive (<i>p</i> = 0.001) and disorganized (<i>p</i> = 0.004) dimensions were found to contribute to the proneness to experiencing induced ASEs. Finally, the developmental model showed that positive schizotypy (<i>p</i> = 0.035) uniquely distinguished between experiencing other-identity phenomena between childhood and adulthood. <b><i>Conclusion:</i></b> This study has the potential to inform research on early detection of psychosis through a developmental approach and links the concept of schizotypy with processes of perceptual self-distortions.
DOI: 10.6084/m9.figshare.17134247.v3
title: Semantic Priming English and Chinese Words (RTs and Accuracy) - Ng & Suarez

description: This database shows the RTs and accuracy values for English and Chinese words during a semantic priming task