cometadata/datacite-titles-descriptions-related-identifiers huggingface dataset:
DOI: 10.34820/fk2/sw0lcp/cfspjo
title: Common Size Bank Indonesia.tab

description: Bank, Common size
DOI: 10.25982/116829.47/1887425
title: KBase Narrative - Mse_Genome_Assembly

description: Upon investigating the gut microbiome of mice for microbes related to Polycystic Ovary Syndrome (PCOS), our team found 2 metagenomes that could not be classified using alignment based methods. To further investigate microbial species from these samples, we used common MAGs workflow to create draft genomes which were then later taxonomically classified using GTDB-tk app.
DOI: 10.25921/mw6r-m244
title: ES60 Water Column Sonar Data Collected During EBS16CF
DOI: 10.6084/m9.figshare.21128071
title: The pH tipping point of microbial biomass-mediated soil multifunctionality

description: Our results highlight that global SMF loss will accelerate in the context of biomass reduction due to ongoing acidification.
DOI: 10.6084/m9.figshare.21128071.v1
title: The pH tipping point of microbial biomass-mediated soil multifunctionality

description: Our results highlight that global SMF loss will accelerate in the context of biomass reduction due to ongoing acidification.
DOI: 10.6084/m9.figshare.21128041
title: archive

description: dataset of casting
DOI: 10.6084/m9.figshare.21128041.v1
title: archive

description: dataset of casting
DOI: 10.25949/20499624
title: Datasets related to Key Trends and Drivers in Military Modernization in the Indo-Pacific: Implications for Australia and Responses

description: This dataset underlies the report generated entitled "Key Trends and Drivers in Military Modernization in the Indo-Pacific: Implications for Australia and Responses" by Bates Gill, Yves-Heng Lim, Antoine Levesques, Adam Lockyer, Fred Smith, Rahul Roy-Chaudhury, Viraj Solanki and Andrew T. H. Tan. This project addresses the priority Defence policy topic of Accelerating Regional Military Modernization (and Asymmetric Advantages). It assesses the trends, attributes and drivers of accelerating military modernization in the Indo-Pacific, in order to understand and clearly delineate the challenges facing Australia. The report then proceeds to examine the roles of the key actors in this phenomenon, namely, China, the United States and India. Finally, the project puts forward and assesses potential Australian responses in the face of the region’s accelerating military modernization dynamic. <br> The dataset is made up of the following: 1. Estimated_Personnel_in_the_PRC_Armed_Forces_2016_and_2020.csv 2. Selected_PLA_Weaponry_2020.csv 3. Report - Military Modernization in the Indo-Pacific.pdf 4. Seminar_Recording_1920x1080_GMT20220915-020051.mp4
DOI: 10.25949/20499624.v1
title: Datasets related to Key Trends and Drivers in Military Modernization in the Indo-Pacific: Implications for Australia and Responses

description: This dataset underlies the report generated entitled "Key Trends and Drivers in Military Modernization in the Indo-Pacific: Implications for Australia and Responses" by Bates Gill, Yves-Heng Lim, Antoine Levesques, Adam Lockyer, Fred Smith, Rahul Roy-Chaudhury, Viraj Solanki and Andrew T. H. Tan. This project addresses the priority Defence policy topic of Accelerating Regional Military Modernization (and Asymmetric Advantages). It assesses the trends, attributes and drivers of accelerating military modernization in the Indo-Pacific, in order to understand and clearly delineate the challenges facing Australia. The report then proceeds to examine the roles of the key actors in this phenomenon, namely, China, the United States and India. Finally, the project puts forward and assesses potential Australian responses in the face of the region’s accelerating military modernization dynamic. <br> The dataset is made up of the following: 1. Estimated_Personnel_in_the_PRC_Armed_Forces_2016_and_2020.csv 2. Selected_PLA_Weaponry_2020.csv 3. Report - Military Modernization in the Indo-Pacific.pdf 4. Seminar_Recording_1920x1080_GMT20220915-020051.mp4
DOI: 10.5281/zenodo.7084197
title: Commercial Harvest of Klawock Lake Sockeye Salmon in the District 103 and 104 Purse Seine Fisheries, Southeast Alaska, 2018–2021

description: The Klawock Lake sockeye salmon (<em>Oncorhynchus nerka</em>) run supports one of the most heavily used subsistence fisheries in Southeast Alaska and is the primary sockeye salmon subsistence resource for the communities of Klawock and Craig. During the period 2011–2017, the average spawning population declined by 63% and the average reported subsistence harvest declined by 50% compared to the previous decade. A major source of uncertainty regarding the decline in Klawock Lake sockeye salmon abundance is the lack of information regarding harvest in commercial fisheries. This project will provided estimates of the harvest and run timing of Klawock Lake sockeye in nearby commercial purse seine fisheries for four years (2018–2021) through genetic mixed stock analysis of sampled harvests. The commercial fisheries in management Districts 103 and 104 were targeted because they are terminal to Klawock Lake and most of the commercial harvest of Klawock Lake sockeye salmon likely occurs in those districts. We further split District 103 into two spatial strata: Northern District 103 (subdistricts 50-90) and Southern District 103 (subdistricts 11-40). The commercial harvest of Klawock Lake sockeye salmon was highest in Northern District 103 in three of four years (2018–2020), and highest in District 104 in one year (2021). Klawock Lake sockeye were virtually absent in the commercial harvest in Southern District 103 in all four years (2018-2021). The total commercial harvest (Districts 103 and 104) of Klawock Lake sockeye salmon was 2,619 fish in 2018, 5,523 fish in 2019, 3,352 fish in 2020, and 6,677 fish in 2021. These data, combined with escapement and subsistence harvests, were used to produce the first estimates of total run size for Klawock Lake sockeye salmon. The total run size varied from year to year, with 13,147 fish in 2018, 14,953 fish in 2019, 19,702 fish in 2020, and 13,600 fish in 2021. Similarly, overall harvest rates varied from 43.9% in 2018 to 59.9% in 2021 (average = 50.9%). Commercial harvest rates averaged lower than the historical averages from nearby sockeye salmon stocks at Hugh Smith and McDonald Lakes. Commercial harvest rates were higher in odd-years than even-years, presumably due to increased fishing pressure on more abundant odd-year pink salmon. The subsistence harvest rates averaged higher (20.1%) than the subsistence harvest rates on McDonald and Hugh Smith Lakes (average &lt; 2%).
description: Funding for this analysis came from Alaska Sustainable Salmon Fund, Award: 52012
DOI: 10.5281/zenodo.7084196
title: Commercial Harvest of Klawock Lake Sockeye Salmon in the District 103 and 104 Purse Seine Fisheries, Southeast Alaska, 2018–2021

description: The Klawock Lake sockeye salmon (<em>Oncorhynchus nerka</em>) run supports one of the most heavily used subsistence fisheries in Southeast Alaska and is the primary sockeye salmon subsistence resource for the communities of Klawock and Craig. During the period 2011–2017, the average spawning population declined by 63% and the average reported subsistence harvest declined by 50% compared to the previous decade. A major source of uncertainty regarding the decline in Klawock Lake sockeye salmon abundance is the lack of information regarding harvest in commercial fisheries. This project will provided estimates of the harvest and run timing of Klawock Lake sockeye in nearby commercial purse seine fisheries for four years (2018–2021) through genetic mixed stock analysis of sampled harvests. The commercial fisheries in management Districts 103 and 104 were targeted because they are terminal to Klawock Lake and most of the commercial harvest of Klawock Lake sockeye salmon likely occurs in those districts. We further split District 103 into two spatial strata: Northern District 103 (subdistricts 50-90) and Southern District 103 (subdistricts 11-40). The commercial harvest of Klawock Lake sockeye salmon was highest in Northern District 103 in three of four years (2018–2020), and highest in District 104 in one year (2021). Klawock Lake sockeye were virtually absent in the commercial harvest in Southern District 103 in all four years (2018-2021). The total commercial harvest (Districts 103 and 104) of Klawock Lake sockeye salmon was 2,619 fish in 2018, 5,523 fish in 2019, 3,352 fish in 2020, and 6,677 fish in 2021. These data, combined with escapement and subsistence harvests, were used to produce the first estimates of total run size for Klawock Lake sockeye salmon. The total run size varied from year to year, with 13,147 fish in 2018, 14,953 fish in 2019, 19,702 fish in 2020, and 13,600 fish in 2021. Similarly, overall harvest rates varied from 43.9% in 2018 to 59.9% in 2021 (average = 50.9%). Commercial harvest rates averaged lower than the historical averages from nearby sockeye salmon stocks at Hugh Smith and McDonald Lakes. Commercial harvest rates were higher in odd-years than even-years, presumably due to increased fishing pressure on more abundant odd-year pink salmon. The subsistence harvest rates averaged higher (20.1%) than the subsistence harvest rates on McDonald and Hugh Smith Lakes (average &lt; 2%).
description: Funding for this analysis came from Alaska Sustainable Salmon Fund, Award: 52012
DOI: 10.5281/zenodo.7084262
title: Dataset used in Sea surface wind structure observed by wave gliders during tropical cyclones

description: Sea surface wind vector observed by three wave gliders deployed in the Western Pacific Ocean. The observation level is 1.2 meter.
DOI: 10.5281/zenodo.7084263
title: Dataset used in Sea surface wind structure observed by wave gliders during tropical cyclones

description: Sea surface wind vector observed by three wave gliders deployed in the Western Pacific Ocean. The observation level is 1.2 meter.
DOI: 10.5281/zenodo.7084287
title: Dataset used in Sea surface wind structure observed by wave gliders during tropical cyclones

description: Sea surface wind vector observed by three wave gliders deployed in the Western Pacific Ocean. The observation level is 1.2 meter.
DOI: 10.5281/zenodo.7084265
title: Variations of the urban PM2.5 chemical components and corresponding light extinction for three heating seasons in the Guanzhong Plain, China

description: The basic data of the thesis “Variations of the urban PM2.5 chemical components and corresponding light extinction for three heating seasons in the Guanzhong Plain, China”.
DOI: 10.5281/zenodo.7084264
title: Variations of the urban PM2.5 chemical components and corresponding light extinction for three heating seasons in the Guanzhong Plain, China

description: The basic data of the thesis “Variations of the urban PM2.5 chemical components and corresponding light extinction for three heating seasons in the Guanzhong Plain, China”.
DOI: 10.34740/kaggle/dsv/4210111
title: Russian Invasion of Ukraine
DOI: 10.34820/fk2/oqqvtk
title: Pelatihan kemasan produk kuliner yang persuasif bagi koperasi dan ukm kabupaten bandung

description: Kemasan dapat mempengaruhi pembeli dalam memilih dan membeli suatu produk. Namun fakta di lapangan, banyak pelaku Usaha Kecil dan Menengah (UKM) khususnya di Kabupaten Bandung masih belum memahami pentingnya kemasan yang persuasif yang menjual. Solusi yang ingin dicapai melalui program pengabdian masyarakat ini salah satunya adalah melatih kreativitas membuat label kemasan yang persuasif yang dapat membujuk konsumen untuk membeli produk. Bentuk kegiatan pengabdian masyarakat ini berupa pelatihan desain kemasan yang persuasif bagi pelaku UKM dan koperasi Kabupaten Bandung. Adapun manfaatnya adalah agar mereka mengetahui pentingnya kemasan dalam mempengaruhi pembeli dalam memilih dan membeli suatu produk di samping menjaga higienitas produk. Program pengabdian masyarakat kali ini bekerjasama dengan Dinas Koperasi UKM Kabupaten Bandung sebagai mitra program. Peran Dinas Koperasi UKM Kabupaten Bandung pada program ini sebagai fasilitator yang mengundang peserta berupa pelaku Usaha Kecil dan Menengah (UKM) di lingkungan Kabupaten Bandung. Adapun jumlah peserta pelatihan sebanyak 35 partisipan. Program ini dilaksanakan mulai dari Bulan April hingga Agustus 2018
DOI: 10.6084/m9.figshare.21128167
title: Additional file 1 of An assessment of physician assistant student diversity in the United States: a snapshot for the healthcare workforce

description: Additional file 1: Supplemental Appendix 1. Top PA Performers Ranked by Number of Graduates from 2014-2018.
DOI: 10.6084/m9.figshare.21128167.v1
title: Additional file 1 of An assessment of physician assistant student diversity in the United States: a snapshot for the healthcare workforce

description: Additional file 1: Supplemental Appendix 1. Top PA Performers Ranked by Number of Graduates from 2014-2018.
DOI: 10.6084/m9.figshare.21128170
title: Additional file 2 of An assessment of physician assistant student diversity in the United States: a snapshot for the healthcare workforce

description: Additional file 2: Supplemental Appendix 2. Top PA Performers Ranked by Proportion of Graduates from 2014-2018.
DOI: 10.6084/m9.figshare.21128170.v1
title: Additional file 2 of An assessment of physician assistant student diversity in the United States: a snapshot for the healthcare workforce

description: Additional file 2: Supplemental Appendix 2. Top PA Performers Ranked by Proportion of Graduates from 2014-2018.
DOI: 10.6084/m9.figshare.20711101.v1
title: Partitioning of sensible and latent heat fluxes in different vegetation types and their spatiotemporal variations based on 203 FLUXNET sites

description: Bowen ratio reflects the partitioning between sensible and latent heat fluxes and plays a crucial role in land–atmosphere interaction. In this study, the spatiotemporal variations of Bowen ratio among 12 vegetation types were analyzed using observations from 203 FLUXNET sites worldwide and compared against Community Land Model simulations. Results showed that the annual mean Bowen ratio across all sites was 1.48 ± 1.20 (mean ± SD). Sites with Bowen ratios less than 1 (39%, 80 sites) were found across all continents, and the ones with a higher Bowen ratio (&gt;3) (7%, 14 sites) appeared in dry and warm areas. Open shrublands showed the highest Bowen ratio (3.04 ± 0.58), whereas wetlands showed the lowest (0.74 ± 0.09). In terms of seasonality, Bowen ratio generally showed a U–curve with lower values in local summer and higher in spring and autumn in the northern hemisphere; the opposite occurred in the southern hemisphere. The spatiotemporal variations in Bowen ratio can be explained by climatic, geographical, and biological factors, with climate factors having the greatest impact. The spatial correlation analyses suggested Bowen ratio increased under higher VPD (R=0.45, P&lt;0.001) and hotter (R=0.14, P&lt;0.05) conditions with more shortwave radiation (R=0.39, P&lt;0.001), and decreased with higher precipitation (R=−0.34, P&lt;0.001), albedo (R=−0.16, P&gt;0.05), and leaf area index (R=−0.25, P&lt;0.001). Compared to FLUXNET observations, CLM well reproduced the global annual mean Bowen ratio (1.48 for CLM vs. 1.56 for FLUXNET), but showed larger differences for certain vegetations types such as open shrublands (−1.53), woody savannas (+1.17). Our results could enhance our understanding of biotic and environmental controls on land surface energy fluxes and help improve the land surface and climate models.
DOI: 10.6084/m9.figshare.20526900
title: Observation of Bose-Einstein condensates of excitons in a bulk semiconductor

description: The raw data used in the study of "Observation of Bose-Einstein condensates of excitons in a bulk semiconductor".
DOI: 10.6084/m9.figshare.11880579
title: Social organisation and breeding biology of the western grasswren

description: Data of the social organisation and reproductive output of western grasswren fom 2019 - 2021 in Western Australia.
DOI: 10.6084/m9.figshare.11880579.v1
title: data_Gibson Vega et al.xlsx

description: This data was used for the publication "Experimental evidence for accelerated adaptation to desiccation through sexual selection on males".
DOI: 10.5281/zenodo.7055752
title: Field Data (7/09/21, 7/10/21, 7/12/21)

description: Field data sets including: wind speed (m/s) and direction (degrees relative to transect heading) erosions pin level change (cm) sediment trap mass (g) living stems per quadrat dead stems per quadrat estimated percent cover relaxed height (cm) stretched height (cm)
DOI: 10.5281/zenodo.7055751
title: Field Data (7/09/21, 7/10/21, 7/12/21)

description: Field data sets including: wind speed (m/s) and direction (degrees relative to transect heading) erosions pin level change (cm) sediment trap mass (g) living stems per quadrat dead stems per quadrat estimated percent cover relaxed height (cm) stretched height (cm)
DOI: 10.6084/m9.figshare.14207351
title: TransAtlas Dataset (June 2019)

description: This dataset comprises geospatial information on health and support services for transgender and gender diverse people in New York City. It was extracted in June 2019 from the online tool 'TransAtlas' (https://transatlas.callen-lorde.org/). <br>These data were used to conduct an analysis of service distribution, the citation for which is provided below. <br>Callander D, Kim B, Domingo M, Tabb LP, Radix A, Timmins L, Baradaran A, Clark MB, Duncan DT. Examining the geospatial distribution of health and support services for transgender, gender non-binary, and other gender diverse people in New York City. <i>Transgender Health</i>; 2021, online first.
DOI: 10.5281/zenodo.6612568
title: Implementing high dimensional reductional analysis on histocytometric data

description: In the previous protocol article (Munoz-Erazo, Schmidt, Shinko, Eccles, et al., 2022), we demonstrated construction of a histocytometry pipeline that is capable of both segmenting highly-aggregated cell populations and retaining the original intensity data range of the input microscopic images. In the protocol article presented here, using the output from the aforementioned protocol article, we demonstrate how to phenotype the data using the high dimensional reductional analysis technique opt-t-SNE (optimized t-distributed Stochastic Neighbor Embedding) and compare it to traditional manual gating. Additional, we present a support protocol illustrating the advantage of the inclusion of cell junction/membrane marker in accurately segmenting highly-aggregated cell populations in ilastik. In the previous protocol article (Munoz-Erazo, Schmidt, Shinko, Eccles, et al., 2022), we demonstrated construction of a histocytometry pipeline that is capable of both segmenting highly-aggregated cell populations and retaining the original intensity data range of the input microscopic images. In the protocol article presented here, using the output from the aforementioned protocol article, we demonstrate how to phenotype the data using the high dimensional reductional analysis technique opt-t-SNE (optimized t-distributed Stochastic Neighbor Embedding) and compare it to traditional manual gating. Additional, we present a support protocol illustrating the advantage of the inclusion of cell junction/membrane marker in accurately segmenting highly-aggregated cell populations in ilastik.
DOI: 10.5281/zenodo.6612569
title: Implementing high dimensional reductional analysis on histocytometric data

description: In the previous protocol article (Munoz-Erazo, Schmidt, Shinko, Eccles, et al., 2022), we demonstrated construction of a histocytometry pipeline that is capable of both segmenting highly-aggregated cell populations and retaining the original intensity data range of the input microscopic images. In the protocol article presented here, using the output from the aforementioned protocol article, we demonstrate how to phenotype the data using the high dimensional reductional analysis technique opt-t-SNE (optimized t-distributed Stochastic Neighbor Embedding) and compare it to traditional manual gating. Additional, we present a support protocol illustrating the advantage of the inclusion of cell junction/membrane marker in accurately segmenting highly-aggregated cell populations in ilastik. In the previous protocol article (Munoz-Erazo, Schmidt, Shinko, Eccles, et al., 2022), we demonstrated construction of a histocytometry pipeline that is capable of both segmenting highly-aggregated cell populations and retaining the original intensity data range of the input microscopic images. In the protocol article presented here, using the output from the aforementioned protocol article, we demonstrate how to phenotype the data using the high dimensional reductional analysis technique opt-t-SNE (optimized t-distributed Stochastic Neighbor Embedding) and compare it to traditional manual gating. Additional, we present a support protocol illustrating the advantage of the inclusion of cell junction/membrane marker in accurately segmenting highly-aggregated cell populations in ilastik.
DOI: 10.5281/zenodo.7084535
title: Implementing high dimensional reductional analysis on histocytometric data

description: In the previous protocol article (Munoz-Erazo, Schmidt, Shinko, Eccles, et al., 2022), we demonstrated construction of a histocytometry pipeline that is capable of both segmenting highly-aggregated cell populations and retaining the original intensity data range of the input microscopic images. In the protocol article presented here, using the output from the aforementioned protocol article, we demonstrate how to phenotype the data using the high dimensional reductional analysis technique opt-t-SNE (optimized t-distributed Stochastic Neighbor Embedding) and compare it to traditional manual gating. Additional, we present a support protocol illustrating the advantage of the inclusion of cell junction/membrane marker in accurately segmenting highly-aggregated cell populations in ilastik. In the previous protocol article (Munoz-Erazo, Schmidt, Shinko, Eccles, et al., 2022), we demonstrated construction of a histocytometry pipeline that is capable of both segmenting highly-aggregated cell populations and retaining the original intensity data range of the input microscopic images. In the protocol article presented here, using the output from the aforementioned protocol article, we demonstrate how to phenotype the data using the high dimensional reductional analysis technique opt-t-SNE (optimized t-distributed Stochastic Neighbor Embedding) and compare it to traditional manual gating. Additional, we present a support protocol illustrating the advantage of the inclusion of cell junction/membrane marker in accurately segmenting highly-aggregated cell populations in ilastik.
DOI: 10.3886/e172841v1-127320
title: Public Health Practicum During COVID-19

description: These data are the result of a course evaluation for a public health practicum created in Fall 2020 during COVID-19. The course included 282 students who continued through the end of the Fall Quarter 2020; 88.3% (n=249) completed the course evaluation.
description: Response Rates: 88.3% (n=249)
description: Everyone who was in the practicum.
description: Undergraduate students who participated in a public health practicum to educate the university community about COVID-19 mitigation practices. Smallest Geographic Unit: The university
description: web-based survey;