cometadata/datacite-titles-descriptions-related-identifiers huggingface dataset:
DOI: 10.6084/m9.figshare.28320797.v1
title: PJBL 773.csv

description: The data provides responses from 773 engineering students of Indonesian University related to their satisfaction
DOI: 10.15468/dl.qmy296
title: Occurrence Download

description: A dataset containing 2282 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Calathea lutea (Aubl.) E.Mey. ex Schult."
 ]
}

 The dataset includes 2282 records from 179 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0005940-250127130748423/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.5281/zenodo.14776644
title: US Candle Market 2024 To 2033

description: US Candle Market Size, Trends and Insights By Product Type (Votive Candles, Pillar Candles, Container Candles, Taper Candles, Specialty Candles, Other), By Fragrance Type (Scented Candles, Floral, Woody, Sweet & Spicy, Others, Non-scented Candles), By Wax Type (Paraffin, Beeswax, Stearin, Soy Wax, Other), By Category (Natural, Synthetic), By End-use (Residential, Commercial, Beauty & Spa Centers, Medication Centers, Hospitality, Others), By End User (Online, Offline), and By Region - Industry Overview, Statistical Data, Competitive Analysis, Share, Outlook, and Forecast 2024–2033.

Reports Description

As per the current market research conducted by the CMI Team, the US Candle Market is expected to record a CAGR of 3.91% from 2024 to 2033. In 2024, the market size is projected to reach a valuation of USD 3.68 Billion. By 2033, the valuation is anticipated to reach USD 5.20 Billion.

For more information, DOWNLOAD FREE SAMPLE Now at https://www.custommarketinsights.com/request-for-free-sample/?reportid=54887
DOI: 10.5281/zenodo.14776645
title: US Candle Market 2024 To 2033

description: US Candle Market Size, Trends and Insights By Product Type (Votive Candles, Pillar Candles, Container Candles, Taper Candles, Specialty Candles, Other), By Fragrance Type (Scented Candles, Floral, Woody, Sweet & Spicy, Others, Non-scented Candles), By Wax Type (Paraffin, Beeswax, Stearin, Soy Wax, Other), By Category (Natural, Synthetic), By End-use (Residential, Commercial, Beauty & Spa Centers, Medication Centers, Hospitality, Others), By End User (Online, Offline), and By Region - Industry Overview, Statistical Data, Competitive Analysis, Share, Outlook, and Forecast 2024–2033.

Reports Description

As per the current market research conducted by the CMI Team, the US Candle Market is expected to record a CAGR of 3.91% from 2024 to 2033. In 2024, the market size is projected to reach a valuation of USD 3.68 Billion. By 2033, the valuation is anticipated to reach USD 5.20 Billion.

For more information, DOWNLOAD FREE SAMPLE Now at https://www.custommarketinsights.com/request-for-free-sample/?reportid=54887
DOI: 10.5281/zenodo.13309565
title: Morphological profiling data resource enables prediction of chemical compound properties

description: Morphological profiling with the Cell Painting assay has emerged as a promising method in drug discovery research. The assay captures morphological changes across various cellular compartments enabling the rapid prediction of compound bioactivity. We present a comprehensive morphological profiling resource using the carefully curated and well-annotated EU-OPENSCREEN Bioactive Compounds. The data was generated across four imaging sites with high-throughput confocal microscopes using the Hep G2 as well as the U2 OS cell line. We employed an extensive assay optimization process to achieve high data quality across the different sites. An analysis of the extracted profiles validates the robustness of the generated data. We used this resource to compare the morphological features of the different cell lines. By correlating the profiles with overall activity, cellular toxicity, several specific mechanisms of action (MOAs), and protein targets, we demonstrate the dataset's potential for facilitating more extensive exploration of mechanisms of action.
DOI: 10.5281/zenodo.13309566
title: Morphological Profiling Dataset of EU-OPENSCREEN Bioactive Compounds Over Multiple Imaging Sites and Cell Lines

description: Morphological profiling with the Cell Painting assay has emerged as a promising method in drug discovery research. The assay captures morphological changes across various cellular compartments enabling the rapid identification of the effect of compounds. We present a comprehensive morphological profiling dataset using the carefully curated and well-annotated EU-OPENSCREEN Bioactive Compound Set. 

Our profiling dataset was generated across multiple imaging sites with high-throughput confocal microscopes using the Hep G2 as well as the U2 OS cell line. We employed an extensive assay optimization process to achieve high data quality across the different imaging sites. An analysis of the four replicates validates the robustness of the generated data. We compare morphological features of the different cell lines and map the profiles to activity, toxicity, and basic compound targets to further describe the datasets as well as demonstrate the potential of this dataset to be used for mechanism of action exploration.
DOI: 10.5281/zenodo.14776021
title: Morphological profiling data resource enables prediction of chemical compound properties

description: Morphological profiling with the Cell Painting assay has emerged as a promising method in drug discovery research. The assay captures morphological changes across various cellular compartments enabling the rapid prediction of compound bioactivity. We present a comprehensive morphological profiling resource using the carefully curated and well-annotated EU-OPENSCREEN Bioactive Compounds. The data was generated across four imaging sites with high-throughput confocal microscopes using the Hep G2 as well as the U2 OS cell line. We employed an extensive assay optimization process to achieve high data quality across the different sites. An analysis of the extracted profiles validates the robustness of the generated data. We used this resource to compare the morphological features of the different cell lines. By correlating the profiles with overall activity, cellular toxicity, several specific mechanisms of action (MOAs), and protein targets, we demonstrate the dataset's potential for facilitating more extensive exploration of mechanisms of action.
DOI: 10.5281/zenodo.13683726
title: Submission for ICML 2025

description: The following holds code for the submission "caMoEflage: Efficient Membership Defense by Leveraging Mixture-of-(Non)Experts"
DOI: 10.5281/zenodo.13683727
title: Submission for Usenix Security 2025

description: The following holds code for the submission "caMoEflage: Efficient Membership Defense by Leveraging Mixture-of-(Non)Experts"
DOI: 10.5281/zenodo.13739686
title: Submission for ICML 2025

description: The following holds code for the submission "caMoEflage: Efficient Membership Defense by Leveraging Mixture-of-(Non)Experts"
DOI: 10.5281/zenodo.14776650
title: Submission for ICML 2025

description: The following holds code for the submission "caMoEflage: Efficient Membership Defense by Leveraging Mixture-of-(Non)Experts"
DOI: 10.5281/zenodo.14776659
title: North America Feminine Hygiene Products Market 2024 To 2033

description: North America Feminine Hygiene Products Market Size, Trends and Insights By Product Type (Menstrual pads, Tampons, Panty liners, Menstrual cups, Feminine wipes, Others), By Nature (Disposable, Reusable), By End User (Adult Women, Teenage Girls, Others), By Distribution Channel (Supermarkets/Hypermarkets, Drugstores/Pharmacies, Online Retail, Convenience Stores, Others), and By Region - Industry Overview, Statistical Data, Competitive Analysis, Share, Outlook, and Forecast 2024–2033.

Reports Description

As per the current market research conducted by the CMI Team, the North America Feminine Hygiene Products Market is expected to record a CAGR of 5.8% from 2024 to 2033. In 2024, the market size is projected to reach a valuation of USD 8,761.8 Million. By 2033, the valuation is anticipated to reach USD 14,553.4 Million.

The North America feminine hygiene products market refers to the industry encompassing the manufacturing, distribution, and sale of products designed for the menstrual and personal hygiene needs of women. This includes menstrual pads, tampons, panty liners, menstrual cups, and feminine wipes.

The market is driven by factors such as increasing awareness of menstrual health, product innovation, growing demand for organic and eco-friendly options, and expanding distribution channels. Key players in the market offer a diverse range of products tailored to meet the diverse needs and preferences of consumers across the region.

For more information, DOWNLOAD FREE SAMPLE Now at https://www.custommarketinsights.com/request-for-free-sample/?reportid=53904
DOI: 10.5281/zenodo.14776660
title: North America Feminine Hygiene Products Market 2024 To 2033

description: North America Feminine Hygiene Products Market Size, Trends and Insights By Product Type (Menstrual pads, Tampons, Panty liners, Menstrual cups, Feminine wipes, Others), By Nature (Disposable, Reusable), By End User (Adult Women, Teenage Girls, Others), By Distribution Channel (Supermarkets/Hypermarkets, Drugstores/Pharmacies, Online Retail, Convenience Stores, Others), and By Region - Industry Overview, Statistical Data, Competitive Analysis, Share, Outlook, and Forecast 2024–2033.

Reports Description

As per the current market research conducted by the CMI Team, the North America Feminine Hygiene Products Market is expected to record a CAGR of 5.8% from 2024 to 2033. In 2024, the market size is projected to reach a valuation of USD 8,761.8 Million. By 2033, the valuation is anticipated to reach USD 14,553.4 Million.

The North America feminine hygiene products market refers to the industry encompassing the manufacturing, distribution, and sale of products designed for the menstrual and personal hygiene needs of women. This includes menstrual pads, tampons, panty liners, menstrual cups, and feminine wipes.

The market is driven by factors such as increasing awareness of menstrual health, product innovation, growing demand for organic and eco-friendly options, and expanding distribution channels. Key players in the market offer a diverse range of products tailored to meet the diverse needs and preferences of consumers across the region.

For more information, DOWNLOAD FREE SAMPLE Now at https://www.custommarketinsights.com/request-for-free-sample/?reportid=53904
DOI: 10.15468/dl.xyg3g9
title: Occurrence Download

description: A dataset containing 26 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is Mexico",
 "GadmGid is MEX.6_1",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "OccurrenceStatus is Present",
 "TaxonKey is Lontra longicaudis (Olfers, 1818)"
 ]
}

 The dataset includes 26 records from 5 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0005942-250127130748423/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.6084/m9.figshare.28320587
title: MALDI-MSI and spatial transcriptome for murine iCCA model

description: MALDI-MSI and spatial transcriptome for murine iCCA model
DOI: 10.15468/dl.8j3dat
title: Occurrence Download

description: A dataset containing 40673 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Psidium guajava L."
 ]
}

 The dataset includes 40673 records from 849 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0005941-250127130748423/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.6084/m9.figshare.28320809.v1
title: Supplementary Material for: A Single-Centre Experience with Continuous and Pulsatile Flow Veno-Arterial Extracorporeal Membrane Oxygenation (VA-ECMO) for Cardiogenic Shock

description: Objective: Pulsatile flow in Veno-Arterial Extracorporeal Membrane Oxygenation (VA-ECMO) for treatment of cardiogenic shock may yield physiological benefits over continuous flow. The primary objective of this study was to evaluate whether there are detectable differences between these modes in a small single-centre cohort.
Methods: We performed a retrospective analysis of patients who underwent VA-ECMO support for cardiogenic shock at our institution between 2019 and 2023. Data collected included demographic information, disease severity scores, duration of ECMO support and duration of pulsatile flow. Primary outcome variables were in-hospital mortality and Barthel score. Safety outcomes were stroke or systemic embolization, bleeding, and limb ischemia.
Results: A total of 66 patients were included in the analysis. 17 (26 %) had received continuous and 49 (74 %) pulsatile VA-ECMO. In-hospital mortality was 71 % vs. 80 % (p = 0.445) and mean Barthel scores in survivors were 85 vs. 71 (p = 0.488). All safety outcomes were similar between the groups. In VA-ECMO devices capable of pulsatility, actual pulsatile flow was delivered during 64% of total runtime. 
Conclusion: We could not demonstrate clear differences in mortality or functional outcome between pulsatile and continuous flow in this single-centre cohort. However, the small sample size, short time of actual pulsatile flow and several between group differences clearly limit the robustness of this observation. The inconclusive nature of our results underscores the need for larger and randomised controlled trials.
DOI: 10.5281/zenodo.10998750
title: A Stacked-Ensemble Approach to Predicting Cosmic Radiation Exposure in Commercial Aircraft using ARMAS Dataset

description: Key points:

1) Radiations emanating from cosmic rays are potentially high at aviation altitudes.

2) Frequent flyers and flight crew face heightened cancer risks due to elevated annual radiation exposure at aviation altitudes.

3) A machine learning-based, stacked ensemble approach is used to predict and classify the measured absorbed dose rate at aviation altitudes.

4) The model offers class probabilities, uncertainty estimation, a reliability curve, and predicts potentially dangerous radiation exposure.

 

Ionizing radiation, originating from primary protons and α particles beyond the solar system, interacts with Earth's atmosphere, producing high-energy subatomic particles and secondary ionizing radiation. The exposure of aircrews to cosmic radiation has long been acknowledged as a significant occupational health concern, prompting regulatory interventions by nations and aviation authorities following the guidelines outlined by the International Commission on Radiological Protection (ICRP). At cruising altitudes, atmospheric ionizing radiation, primarily high linear energy transfer (LET) radiation, poses a significant risk, capable of causing direct DNA damage and potential health hazards, such as cancer. Airline personnel and frequent travelers on such routes face heightened monthly and yearly radiation exposures, with potential career-limiting health implications. This research paper aims to predict radiation doses on an aircraft using the Automated Radiation Measurements for Aerospace Safety (ARMAS) dataset. We employed a stacked-ensemble classification model to predict measured absorbed dose rates, dD(Si)/dt (μGy/h), across various commercial flights in the United States. The performance was evaluated using standard metrics, including recall (R), precision (P), and F1-score. Our findings are twofold: multi-class classifications provide dose predictions, while a binary prediction approach identifies instances exceeding a predefined threshold, crucial for detecting potentially hazardous radiation levels. Additionally, we introduce an uncertainty score and a reliability curve to improve our understanding of model confidence and prevent overconfidence.
DOI: 10.5281/zenodo.10998751
title: A Stacked-Ensemble Approach to Predicting Cosmic Radiation Exposure in Commercial Aircraft using ARMAS Dataset

description: Key points:

1) Radiations emanating from cosmic rays are potentially high at aviation altitudes.

2) Frequent flyers and flight crew face heightened cancer risks due to elevated annual radiation exposure at aviation altitudes.

3) A machine learning-based, stacked ensemble approach is used to predict and classify the measured absorbed dose rate at aviation altitudes.

4) The model offers class probabilities, uncertainty estimation, a reliability curve, and predicts potentially dangerous radiation exposure.

 

Ionizing radiation, originating from primary protons and α particles beyond the solar system, interacts with Earth's atmosphere, producing high-energy subatomic particles and secondary ionizing radiation. The exposure of aircrews to cosmic radiation has long been acknowledged as a significant occupational health concern, prompting regulatory interventions by nations and aviation authorities following the guidelines outlined by the International Commission on Radiological Protection (ICRP). At cruising altitudes, atmospheric ionizing radiation, primarily high linear energy transfer (LET) radiation, poses a significant risk, capable of causing direct DNA damage and potential health hazards, such as cancer. Airline personnel and frequent travelers on such routes face heightened monthly and yearly radiation exposures, with potential career-limiting health implications. This research paper aims to predict radiation doses on an aircraft using the Automated Radiation Measurements for Aerospace Safety (ARMAS) dataset. We employed a stacked-ensemble classification model to predict measured absorbed dose rates, dD(Si)/dt (μGy/h), across various commercial flights in the United States. The performance was evaluated using standard metrics, including recall (R), precision (P), and F1-score. Our findings are twofold: multi-class classifications provide dose predictions, while a binary prediction approach identifies instances exceeding a predefined threshold, crucial for detecting potentially hazardous radiation levels. Additionally, we introduce an uncertainty score and a reliability curve to improve our understanding of model confidence and prevent overconfidence.
DOI: 10.5281/zenodo.14776679
title: US Jewelry Market 2024 To 2033

description: US Jewelry Market Size, Trends and Insights By Product Type (Rings, Necklaces, Earrings, Bracelets, Brooches, Watches, Others), By Material Type (Gold, Silver, Platinum, Diamond, Gemstones, Pearl, Others), By Distribution Channel (Retail Stores, Online Retailers, Specialty Stores, Department Stores, Boutique Stores, Others), By Price Range (Luxury/High-end, Mid-range, Economy), and By Region - Industry Overview, Statistical Data, Competitive Analysis, Share, Outlook, and Forecast 2024–2033.

Reports Description

As per the current market research conducted by the CMI Team, the US Jewelry Market is expected to record a CAGR of 4.2% from 2024 to 2033. In 2024, the market size is projected to reach a valuation of USD 77.2 Billion. By 2033, the valuation is anticipated to reach USD 111.8 Billion.

The US Jewelry Market encompasses the buying and selling of a diverse range of jewelry items, including rings, necklaces, earrings, bracelets, and watches. It is characterized by a competitive landscape comprising both traditional brick-and-mortar retailers and online platforms. Key drivers of the market include evolving consumer preferences, technological advancements, and changing fashion trends.

Major players in the industry offer a variety of products, ranging from luxury to affordable options, catering to different demographic segments. Additionally, factors such as sustainability, ethical sourcing, and customization options increasingly influence purchasing decisions, shaping the overall dynamics of the market.

For more information, DOWNLOAD FREE SAMPLE Now at https://www.custommarketinsights.com/request-for-free-sample/?reportid=53848
DOI: 10.5281/zenodo.14776680
title: US Jewelry Market 2024 To 2033

description: US Jewelry Market Size, Trends and Insights By Product Type (Rings, Necklaces, Earrings, Bracelets, Brooches, Watches, Others), By Material Type (Gold, Silver, Platinum, Diamond, Gemstones, Pearl, Others), By Distribution Channel (Retail Stores, Online Retailers, Specialty Stores, Department Stores, Boutique Stores, Others), By Price Range (Luxury/High-end, Mid-range, Economy), and By Region - Industry Overview, Statistical Data, Competitive Analysis, Share, Outlook, and Forecast 2024–2033.

Reports Description

As per the current market research conducted by the CMI Team, the US Jewelry Market is expected to record a CAGR of 4.2% from 2024 to 2033. In 2024, the market size is projected to reach a valuation of USD 77.2 Billion. By 2033, the valuation is anticipated to reach USD 111.8 Billion.

The US Jewelry Market encompasses the buying and selling of a diverse range of jewelry items, including rings, necklaces, earrings, bracelets, and watches. It is characterized by a competitive landscape comprising both traditional brick-and-mortar retailers and online platforms. Key drivers of the market include evolving consumer preferences, technological advancements, and changing fashion trends.

Major players in the industry offer a variety of products, ranging from luxury to affordable options, catering to different demographic segments. Additionally, factors such as sustainability, ethical sourcing, and customization options increasingly influence purchasing decisions, shaping the overall dynamics of the market.

For more information, DOWNLOAD FREE SAMPLE Now at https://www.custommarketinsights.com/request-for-free-sample/?reportid=53848
DOI: 10.5281/zenodo.14776697
title: Europe Jewelry Market 2024 To 2033

description: Europe Jewelry Market Size, Trends and Insights By Product Type (Rings, Necklaces, Earrings, Bracelets, Brooches, Watches, Others), By Material Type (Gold, Silver, Platinum, Diamond, Gemstones, Pearl, Others), By Distribution Channel (Retail Stores, Online Retailers, Specialty Stores, Department Stores, Boutique Stores, Others), By Price Range (Luxury/High-end, Mid-range, Economy), and By Region - Industry Overview, Statistical Data, Competitive Analysis, Share, Outlook, and Forecast 2024–2033.

Reports Description

As per the current market research conducted by the CMI Team, the Europe Jewelry Market is expected to record a CAGR of 4.8% from 2024 to 2033. In 2024, the market size is projected to reach a valuation of USD 65.1 Billion. By 2033, the valuation is anticipated to reach USD 102.1 Billion.

The Europe Jewelry Market encompasses the production, distribution, and retailing of various types of jewelry, including rings, necklaces, earrings, bracelets, and watches, crafted from materials such as gold, silver, diamonds, gemstones, and pearls. Renowned for its rich cultural heritage, Europe offers a diverse array of jewelry styles, from traditional craftsmanship to contemporary designs.

The market caters to a broad spectrum of consumers, ranging from luxury aficionados seeking high-end pieces to fashion-conscious individuals desiring trendy accessories. With a focus on quality, craftsmanship, and innovation, the Europe Jewelry Market represents a dynamic and evolving industry at the intersection of art, culture, and commerce.

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