cometadata/datacite-titles-descriptions-related-identifiers huggingface dataset:
DOI: 10.5281/zenodo.15244401
title: Global 3D Cell Culture Market 2024 To 2033

description: 3D Cell Culture Market Size, Trends and Insights By Product (Scaffolds Based 3d Cell Culture, Scaffold-Free 3d Cell Culture, Microfluidic 3d Cell Culture, Magnetic & Bioprinted), By Application (Cancer Research, Stem Cell Research, Drug Discovery, Regenerative medicine), By End User (Biotechnology and Pharmaceutical Companies, Research Laboratories, Academic Institutes), and By Region - Global Industry Overview, Statistical Data, Competitive Analysis, Share, Outlook, and Forecast 2024–2033.

Reports Description

Global 3D Cell Culture Market was valued at USD 1.9 Billion in 2024 and is expected to reach USD 4.6 Billion by 2033, at a CAGR of 11.3% during the forecast period 2024 – 2033.

3D cell culture is a method of developing cells in a three-dimensional environment which further closely resembles the natural circumstances present in live organisms than typical two-dimensional (2D) cell culture on flat surfaces such as petri dishes.

Cells in 3D culture are free to develop and engage with one another in an unconstrained space, resulting in intricate structures comparable to those observed in tissues and organs.

For more information, DOWNLOAD FREE SAMPLE Now at https://www.custommarketinsights.com/request-for-free-sample/?reportid=43896
DOI: 10.5281/zenodo.15244402
title: Global 3D Cell Culture Market 2024 To 2033

description: 3D Cell Culture Market Size, Trends and Insights By Product (Scaffolds Based 3d Cell Culture, Scaffold-Free 3d Cell Culture, Microfluidic 3d Cell Culture, Magnetic & Bioprinted), By Application (Cancer Research, Stem Cell Research, Drug Discovery, Regenerative medicine), By End User (Biotechnology and Pharmaceutical Companies, Research Laboratories, Academic Institutes), and By Region - Global Industry Overview, Statistical Data, Competitive Analysis, Share, Outlook, and Forecast 2024–2033.

Reports Description

Global 3D Cell Culture Market was valued at USD 1.9 Billion in 2024 and is expected to reach USD 4.6 Billion by 2033, at a CAGR of 11.3% during the forecast period 2024 – 2033.

3D cell culture is a method of developing cells in a three-dimensional environment which further closely resembles the natural circumstances present in live organisms than typical two-dimensional (2D) cell culture on flat surfaces such as petri dishes.

Cells in 3D culture are free to develop and engage with one another in an unconstrained space, resulting in intricate structures comparable to those observed in tissues and organs.

For more information, DOWNLOAD FREE SAMPLE Now at https://www.custommarketinsights.com/request-for-free-sample/?reportid=43896
DOI: 10.15468/dl.2uer3s
title: Occurrence Download

description: A dataset containing 3586718 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is Honduras",
 "OccurrenceStatus is Present"
 ]
}

 The dataset includes 3586718 records from 992 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0002956-250325103851331/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.bj2ks3
title: Occurrence Download

description: A dataset containing 782 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Adenomera marmorata Steindachner, 1867",
 "HasCoordinate is true",
 "HasGeospatialIssue is false"
 ]
}

 The dataset includes 782 records from 24 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0002983-250325103851331/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.28673729
title: EXTENDED DATA.doc

description: Exploring the Challenges of AI-Driven Business Intelligence Systems in the Malaysian Insurance Industry
DOI: 10.15468/dl.4ne6t4
title: Occurrence Download

description: A dataset containing 32 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Garrulax courtoisi Menegaux, 1923"
 ]
}

 The dataset includes 32 records from 8 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0002984-250325103851331/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.9mfynj
title: Occurrence Download

description: A dataset containing 389 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Aglyptodactylus madagascariensis (Duméril, 1853)",
 "HasCoordinate is true",
 "HasGeospatialIssue is false"
 ]
}

 The dataset includes 389 records from 15 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0002986-250325103851331/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.htwgg9
title: Occurrence Download

description: A dataset containing 1313 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is China",
 "OccurrenceStatus is Present",
 "TaxonKey is Larix potaninii Batalin"
 ]
}

 The dataset includes 1313 records from 35 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0002985-250325103851331/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.yrj2wb
title: Occurrence Download

description: A dataset containing 22324 species occurrences available in GBIF matching the query:
{
 "and" : [
 "BasisOfRecord is Human Observation",
 "DatasetKey is one of (iNaturalist Research-grade Observations, NSW BioNet Atlas, Northern Rivers Koala Habitat Restoration Project)",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "License is one of (CC-BY 4.0, CC-BY-NC 4.0, CC0 1.0)",
 "TaxonKey is one of (Melaleuca quinquenervia (Cav.) S.T.Blake, Melaleuca ericifolia Sm., Melaleuca biconvexa Byrnes, Melaleuca nodosa Link, 1822, Melaleuca linariifolia Sm., Melaleuca ericifolia Andrews, Melaleuca stipitata Craven, Melaleuca alternifolia (Maiden & Betche) Cheel, Melaleuca viridiflora Sol., Melaleuca leucadendra (L.) L.)"
 ]
}

 The dataset includes 22324 records from 3 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0002987-250325103851331/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.pz4rmj
title: Occurrence Download

description: A dataset containing 1822 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Allobates femoralis (Boulenger, 1884)",
 "HasCoordinate is true",
 "HasGeospatialIssue is false"
 ]
}

 The dataset includes 1822 records from 71 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0002988-250325103851331/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.pw75sy
title: Occurrence Download

description: A dataset containing 20 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Asemum tenuicorne Kraatz, 1879"
 ]
}

 The dataset includes 20 records from 6 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0002989-250325103851331/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.5439/1884520
title: GUC CSU X-Band Precipitation Extracted Radar Columns and In-Situ Sensors (RadCLss)

description: For the Surface Atmosphere Integrated Field Laboratory (SAIL) campaign, a scanning X-Band dual-polarimetric radar provided by Colorado State University (CSU) was deployed to estimate precipitation within the Upper Colorado River Basin. In order to evaluate precipitation estimates from the CSU X-Band Radar (XPRECIPRADAR), radar columns are extracted above field sites of interest to the SAIL campaign. These radar columns are then matched to in-situ sensors at these locations.
DOI: 10.15468/dl.cwrxxe
title: Occurrence Download

description: A dataset containing 256 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Allobates marchesianus (Melin, 1941)",
 "HasCoordinate is true",
 "HasGeospatialIssue is false"
 ]
}

 The dataset includes 256 records from 21 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0002990-250325103851331/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.4cxeam
title: Occurrence Download

description: A dataset containing 1344 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is China",
 "OccurrenceStatus is Present",
 "TaxonKey is Abies fargesii Franch."
 ]
}

 The dataset includes 1344 records from 34 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0002991-250325103851331/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.89s3qq
title: Occurrence Download

description: A dataset containing 679 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Allobates talamancae (Cope, 1875)",
 "HasCoordinate is true",
 "HasGeospatialIssue is false"
 ]
}

 The dataset includes 679 records from 30 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0002992-250325103851331/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.60508/8ysz-sx43
title: TEEGLLTEEG: This EEG Looks Like That EEG

description: This dataset comprises 50,697 electroencephalography (EEG) segments from 2,711
patients who underwent continuous EEG monitoring at Massachusetts General
Hospital between July 2006 and March 2020. The EEG segments are labeled for
six classes of patterns: seizures, lateralized periodic discharges (LPDs),
generalized periodic discharges (GPDs), lateralized rhythmic delta activity
(LRDA), generalized rhythmic delta activity (GRDA), and other patterns. These
annotations were done by 124 domain experts and trained annotators. The
dataset was used to develop and validate interpretable deep learning model
that accurately classifies these patterns while providing faithful case-based
explanations for its classifications. This comprehensive EEG dataset with
expert annotations provides a valuable resource for developing and validating
automated methods for EEG interpretation.
DOI: 10.60508/edcf-kr53
title: TEEGLLTEEG: This EEG Looks Like That EEG

description: This dataset comprises 50,697 electroencephalography (EEG) segments from 2,711
patients who underwent continuous EEG monitoring at Massachusetts General
Hospital between July 2006 and March 2020. The EEG segments are labeled for
six classes of patterns: seizures, lateralized periodic discharges (LPDs),
generalized periodic discharges (GPDs), lateralized rhythmic delta activity
(LRDA), generalized rhythmic delta activity (GRDA), and other patterns. These
annotations were done by 124 domain experts and trained annotators. The
dataset was used to develop and validate interpretable deep learning model
that accurately classifies these patterns while providing faithful case-based
explanations for its classifications. This comprehensive EEG dataset with
expert annotations provides a valuable resource for developing and validating
automated methods for EEG interpretation.
DOI: 10.60508/rd3w-vr51
title: TEEGLLTEEG: This EEG Looks Like That EEG

description: This dataset comprises 50,697 electroencephalography (EEG) segments from 2,711
patients who underwent continuous EEG monitoring at Massachusetts General
Hospital between July 2006 and March 2020. The EEG segments are labeled for
six classes of patterns: seizures, lateralized periodic discharges (LPDs),
generalized periodic discharges (GPDs), lateralized rhythmic delta activity
(LRDA), generalized rhythmic delta activity (GRDA), and other patterns. These
annotations were done by 124 domain experts and trained annotators. The
dataset was used to develop and validate interpretable deep learning model
that accurately classifies these patterns while providing faithful case-based
explanations for its classifications. This comprehensive EEG dataset with
expert annotations provides a valuable resource for developing and validating
automated methods for EEG interpretation.
DOI: 10.60508/zhmr-9a59
title: TEEGLLTEEG: This EEG Looks Like That EEG

description: This dataset comprises 50,697 electroencephalography (EEG) segments from 2,711
patients who underwent continuous EEG monitoring at Massachusetts General
Hospital between July 2006 and March 2020. The EEG segments are labeled for
six classes of patterns: seizures, lateralized periodic discharges (LPDs),
generalized periodic discharges (GPDs), lateralized rhythmic delta activity
(LRDA), generalized rhythmic delta activity (GRDA), and other patterns. These
annotations were done by 124 domain experts and trained annotators. The
dataset was used to develop and validate interpretable deep learning model
that accurately classifies these patterns while providing faithful case-based
explanations for its classifications. This comprehensive EEG dataset with
expert annotations provides a valuable resource for developing and validating
automated methods for EEG interpretation.
DOI: 10.26183/swsa-nx87
title: Data from project on labelled fungal necromass addition and paper "Necromass of diverse root-associated fungi suppresses decomposition of native soil carbon via impacts of their traits"

description: Data from trait assessment and incubation experiment. This project investigated the impact of fungal necromass addition on the cycling of native organic carbon  and the relationships of these impacts with fungal traits. We used C isotopic labelled fungal biomass of 14 species, to incubate it in soil under controlled conditions. We separately assessed fungal traits in in-vitro conditions.
</p>
This data sets contains one Excel spread sheet recording data from soil incubation, CO2 production from decomposition of fungal carbon and soil organic carbon, fitted parameters of exponential decay, and various measurements of chemical and physiological traits of the fungal species used.
DOI: 10.15468/dl.ypzwrx
title: Occurrence Download

description: A dataset containing 11 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Alsodes montanus (Lataste, 1902)",
 "HasCoordinate is true",
 "HasGeospatialIssue is false"
 ]
}

 The dataset includes 11 records from 2 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0002993-250325103851331/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.tf6p2z
title: Occurrence Download

description: A dataset containing 2015 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is one of (China, Chinese Taipei)",
 "OccurrenceStatus is Present",
 "TaxonKey is Picea likiangensis (Franch.) E.Pritz."
 ]
}

 The dataset includes 2015 records from 41 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0002994-250325103851331/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.28669247
title: S1_raw_images.pdf

description: 我们的研究解决了脊髓损伤后的继发性肺损伤，这是影响患者预后的主要因素。传统疗法的疗效有限，但我们的研究结果表明，miR-145-5p 可以通过靶向 PI3K/AKT/mTOR 通路来减轻肺部炎症并促进细胞自噬。这项研究为跑步机训练如何通过这种机制增强肺保护提供了新的见解，丰富了我们对 miRNA-145-5p 在脊髓损伤中的作用的理解。
DOI: 10.6084/m9.figshare.28673735
title: Microplastics abundance.xlsx

description: Subsurface microplastic migration in karst regions exhibits pronounced uncertainties due to complex terrain and interactions with precipitation and soil conditions. This study investigates vertical migration patterns of microplastics in karst soils and establishes predictive models for subsurface transport. Soil samples from Guizhou karst areas were analyzed using a custom-designed simulation apparatus. Controlled experiments were conducted under varying rainfall intensities (10, 30, 50 mm/h) and soil fissure degrees (1%, 3%, 5%). Stratified sampling (0–5 cm, 5–10 cm, 10–20 cm, 20–30 cm) enabled systematic evaluation of organic matter distribution, aggregate characteristics, and their interactions with microplastic mobility. Linear regression and artificial neural network models were developed to predict vertical migration patterns. Rainfall intensity and soil fissure degree positively correlate with microplastic vertical migration. Their changes can significantly affect the proportions of organic matter and aggregates in the soil. No correlation was found between microplastic vertical migration and soil organic matter. The particle size of soil aggregates affects microplastic migration, with aggregates &lt; 5 mm being a key factor. Linear regression models fit the data well, and neural network models clearly show the impact and direction of each feature on the prediction. Aggregates hinder microplastic vertical migration in karst areas.
DOI: 10.6084/m9.figshare.28673735.v1
title: Microplastics abundance.xlsx

description: Subsurface microplastic migration in karst regions exhibits pronounced uncertainties due to complex terrain and interactions with precipitation and soil conditions. This study investigates vertical migration patterns of microplastics in karst soils and establishes predictive models for subsurface transport. Soil samples from Guizhou karst areas were analyzed using a custom-designed simulation apparatus. Controlled experiments were conducted under varying rainfall intensities (10, 30, 50 mm/h) and soil fissure degrees (1%, 3%, 5%). Stratified sampling (0–5 cm, 5–10 cm, 10–20 cm, 20–30 cm) enabled systematic evaluation of organic matter distribution, aggregate characteristics, and their interactions with microplastic mobility. Linear regression and artificial neural network models were developed to predict vertical migration patterns. Rainfall intensity and soil fissure degree positively correlate with microplastic vertical migration. Their changes can significantly affect the proportions of organic matter and aggregates in the soil. No correlation was found between microplastic vertical migration and soil organic matter. The particle size of soil aggregates affects microplastic migration, with aggregates &lt; 5 mm being a key factor. Linear regression models fit the data well, and neural network models clearly show the impact and direction of each feature on the prediction. Aggregates hinder microplastic vertical migration in karst areas.
DOI: 10.15468/dl.ph6kyd
title: Occurrence Download

description: A dataset containing 5 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Cephalallus oberthueri Sharp, 1905"
 ]
}

 The dataset includes 5 records from 4 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0002996-250325103851331/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.gdtdwd
title: Occurrence Download

description: A dataset containing 87 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Continent is Asia",
 "Country is China",
 "TaxonKey is Coraebus Laporte de Castelnau & Gory, 1839"
 ]
}

 The dataset includes 87 records from 6 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0002997-250325103851331/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.zbv4uy
title: Occurrence Download

description: A dataset containing 1245 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Continent is Asia",
 "OccurrenceStatus is Present",
 "TaxonKey is Quercus aquifolioides Rehder & E.H.Wilson"
 ]
}

 The dataset includes 1245 records from 20 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0003000-250325103851331/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.25582/data.2024-03.3058124/2537023
title: Data for EMSL Project 60257 from March 2024
DOI: 10.25582/data.2024-03.3073520/2537030
title: Data for EMSL Project 60257 from March 2024
DOI: 10.25582/data.2024-03.3073597/2537038
title: Data for EMSL Project 60257 from March 2024
DOI: 10.25582/data.2024-03.3073762/2537060
title: Data for EMSL Project 60257 from March 2024
DOI: 10.25582/data.2024-03.3073796/2537066
title: Data for EMSL Project 60257 from March 2024
DOI: 10.25582/data.2024-03.3073850/2537074
title: Data for EMSL Project 60257 from March 2024
DOI: 10.25582/data.2024-03.3073521/2537081
title: Data for EMSL Project 51874 from March 2024
DOI: 10.25582/data.2024-03.3073617/2537087
title: Data for EMSL Project 51874 from March 2024
DOI: 10.25582/data.2024-03.3073635/2537088
title: Data for EMSL Project 51874 from March 2024
DOI: 10.25582/data.2024-03.3073696/2537094
title: Data for EMSL Project 51874 from March 2024
DOI: 10.25582/data.2024-03.3073698/2537095
title: Data for EMSL Project 51874 from March 2024
DOI: 10.25582/data.2024-03.3073757/2537102
title: Data for EMSL Project 51874 from March 2024
DOI: 10.25582/data.2024-03.3073808/2537110
title: Data for EMSL Project 51874 from March 2024
DOI: 10.5519/qd.hy65zrje
title: Query on the Natural History Museum Data Portal (data.nhm.ac.uk) (53 records)
DOI: 10.25582/data.2024-03.3073831/2537116
title: Data for EMSL Project 51874 from March 2024
DOI: 10.25582/data.2024-03.3073843/2537117
title: Data for EMSL Project 51874 from March 2024
DOI: 10.25582/data.2024-03.3057641/2537124
title: Data for EMSL Project 50596 from March 2024
DOI: 10.25582/data.2024-03.3057649/2537130
title: Data for EMSL Project 50596 from March 2024
DOI: 10.25582/data.2024-03.3057656/2537137
title: Data for EMSL Project 50596 from March 2024
DOI: 10.25582/data.2024-03.3057657/2537138
title: Data for EMSL Project 50596 from March 2024
DOI: 10.25582/data.2024-03.3057664/2537145
title: Data for EMSL Project 50596 from March 2024
DOI: 10.25582/data.2024-03.3057665/2537146
title: Data for EMSL Project 50596 from March 2024
DOI: 10.15468/dl.gjpqh3
title: Occurrence Download

description: A dataset containing 123 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Continent is Asia",
 "Country is China",
 "TaxonKey is Larix olgensis A.Henry"
 ]
}

 The dataset includes 123 records from 13 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0003001-250325103851331/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.25582/data.2024-03.3057672/2537152
title: Data for EMSL Project 50596 from March 2024
DOI: 10.25582/data.2024-03.3057687/2537167
title: Data for EMSL Project 50596 from March 2024
DOI: 10.25582/data.2024-03.3057688/2537168
title: Data for EMSL Project 50596 from March 2024
DOI: 10.25582/data.2024-03.3057695/2537174
title: Data for EMSL Project 50596 from March 2024
DOI: 10.25582/data.2024-03.3057698/2537175
title: Data for EMSL Project 50596 from March 2024
DOI: 10.25582/data.2024-03.3057705/2537181
title: Data for EMSL Project 50596 from March 2024
DOI: 10.25582/data.2024-03.3057715/2537188
title: Data for EMSL Project 50596 from March 2024
DOI: 10.25582/data.2024-03.3057727/2537200
title: Data for EMSL Project 50596 from March 2024