cometadata/datacite-titles-descriptions-related-identifiers huggingface dataset:
DOI: 10.6084/m9.figshare.27861625.v1
title: Advancing pharmacogenomics research: automated extraction of insights from PubMed using SpaCy NLP framework

description: This paper presents a methodology for automatically extracting insights from PubMed articles using a Natural Language Processing (NLP) framework. Our approach, leveraging advanced NLP techniques and Named Entity Recognition (NER), is crucial for advancing pharmacogenomics and other scientific fields that benefit from streamlined access to literature through automated services like RESTful APIs. Building a new NLP model presents several challenges. First, it is essential to have a thorough understanding of the field in order to define relevant entities. Second, the construction of a diverse and consistent set of examples is crucial. Finally, the effective utilization of pre-established models is of paramount importance, as demonstrated in this work. Our model, validated via ten-fold cross-validation, achieved over 70% recall and precision for all entities in the training set. We provide a reproducible pipeline for the scientific community and propose a structured approach for qualitative analysis and clustering of results. This methodology refines literature reviews, optimizes knowledge extraction, and supports broader application across diverse research domains. An online platform could further extend these benefits to researchers, educators, and practitioners.
DOI: 10.6084/m9.figshare.27861622
title: Impact of genetic variants on fentanyl metabolism in major breast surgery patients: a candidate gene association study

description: The study aimed to examine the association of two selected candidate SNPs rs2242480 (CYP3A4) and rs1045642 (ABCB1) with metabolic ratio of plasma norfentanyl to fentanyl concentrations in patients undergoing major breast surgeries. The retrospective cross-sectional study was done in 257 female patients. DNA extraction, genotyping of selected SNPs, and drug levels measurement were employed. A total of 257 female patients were recruited with no loss to follow up. There was no significant association between the two mentioned SNPs and the metabolic ratio (<i>p</i> value &gt; 0.05). As an exploratory analysis, there was a moderately significant negative correlation between metabolic ratio and pupillary constriction to fentanyl (<i>r</i> = –0.27; <i>p</i> &lt; 0.001). There was also a weak but significant positive correlation between metabolic ratio and time for first analgesia in the postoperative period (<i>r</i> = 0.17; <i>p</i> = 0.01). There was no significant association with the selected candidate SNPs in <i>CYP3A4</i> and <i>ABCB1 genes</i> and metabolic ratio of norfentanyl to fentanyl in South Indian patients undergoing major breast surgery.
DOI: 10.5519/qd.ublt53os
title: Query on the Natural History Museum Data Portal (data.nhm.ac.uk) (54 records)
DOI: 10.5519/qd.2hzjo8ju
title: Query on the Natural History Museum Data Portal (data.nhm.ac.uk) (22011 records)
DOI: 10.6084/m9.figshare.28376255
title: Transcriptomic approach on <i>Brevitrygon walga</i> (Bengal Whip ray)

description: <i>Brevitrygon walga</i> (The Bengal Whip ray) is an ecologically significant, near-threatened stingray species. This project aims to create reference transcriptomes that will provide a baseline to facilitate evolutionary and functional studies.
DOI: 10.6084/m9.figshare.28376255.v1
title: Transcriptomic approach on <i>Brevitrygon walga</i> (Bengal Whip ray)

description: <i>Brevitrygon walga</i> (The Bengal Whip ray) is an ecologically significant, near-threatened stingray species. This project aims to create reference transcriptomes that will provide a baseline to facilitate evolutionary and functional studies.
DOI: 10.5281/zenodo.14843801
title: Global 3D Cardiac Mapping System Market 2025 To 2034

description: 3D Cardiac Mapping System Market Size, Trends and Insights By Product Type (Contact Cardiac Mapping Systems, Non-contact Cardiac Mapping Systems), By Channel Type (Single Channel Mapping Systems, Multi-channel Mapping Systems), By End User (Hospitals, Specialty Clinics, Ambulatory Surgical Centers), and By Region - Global Industry Overview, Statistical Data, Competitive Analysis, Share, Outlook, and Forecast 2025–2034.

Reports Description

Global 3D Cardiac Mapping Systems Market Size exceeded USD 2.10 Billion In 2025. CMI anticipates that the market will reach USD 3.98 Billion by 2034, with a compound annual growth rate (CAGR) of 8.8%during the forecast period 2025 – 2034.

For more information, DOWNLOAD FREE SAMPLE Now at https://www.custommarketinsights.com/request-for-free-sample/?reportid=61995
DOI: 10.5281/zenodo.14843802
title: Global 3D Cardiac Mapping System Market 2025 To 2034

description: 3D Cardiac Mapping System Market Size, Trends and Insights By Product Type (Contact Cardiac Mapping Systems, Non-contact Cardiac Mapping Systems), By Channel Type (Single Channel Mapping Systems, Multi-channel Mapping Systems), By End User (Hospitals, Specialty Clinics, Ambulatory Surgical Centers), and By Region - Global Industry Overview, Statistical Data, Competitive Analysis, Share, Outlook, and Forecast 2025–2034.

Reports Description

Global 3D Cardiac Mapping Systems Market Size exceeded USD 2.10 Billion In 2025. CMI anticipates that the market will reach USD 3.98 Billion by 2034, with a compound annual growth rate (CAGR) of 8.8%during the forecast period 2025 – 2034.

For more information, DOWNLOAD FREE SAMPLE Now at https://www.custommarketinsights.com/request-for-free-sample/?reportid=61995
DOI: 10.15468/dl.5j2gnk
title: Occurrence Download

description: A dataset containing 48895 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is India",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "OccurrenceStatus is Present",
 "TaxonKey is Mangifera indica L."
 ]
}

 The dataset includes 48895 records from 30 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0022415-250127130748423/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.embqwq
title: Occurrence Download

description: A dataset containing 547 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is one of (Kenya, Madagascar, Ethiopia, Tanzania, United Republic of, Uganda, Malawi, Sudan, Zambia, Congo, Democratic Republic of the)",
 "OccurrenceStatus is Present",
 "TaxonKey is one of (Vigna microsperma R.Vig., Vigna richardsiae Verdc., Vigna schimperi Baker, Vigna mudenia B.J.Pienaar, Vigna kokii B.J.Pienaar)"
 ]
}

 The dataset includes 547 records from 23 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0022416-250127130748423/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.4121/26a9bd64-fa73-4d24-8bdd-d502ffe1aa49
title: Research data accompanying the paper "Highly deformable hydrostatic bearings using a single closed fluid cell"

description: Simulation files, measurement data and code to process the data for the paper "Highly deformable hydrostatic bearings using a single closed fluid cell". The objective of this study was to investigate the possibility to create larger deformable hydrostatic bearings by using a single compliant cell, filled with an incompressible fluid (applied/exploratory research). A numerical model has been built in the software Comsol Multiphysics, which has been used to simulate the behavior of such a system in compression on curved surfaces (included in this dataset: the Comsol simulation files, data output from Comsol and the Matlab code to analyze this data). Additionally, a prototype has been built in which the supply pressure, applied load and volumetric flow have been measured for increasing loads on both a flat and a convex/concave surface with a fixed radius of curvature (included in this dataset: raw measurement data, the Comsol model and output prediction for the experiment, Matlab code to analyze the data & additional pictures of the experimental setup).
DOI: 10.4121/26a9bd64-fa73-4d24-8bdd-d502ffe1aa49.v1
title: Research data accompanying the paper "Highly deformable hydrostatic bearings using a single closed fluid cell"

description: Simulation files, measurement data and code to process the data for the paper "Highly deformable hydrostatic bearings using a single closed fluid cell". The objective of this study was to investigate the possibility to create larger deformable hydrostatic bearings by using a single compliant cell, filled with an incompressible fluid (applied/exploratory research). A numerical model has been built in the software Comsol Multiphysics, which has been used to simulate the behavior of such a system in compression on curved surfaces (included in this dataset: the Comsol simulation files, data output from Comsol and the Matlab code to analyze this data). Additionally, a prototype has been built in which the supply pressure, applied load and volumetric flow have been measured for increasing loads on both a flat and a convex/concave surface with a fixed radius of curvature (included in this dataset: raw measurement data, the Comsol model and output prediction for the experiment, Matlab code to analyze the data & additional pictures of the experimental setup).
DOI: 10.15468/dl.6xkzcc
title: Occurrence Download

description: A dataset containing 78 species occurrences available in GBIF matching the query:
{
 "and" : [
 "BasisOfRecord is Specimen",
 "Country is India",
 "TaxonKey is Lindenbergia indica (L.) Vatke"
 ]
}

 The dataset includes 78 records from 11 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0022419-250127130748423/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.c8x682
title: Occurrence Download

description: A dataset containing 39885 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is one of (Broussonetia papyrifera (L.) L'Hér. ex Vent., Papyrius polymorphus Cav., Morus bombycis subsp. longistyla Koidz., Morus australis subsp. inusitata (Lév.) C.Y.Wu, Broussonetia kazi Siebold, Broussonetia cordata Blume, Morus australis subsp. linearipartita Z.Y.Cao, Papyrius japonica Lam., Broussonetia papyrifera var. lucida Hatus., Broussonetia tricolor K.Koch, Broussonetia papyrifera var. variegata Ser., Broussonetia nana Bureau, Broussonetia navicularis Lodd., Broussonetia elegans K.Koch, Morus bombycis subsp. angustifolia Koidz., Broussonetia spathulata Steud., Broussonetia billardii Carruth., Morus australis Poir., Broussonetia kazi Siebold ex Blume, Smithiodendron artocarpoideum Hu, Broussonetia cucullata Steud., Morus bombycis subsp. tiliifolia Koidz., Broussonetia navicularis Lodd. ex K.Koch, Broussonetia papyrifera (L.) L'Hér., Broussonetia maculata Steud., Streblus cordatus Lour., Broussonetia papyrifera var. japonica Blume, Morus stylosa subsp. ovalifolia Seringe, Broussonetia kasii Dippel, Morus alba subsp. indica Bureau, Morus papyrifera L., Stenochasma ancolanum Miq., Broussonetia papyrifera var. leucocarpa Audib. ex Ser., Morus alba subsp. nigriformis Bureau, Broussonetia papyrifera var. integrifolia Miq., Broussonetia cordata K.Koch, Broussonetia dissecta Bureau, Broussonetia papyrifera var. normalis Ser., Broussonetia papyrifera var. cucullata Ser., Morus alba subsp. stylosa Bureau, Broussonetia papyrifera var. laciniata Ser., Broussonetia navicularis Lodd. ex Bureau, Broussonetia papyrifera var. leucocarpa Audib., Morus australis subsp. incisa C.Y.Wu, Broussonetia papyrifera f. oppositifolia Nakai, Morus bombycis subsp. bifida Koidz., Morus australis subsp. oblongifolia Z.Y.Cao, Broussonetia navifolia Steud., Broussonetia papyrifera f. lucida (Hatus.) T.B.Lee, Broussonetia papyrifera f. variegata (Ser.) Schelle, Trophis cordata (Lour.) Poir., Papyrius papyrifera (L.) Kuntze, Broussonetia papyrifera f. leucocarpa (Audib. ex Ser.) Rehder, Broussonetia papyrifera f. laciniata (Ser.) Schelle)",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "Year is greater than or equal to 2000"
 ]
}

 The dataset includes 39885 records from 295 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0022421-250127130748423/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.5281/zenodo.14843831
title: Global Refurbished Laboratory Equipment Market 2025 To 2034

description: Refurbished Laboratory Equipment Market Size, Trends and Insights By Product (Analytical Equipment/Clinical Equipment, Chromatography Systems, Spectroscopy Instruments, Mass Spectrometers, Thermal Analyzers, Immunoassay Analyzers, Blood Gas Analyzers, Coagulation Analyzers, Others (elemental analyzers, particle size analyzers, etc.), General Equipment, Centrifuges, Incubators, Ovens, Autoclaves, Safety cabinets, Others (balances & scales, shakers & stirrers, etc.), Specialty Equipment, DNA Sequencers, PCR Instruments, Flow Cytometers, Microscopes, Bioreactors, Others (microplate readers, x-ray diffraction systems, etc.,), Support Equipment), By End-user (Healthcare Facilities, Pharmaceutical & Biotechnology Companies, Academic & Research Institutions, Others), and By Region - Global Industry Overview, Statistical Data, Competitive Analysis, Share, Outlook, and Forecast 2025–2034.

Reports Description

Global Refurbished Laboratory Equipment Market was valued at USD 26.1 Billion in 2025. It is projected to grow at a CAGR of 6.1% from 2024 to 2034 and reach more than USD 38.6 Billion by the end of 2034, during the forecast period 2025 – 2034.

For more information, DOWNLOAD FREE SAMPLE Now at https://www.custommarketinsights.com/request-for-free-sample/?reportid=62016
DOI: 10.5281/zenodo.14843832
title: Global Refurbished Laboratory Equipment Market 2025 To 2034

description: Refurbished Laboratory Equipment Market Size, Trends and Insights By Product (Analytical Equipment/Clinical Equipment, Chromatography Systems, Spectroscopy Instruments, Mass Spectrometers, Thermal Analyzers, Immunoassay Analyzers, Blood Gas Analyzers, Coagulation Analyzers, Others (elemental analyzers, particle size analyzers, etc.), General Equipment, Centrifuges, Incubators, Ovens, Autoclaves, Safety cabinets, Others (balances & scales, shakers & stirrers, etc.), Specialty Equipment, DNA Sequencers, PCR Instruments, Flow Cytometers, Microscopes, Bioreactors, Others (microplate readers, x-ray diffraction systems, etc.,), Support Equipment), By End-user (Healthcare Facilities, Pharmaceutical & Biotechnology Companies, Academic & Research Institutions, Others), and By Region - Global Industry Overview, Statistical Data, Competitive Analysis, Share, Outlook, and Forecast 2025–2034.

Reports Description

Global Refurbished Laboratory Equipment Market was valued at USD 26.1 Billion in 2025. It is projected to grow at a CAGR of 6.1% from 2024 to 2034 and reach more than USD 38.6 Billion by the end of 2034, during the forecast period 2025 – 2034.

For more information, DOWNLOAD FREE SAMPLE Now at https://www.custommarketinsights.com/request-for-free-sample/?reportid=62016
DOI: 10.5281/zenodo.14779699
title: Data - Effect of counter-phase pump modulation of phase-sensitive amplifiers noise performance and SBS suppression

description: This dataset contains measurement data and processing code for the results published in "Effect of counter-phase pump modulation of phase-sensitive amplifiers noise performance and SBS suppression". Raw measurement batches from the BER-measurement can be made available upon request, at ruwan. udayanga@chalmers.se.

This work was funded by the Swedish Research Council (grant VR-2015-00535).
DOI: 10.23708/r4sy4x
title: Data and supplementary information for - Long term evolution of an escarpment in a tableland landscape (Serra Geral de Goiás, Brazil): insights from in situ-produced cosmogenic nuclides

description: These text and Excel files provide supplementary information for the paper entitled "Long term evolution of an escarpment in a tableland landscape (Serra Geral de Goiás, Brazil): insights from in situ-produced cosmogenic nuclides". The objective of this dataset is to present all the analytical results that support all the conclusions included in this paper. Among the diversity of geomorphic systems, topographic escarpments are salient relief features besides mountain belts. This study presents a new dataset focused on the Serra Geral Escarpment in Goiás State, one of the most significant and longest geomorphic features in Central Brazil. Using in situ-produced cosmogenic nuclides (10Be, 26Al, and 36Cl) concentrations measured in river-borne sediments and bedrock samples, it reveals distinct denudation rates for the main geomorphic compartments of the Serra Geral region. The Western Bahia Plateau exhibits a denudation rate of 3±2 to 9±1 m Myr-1, the Paranã Gap, along the toe of the escarpment, exhibits a rate of 25±1 m Myr-1, and the escarpment shows a rate of 144±40 m Myr-1. The isotopic dataset suggests a complex cosmogenic 26Al/10Be signature, potentially resulting from deep-seated mass wasting in the central section of the escarpment, cave ceiling collapses in the Vão do Paranã, as well as vertical mixing within the thick regolith covering the sandstones capping the Western Bahia Plateau. Preliminary constraints indicate a minimum differential denudation of the relief around 14-24 m Myr-1, an escarpment horizontal retreat rate of 119±21 m Myr-1, and an initiation of pediplanation, resulting to the Patamares at the base of the escarpment during the Upper-Middle Miocene, approximately 8 to 18 million years ago. These findings contribute to a better understanding of the geomorphic evolution of topographic escarpment in tablelands and cuesta landscapes. They also raise questions about the impact of karst formations, landslides, and regolith cover on the cosmogenic signal in low denudation settings such as Central Brazil. Contents S1 – Excel file containing 5 spreadsheets with tables S1.1 – Geomorphic characteristics of the watersheds and localization of the samples S1.2 - Results of Accelerator Mass Spectrometry for in situ Be-10 and Al-26 (ASTER, LN2C, Aix-en-Provence, France) S1.3 - In situ production parameters, [Be-10] derived denudation rates and integration times, [Al-26] derived denudation rates S1.4 - Chemical analyses for 36Cl measurement (LF13) S1.5 - Chlorine-36 exposure age and erosion rate determination (after Schimmelpfennig et al. 2018) S2 – Text file dealing with supplementary information related to using cosmogenic nuclides (in situ-produced 10Be, 26Al and 36Cl)
DOI: 10.15468/dl.56b337
title: Occurrence Download

description: A dataset containing 1155 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is Germany",
 "PublishingOrg is 396d5f30-dea9-11db-8ab4-b8a03c50a862",
 "TaxonKey is Bombus muscorum (Linnaeus, 1758)"
 ]
}

 The dataset includes 1155 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0022422-250127130748423/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.6092/unibo/amsacta/8144
title: Appendix data of the paper "Ecosystem Services of Urban Agriculture: Perceptions of Project Leaders, Stakeholders and the General Public"

description: This file contains the appendix data of the paper "Ecosystem Services of Urban Agriculture: Perceptions of Project Leaders, Stakeholders and the General Public"
DOI: 10.6084/m9.figshare.28380887
title: Dataset for "A computer vision approach based on deep learning for the detection of dairy cows in free stall barn"

description: Results of dairy cattle image processing
DOI: 10.15468/dl.5vhemn
title: Occurrence Download

description: A dataset containing 6499230 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Continent is Asia",
 "Country is Thailand"
 ]
}

 The dataset includes 6499230 records from 1619 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0022345-250127130748423/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/iin9oh
title: Enquête nationale Écrevisses - Données d'observation d'écrevisses exotiques envahissantes en Haut de France et Normandie sur la période 2014 à 2018

description: Cette collecte de données mobilise les agents des services départementaux de l'AFB. Depuis 2013 les retours concernent des populations géo référencées en cours d'eau et plans d'eau. Le jeux de données concernés ici est une extraction réalisée dans le cadre du rapportage 2019 sur les espèces exotiques envahissantes
DOI: 10.15468/dl.ce68du
title: Occurrence Download

description: A dataset containing 24 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Delosperma ashtonii L.Bolus"
 ]
}

 The dataset includes 24 records from 11 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0164502-230224095556074/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.zsy5oy
title: Occurrence Download

description: A dataset containing 19 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Psychotria microcarpa Müll.Arg."
 ]
}

 The dataset includes 19 records from 12 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0004671-171002173027117/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.vzuktz
title: Occurrence Download

description: A dataset containing 45314 species occurrences available in GBIF matching the query:
{
 "and" : [
 "GadmGid is TZA",
 "OccurrenceStatus is Present",
 "TaxonKey is Mammalia",
 "Year 1980-2020"
 ]
}

 The dataset includes 45314 records from 28 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0000151-240506114902167/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/lb8i7x
title: Enquête nationale Écrevisses - Données d'observation d'écrevisses exotiques envahissantes en Nouvelle Aquitaine sur la période 2014 à 2018

description: Cette collecte de données mobilise les agents des services départementaux de l'AFB. Depuis 2013 les retours concernent des populations géo référencées en cours d'eau et plans d'eau. Le jeux de données concernés ici est une extraction réalisée dans le cadre du rapportage 2019 sur les espèces exotiques envahissantes
DOI: 10.5281/zenodo.11104548
title: Plant Atlas 2020 — British and Irish species weekly apparency (including by-latitude breakdown for Britain), 2000–2019

description: Plant Atlas 2020 is the most comprehensive survey of plants (flowering plants, ferns and charophytes) ever undertaken in Britain and Ireland. It is based on over 30 million records, collected mainly by volunteer recorders of the Botanical Society of Britain and Ireland (BSBI) between 2000 and 2019, as well as previous nationwide surveys undertaken in the 1950s and 1990s. This resource contains the species weekly “apparency” metrics presented within the Plant Atlas book and website, including a breakdown of species apparency by latitude for Britain. Apparency at the scale presented here (2 x 2 km spatially, smoothed over the period 2000–2019) combines aspects of recorder activity and detectability, with the latter being primarily influenced by phenology at this spatio-temporal scale.