cometadata/datacite-titles-descriptions-related-identifiers huggingface dataset:
DOI: 10.5281/zenodo.4318838
title: S74 | REFTPS | Transformation Products and Reactions from Literature

description: This dataset is designed to provide an entry point for users to contribute transformation products and reactions documented in the literature for addition to the NORMAN SLE and PubChem Transformations section. Dataset DOI: 10.5281/zenodo.4318838.

Change logs and version tracking at the ECI GitLab site.

Change log: v0.0.2 added InChIKey file. v0.1.0 added new reactions from Anca Baesu and DTXSIDs. v0.2.0 added PFAS TPs from Parviel Chirsir. v0.2.1 more PFAS TPs from Parviel. v0.3.0 Emma added HMMM TPs; v0.3.1 updated references and added new CIDs; added new MS/MS file. v0.4.0 new PFAS TPs plus MS/MS and NMR. v0.4.1 new CID added, plus CID 67543 updated to 14571268. v0.5.0 new 8:2 FT TPs plus annotation data; new structures. v0.5.1 added new CIDs. v0.5.2 added 2:2 to 6:2 FT TPs, updated ref for Bugsel. v0.5.3: added new CIDs. v0.6.0 added new structures. v0.7.0 added more new structures. v 0.7.1: updated CIDs in substances, fixed PFHpA mapping in transformations (some were mismapped to CID 67819). v 0.7.2: updated Biosystem description for many records. v0.8.0: updated CID 163201609 => 166001338, adjusted last 4 MS/MS, added Barisci AOP transformations. v0.9.0 added new structures. v0.9.1 updated CIDs and added radical structures from deposition. v0.10.0 added new irgarol reaction; v0.10.1 added new CID. v0.11.0 added Avendano and Mabury transformations from Parviel. v0.12.0 added Washington MS/MS and Marjanovic MS/MS and reactions. v0.13.0 added Galaxolide transformation. v0.14.0 added Zweigle PFAS TPs with MSMS. v0.14.1 added new CIDs. v0.15.0 added antibiotic TPs from Paul Löffler, SLU, incl. entries with no CID. v0.15.1 added new CIDs. v0.16.0 added benzothiazole reactions. v0.17.0 added TooCOLD TPs from Rick. v0.18.0 added new TFA reactions. v0.19.0 added pak choi reactions, several with no CID. v0.19.1 added new CIDs. v0.20.0 added dimers from Li Ji. v0.20.1 added new CIDs. v0.21.0 added the EJ Weber PFAS libraries "EnvLib" and "MetaLib", curation by Parviel and Emma. Some new CIDs to come. v0.21.1: fixed char issues in substance & transformation files. v0.21.2 added new CIDs. v0.22.0 added "Class_parent" column to the substance deposition file to aid annotation. v0.23.0: added Parviel's zebrafish entries. v0.24.0: added Lingmin Jin, Shiyang Chen & Li Ji's atrazine data. v0.24.1: added new CIDs. v0.24.2 added new SMILES, IK and CID for simetryn-sulfanuride=> simetryn-thioperoxol.
description: NOTE: This deposition is continually updating as new data is added!
DOI: 10.15468/dl.5jk2j6
title: Occurrence Download

description: A dataset containing 801 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Geometry POLYGON((-4.36402 53.03012,-4.35248 53.02465,-4.32804 53.03258,-4.31806 53.05607,-4.32395 53.05995,-4.31012 53.07283,-4.29628 53.08569,-4.28245 53.09856,-4.26862 53.11142,-4.24627 53.11889,-4.2354 53.1159,-4.21823 53.1269,-4.20107 53.13789,-4.1961 53.15499,-4.15743 53.1661,-4.15428 53.179,-4.13001 53.18586,-4.13461 53.19929,-4.16006 53.20162,-4.16846 53.18964,-4.18511 53.17888,-4.20175 53.16812,-4.2359 53.14937,-4.24413 53.13175,-4.28485 53.12133,-4.31003 53.10381,-4.3228 53.08574,-4.33743 53.07874,-4.33801 53.0696,-4.33615 53.06356,-4.34108 53.0617,-4.34587 53.04934,-4.35377 53.04104,-4.36716 53.03337,-4.36402 53.03012))",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "License is one of (CC0 1.0, CC-BY 4.0)",
 "OccurrenceStatus is Present",
 "TaxonKey is Aves",
 "Year 1975-2025"
 ]
}

 The dataset includes 801 records from 10 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0046581-251120083545085/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.e5yvd7
title: Occurrence Download

description: A dataset containing 24755 species occurrences available in GBIF matching the query:
{
 "and" : [
 "HasCoordinate is true",
 "TaxonKey is Synemon plana",
 "HasGeospatialIssue is false",
 "Year is greater than or equal to 1950",
 "Year is less than or equal to 2025"
 ]
}

 The dataset includes 24755 records from 14 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0046580-251120083545085/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.f9wzh7
title: Occurrence Download

description: A dataset containing 194 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Caragana intermedia"
 ]
}

 The dataset includes 194 records from 4 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0046584-251120083545085/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.34740/kaggle/dsv/14105121
title: Peer-to-Peer Boliviano (BOB) Exchange Data
DOI: 10.15468/dl.vy4hfg
title: Occurrence Download

description: A dataset containing 24755 species occurrences available in GBIF matching the query:
{
 "and" : [
 "HasCoordinate is true",
 "TaxonKey is Synemon plana",
 "HasGeospatialIssue is false",
 "Year is greater than or equal to 1950",
 "Year is less than or equal to 2025"
 ]
}

 The dataset includes 24755 records from 14 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0046583-251120083545085/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.bv8v6k
title: Occurrence Download

description: A dataset containing 14 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Geometry POLYGON((100 22,104 22,104 25,100 25,100 22))",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "OccurrenceStatus is Present",
 "TaxonKey is Merops orientalis"
 ]
}

 The dataset includes 14 records from 3 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0046582-251120083545085/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.5281/zenodo.17880466
title: Research Data supporting "Wet spinning of sustainable hydroxypropyl cellulose fibers"

description: Research Data supporting "Wet spinning of sustainable hydroxypropyl cellulose fibers"Manon Guivier, Christoph WederBiomacromolecules 2025, 26, 12, 8828-8836. DOI: 10.1021/acs.biomac.5c02062

The data is arranged into different folders (.zip file), containing the following files (.txt, .cvs, .jpg files). This data and the descriptions below should be read in conjunction with the READme.txt file and manuscript with its “Supporting Information”, both of which may be found at the following DOI: https://doi.org/10.1021/acs.biomac.5c02062
DOI: 10.5281/zenodo.17880467
title: Research Data supporting "Wet spinning of sustainable hydroxypropyl cellulose fibers"

description: Research Data supporting "Wet spinning of sustainable hydroxypropyl cellulose fibers"Manon Guivier, Christoph WederBiomacromolecules 2025, 26, 12, 8828-8836. DOI: 10.1021/acs.biomac.5c02062

The data is arranged into different folders (.zip file), containing the following files (.txt, .cvs, .jpg files). This data and the descriptions below should be read in conjunction with the READme.txt file and manuscript with its “Supporting Information”, both of which may be found at the following DOI: https://doi.org/10.1021/acs.biomac.5c02062
DOI: 10.15468/dl.zddkvw
title: Occurrence Download

description: A dataset containing 61 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Caragana turkestanica"
 ]
}

 The dataset includes 61 records from 25 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0046585-251120083545085/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.krf7fe
title: Occurrence Download

description: A dataset containing 23894 species occurrences available in GBIF matching the query:
{
 "and" : [
 "BasisOfRecord is Human Observation",
 "Country is one of (France, Spain)",
 "TaxonKey is Pinus uncinata",
 "Year 1000-2025"
 ]
}

 The dataset includes 23894 records from 170 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0046586-251120083545085/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.nyza2j
title: Occurrence Download

description: A dataset containing 4 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Caragana davazamcii"
 ]
}

 The dataset includes 4 records from 2 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0046587-251120083545085/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.j7pvz6
title: Occurrence Download

description: A dataset containing 15606 species occurrences available in GBIF matching the query:
{
 "DatasetKey" : [
 "is Macrobenthos monitoring at long-term monitoring locations, period 2001-ongoing"
 ]
}

 The dataset includes 15606 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0046588-251120083545085/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.yjfk6g
title: Occurrence Download

description: A dataset containing 27621 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is France",
 "OccurrenceStatus is Present",
 "TaxonKey is Arbutus unedo",
 "Year 2015-2025"
 ]
}

 The dataset includes 27621 records from 254 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0046590-251120083545085/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.ykwyja
title: Occurrence Download

description: A dataset containing 4748 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Geometry POLYGON((-4.37082 53.0188,-4.34521 53.01504,-4.33111 53.01895,-4.317 53.04044,-4.30289 53.06192,-4.28957 53.0771,-4.26784 53.09019,-4.2461 53.10326,-4.22437 53.11634,-4.20263 53.12941,-4.1809 53.14247,-4.15916 53.15554,-4.13743 53.1686,-4.11569 53.18165,-4.11797 53.20136,-4.13172 53.20905,-4.16834 53.21003,-4.18722 53.19669,-4.2061 53.18335,-4.2284 53.16943,-4.25071 53.1555,-4.26952 53.14282,-4.28833 53.13014,-4.30715 53.11745,-4.32596 53.10475,-4.3402 53.09355,-4.35444 53.08234,-4.3542 53.06963,-4.36785 53.05252,-4.3815 53.03541,-4.37757 53.02265,-4.37082 53.0188))",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "License is one of (CC0 1.0, CC-BY 4.0)",
 "OccurrenceStatus is Present",
 "TaxonKey is Aves",
 "Year 1975-2025"
 ]
}

 The dataset includes 4748 records from 15 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0046589-251120083545085/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.30798110
title: Dynamic Microvascular Monitoring with<b> </b>Miniaturized Omnidirectional Broadband Photoacoustic Imaging System for Living Entities (MOBILE)

description: Microcirculation monitoring is crucial for evaluating cardiovascular health and detecting organ dysfunction early, but existing bedside imaging techniques often cannot provide sufficient resolution and depth for dynamic assessment during natural physiological activities. Here, we present MOBILE (Miniaturized Omnidirectional Broadband Photoacoustic Imaging System for Living Entities), a novel photoacoustic imaging system that allows unrestricted microcirculatory monitoring with 40 µm resolution and penetration depth of 10 mm, allowing stratified visualization of dynamic vascular responses. This platform features an ultracompact fibre-optic sensor capable of omnidirectional ultrasound-based detection across a large bandwidth (0.3–80 MHz). The compact design of the system facilitates point-of-care monitoring through seamless integration with portable devices or existing clinical systems. Through a comprehensive evaluation of the patient’s haemodynamic parameters, MOBILE reveals distinct dynamic responses of vessels at different tissue depths, from superficial microvessels to deep subcutaneous vessels, capturing vessel-specific changes in diameter, haemoglobin concentration, and tissue oxygenation during numerous physiological challenges. This platform offers new possibilities for understanding microcirculatory responses and improving critical care management through high-resolution vessel monitoring.<br>
DOI: 10.6084/m9.figshare.30798110.v4
title: Dynamic Microvascular Monitoring with<b> </b>Miniaturized Omnidirectional Broadband Photoacoustic Imaging System for Living Entities (MOBILE)

description: Microcirculation monitoring is crucial for evaluating cardiovascular health and detecting organ dysfunction early, but existing bedside imaging techniques often cannot provide sufficient resolution and depth for dynamic assessment during natural physiological activities. Here, we present MOBILE (Miniaturized Omnidirectional Broadband Photoacoustic Imaging System for Living Entities), a novel photoacoustic imaging system that allows unrestricted microcirculatory monitoring with 40 µm resolution and penetration depth of 10 mm, allowing stratified visualization of dynamic vascular responses. This platform features an ultracompact fibre-optic sensor capable of omnidirectional ultrasound-based detection across a large bandwidth (0.3–80 MHz). The compact design of the system facilitates point-of-care monitoring through seamless integration with portable devices or existing clinical systems. Through a comprehensive evaluation of the patient’s haemodynamic parameters, MOBILE reveals distinct dynamic responses of vessels at different tissue depths, from superficial microvessels to deep subcutaneous vessels, capturing vessel-specific changes in diameter, haemoglobin concentration, and tissue oxygenation during numerous physiological challenges. This platform offers new possibilities for understanding microcirculatory responses and improving critical care management through high-resolution vessel monitoring.<br>
DOI: 10.6084/m9.figshare.30798110.v3
title: Dynamic Microvascular Monitoring with<b> </b><b>MOBILE</b>: Miniaturized Omnidirectional Broadband Photoacoustic Imaging System for Living Entities

description: Microcirculation monitoring is crucial for evaluating cardiovascular health and detecting organ dysfunction early, but existing bedside imaging techniques often cannot provide sufficient resolution and depth for dynamic assessment during natural physiological activities. Here, we present MOBILE (Miniaturized Omnidirectional Broadband Photoacoustic Imaging System for Living Entities), a novel photoacoustic imaging system that allows unrestricted microcirculatory monitoring with 40 µm resolution and penetration depth of 10 mm, allowing stratified visualization of dynamic vascular responses. This platform features an ultracompact fibre-optic sensor capable of omnidirectional ultrasound-based detection across a large bandwidth (0.3–80 MHz). The compact design of the system facilitates point-of-care monitoring through seamless integration with portable devices or existing clinical systems. Through a comprehensive evaluation of the patient’s haemodynamic parameters, MOBILE reveals distinct dynamic responses of vessels at different tissue depths, from superficial microvessels to deep subcutaneous vessels, capturing vessel-specific changes in diameter, haemoglobin concentration, and tissue oxygenation during numerous physiological challenges. This platform offers new possibilities for understanding microcirculatory responses and improving critical care management through high-resolution vessel monitoring.<br>
DOI: 10.15468/dl.c8s9vp
title: Occurrence Download

description: A dataset containing 2057538 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Tracheophyta",
 "DecimalLatitude is greater than or equal to -35.914722",
 "DecimalLatitude is less than or equal to -30.914722",
 "DecimalLongitude is greater than or equal to 135.0",
 "DecimalLongitude is less than or equal to 140.0",
 "HasCoordinate is TRUE",
 "HasGeospatialIssue is FALSE"
 ]
}

 The dataset includes 2057538 records from 173 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0046569-251120083545085/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.qjpjpj
title: Occurrence Download

description: A dataset listing the 67 species recorded in GBIF matching the query:
{
 "DatasetKey" : [
 "is Biodiversity of ants (Formicidae) in some regions of European Russia"
 ]
}

 The dataset's 67 records were derived from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0046579-251120083545085/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.25381/cput.30621092
title: Exploring the Use of Collaborative Leadership Strategies to support and retain novice teachers in the Western Cape

description: Received approval from WCEDThe alarming retention rates of novice teachers have become a global concern, with far-reaching consequences for education systems worldwide. Novice teachers endure a harsh reality shock when shifting from student teacher to qualified teacher, frequently experiencing challenges such as policies, insufficient resources, and a lack of support from the School Management Teams (SMTs). This interpretive qualitative study explored novice teachers’ experiences in the Western Cape, concentrating on the collaborative leadership strategies required to improve their professional development and retention within the teaching profession. Semi-structured interviews were conducted and the participants, comprising novice teachers, senior teachers, and SMT members, provided valuable insights into the complexities of novice teachers’ experiences.The findings suggested that novice teachers in the Western Cape face a number of challenges, including insufficient support from their SMT members, insufficient resources to provide quality education to their learners, and low job satisfaction due to poor school cultures. Furthermore, the study found that many novice teachers plan to exit the teaching profession. This study adds to the current literature on teacher retention and professional development, emphasising the importance of collaborative leadership in creating supportive educational environments.This study recommends the adoption of collaborative leadership strategies to foster supportive school environments, alongside the development and implementation of comprehensive induction programs, mentorship initiatives, and amendment of the QMS policy to promote novice teacher support, well-being, and on-going professional development.
DOI: 10.25381/cput.30621092.v1
title: Exploring the Use of Collaborative Leadership Strategies to support and retain novice teachers in the Western Cape

description: Received approval from WCEDThe alarming retention rates of novice teachers have become a global concern, with far-reaching consequences for education systems worldwide. Novice teachers endure a harsh reality shock when shifting from student teacher to qualified teacher, frequently experiencing challenges such as policies, insufficient resources, and a lack of support from the School Management Teams (SMTs). This interpretive qualitative study explored novice teachers’ experiences in the Western Cape, concentrating on the collaborative leadership strategies required to improve their professional development and retention within the teaching profession. Semi-structured interviews were conducted and the participants, comprising novice teachers, senior teachers, and SMT members, provided valuable insights into the complexities of novice teachers’ experiences.The findings suggested that novice teachers in the Western Cape face a number of challenges, including insufficient support from their SMT members, insufficient resources to provide quality education to their learners, and low job satisfaction due to poor school cultures. Furthermore, the study found that many novice teachers plan to exit the teaching profession. This study adds to the current literature on teacher retention and professional development, emphasising the importance of collaborative leadership in creating supportive educational environments.This study recommends the adoption of collaborative leadership strategies to foster supportive school environments, alongside the development and implementation of comprehensive induction programs, mentorship initiatives, and amendment of the QMS policy to promote novice teacher support, well-being, and on-going professional development.
DOI: 10.15468/dl.42g8er
title: Occurrence Download

description: A dataset containing 3149030 species occurrences available in GBIF matching the query:
{
 "and" : [
 "SpeciesKey is one of (Pipilo erythrophthalmus)",
 "BasisOfRecord is one of (Human Observation, Observation, Occurrence evidence)",
 "Year is greater than or equal to 1951",
 "Year is less than or equal to 2024",
 "Month is greater than or equal to April",
 "Month is less than or equal to July",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "OccurrenceStatus is Present"
 ]
}

 The dataset includes 3149030 records from 28 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0046567-251120083545085/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.wbwnk2
title: Occurrence Download

description: A dataset containing 256 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Geometry POLYGON((-4.18885 53.15454,-4.1865 53.15463,-4.18307 53.15511,-4.1809 53.15565,-4.17776 53.1567,-4.17283 53.15901,-4.17116 53.16001,-4.16856 53.16223,-4.1671 53.16418,-4.16495 53.16491,-4.16307 53.16578,-4.16013 53.16621,-4.15624 53.16707,-4.15413 53.16769,-4.15127 53.16892,-4.14614 53.17226,-4.14484 53.17343,-4.14348 53.17519,-4.13838 53.17567,-4.13615 53.17612,-4.13404 53.17674,-4.13209 53.17753,-4.12977 53.17879,-4.12574 53.18045,-4.12398 53.18138,-4.12243 53.18244,-4.12112 53.18361,-4.12008 53.18487,-4.11851 53.18771,-4.11794 53.18979,-4.11794 53.1912,-4.11825 53.1926,-4.12086 53.19736,-4.12232 53.19929,-4.12437 53.201,-4.12883 53.20346,-4.13078 53.20425,-4.13289 53.20487,-4.13512 53.20532,-4.13859 53.20567,-4.14094 53.20567,-4.14833 53.20515,-4.1506 53.20479,-4.15277 53.20425,-4.1548 53.20355,-4.15824 53.20191,-4.16114 53.20116,-4.16318 53.20045,-4.16695 53.19867,-4.16984 53.19689,-4.172 53.19469,-4.1782 53.19316,-4.18024 53.19245,-4.18413 53.19069,-4.1873 53.18859,-4.19164 53.18789,-4.19474 53.18689,-4.1977 53.18557,-4.20139 53.18318,-4.20325 53.18139,-4.20449 53.17941,-4.20506 53.17733,-4.20502 53.17565,-4.2077 53.17352,-4.20874 53.17226,-4.2095 53.17093,-4.20996 53.16955,-4.21011 53.16814,-4.21007 53.16589,-4.20949 53.16381,-4.20825 53.16183,-4.20708 53.16061,-4.20407 53.15846,-4.2015 53.15701,-4.19851 53.1559,-4.19634 53.15536,-4.19235 53.15474,-4.18885 53.15454))",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "License is one of (CC0 1.0, CC-BY 4.0)",
 "OccurrenceStatus is Present",
 "TaxonKey is Aves",
 "Year 1975-2025"
 ]
}

 The dataset includes 256 records from 6 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0046591-251120083545085/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.