cometadata/datacite-titles-descriptions-related-identifiers huggingface dataset:
DOI: 10.5281/zenodo.15303679
title: Dataset derived from publications on organic crop yields compiled in project OrganicYieldsUP WP3

description: This dataset is part of the database compiled as an outcome of Work Area 1 in project OrganicYieldsUP. Variable definitions can be found here:  https://doi.org/10.5281/zenodo.15276082

Work Package 3 (WP3) of the OrganicYieldsUP project focused on compiling off-site data from peer-reviewed scientific literature to complement the on-site experimental data gathered in WP2. The goal was to identify, extract, and structure data on yield-enhancing strategies under organic management across Europe and comparable climate zones. This process was essential for broadening the project’s evidence base and informing subsequent analysis and modelling activities in WP4 and WP5. WP3 followed a systematic approach aligned with PRISMA methodology to ensure transparent and consistent literature screening. A total of 751 publications were initially identified based on defined search criteria. After applying inclusion and exclusion filters, 170 studies passed the first screening phase. From these, data were successfully extracted from 60 scientific publications and entered into the standard WP2/WP3 data template developed in WP1.  

The screening of published scientific papers focused on papers published between 2009 and 2024. This time frame was chosen to ensure the use of the most current and relevant studies reflecting recent developments in organic farming methods, data quality standards, and policy frameworks. The screening prioritized English-language publications to maintain consistency in terminology and ensure broad understanding across project partners. Only original peer-reviewed research articles were considered, including case study reports where applicable. The search excluded reviews, editorials, and opinion papers due to the risk of duplicating data already included in WP2. Studies needed to focus explicitly on the impact of organic crop management strategies on yields. Only field trials, long-term experiments, and case studies were included, while pot experiments and single-year studies were excluded to avoid misleading conclusions caused by seasonal anomalies or short-term effects. All included studies had to come from Europe or similar climate zones such as North America or North Africa. During initial screening, titles, abstracts, and keywords had to contain terms related to "yield" and "organic" to be considered relevant. Full-text screening followed, using specific keywords aligned with the WP1 database. Only studies containing the obligatory data fields identified in WP1 were accepted. Publications that had already been included in the WP2 analysis were not considered again in WP3.
DOI: 10.5281/zenodo.15311282
title: Patient visits to the Emergency Department of an Acute Hospital; dataset to accompany the patientflow repository

description: These datasets have been provided by University College London Hospitals (UCLH) NHS Trust, to support PatientFlow, a Github repository containing code and explanatory notebooks for predicting short-term hospital bed capacity using real-time data, which can be found here: https://github.com/zmek/patientflow. 

The PatientFlow repo is designed to support hospital bed management through predictive modelling. The repository shows methods for forecasting short-term bed capacity, a crucial aspect of hospital operations that impacts patient care and resource allocation.

UCLH have agreed to release the data to demonstrate to researchers, analysts, hospitals managers and others how this predictive modelling can be done, and to inform and educate anyone who wishes to adopt a similar approach.

The inpatient_arrivals dataset contains arrival times of all patients who visited the UCLH Emergency Department (ED) and/or the Same Day Emergency Care (SDEC) unit, over the period of the data, and were later admitted to a ward. It includes



the specialty they were admitted to (grouped into one of four categories: medical, surgical, haematology/oncology, paediatric)

their sex M = male; F = female

whether adult or child (boolean)


The ed_visits datasets contains snapshots of visits by all patients who visited the ED and/or SDEC over the period of the data, including those who were later admitted to a ward and those who were discharged. It includes various columns, including



visit_number: to identify unique visits

snapshot_date: the date on which the snapshot of the visit as taken was taken

prediction_time: the time of day at which the snapshot of the visit as taken

is_admitted: whether the patient was admitted at the end of the visit

elapsed_los: elapsed length of stay in seconds

demographic information

locations visited in the ED or SDEC

observations

lab orders

lab results

consult requests (referals to inpatient specialty), as a sequence of requests

specialty of admission


Dates have been shifted into the future by a whole number of weeks. Detailed data dictionaries are available here. Notebooks explaining the data structure and explaining its rationale are available in this folder.

We are grateful to University College London Hospitals (UCLH) NHS Trust and its Caldicott Guardian for agreeing to release an anomymised dataset based on real patient data, and for the scrunity of our anonymisation process undertaken by the Information Governance team at UCLH.
DOI: 10.5281/zenodo.15309732
title: Dataset for Maternal Health Risks Stratification (MHRS) in Tanzania

description: The dataset is a collection of clinical parameters of pregnant women from Chamwino District in Dodoma region within the Central Zone, Mkuranga District in Pwani region within the Coastal Zone, Meatu District in  Simiyu region within Lake Zone, Mbulu District in Manyara region within the Northern Zone and Kilolo District in Iringa region within Southern Highlands. To ensure diversity and the inclusion of underserved communities in the dataset, the study collected and stratified data from 8,817 pregnant women attending maternity primary health facilities for over nine months. 

This dataset was developed to support machine learning applications that stratify maternal health risks in underserved communities across Tanzania. It enables research and development of predictive models to identify high-risk pregnancies, inform timely interventions, and improve maternal and newborn health outcomes. The dataset can also be used for public health research, benchmarking maternal health indicators, and building educational tools for community and clinical settings.
DOI: 10.5281/zenodo.15309733
title: Dataset for Maternal Health Risks Stratification (MHRS) in Tanzania

description: The dataset is a collection of clinical parameters of pregnant women from Chamwino District in Dodoma region within the Central Zone, Mkuranga District in Pwani region within the Coastal Zone, Meatu District in  Simiyu region within Lake Zone, Mbulu District in Manyara region within the Northern Zone and Kilolo District in Iringa region within Southern Highlands. To ensure diversity and the inclusion of underserved communities in the dataset, the study collected and stratified data from 8,817 pregnant women attending maternity primary health facilities for over nine months. 

This dataset was developed to support machine learning applications that stratify maternal health risks in underserved communities across Tanzania. It enables research and development of predictive models to identify high-risk pregnancies, inform timely interventions, and improve maternal and newborn health outcomes. The dataset can also be used for public health research, benchmarking maternal health indicators, and building educational tools for community and clinical settings.
DOI: 10.5281/zenodo.15311322
title: festuca_francoi_spades_01.fasta.gz
DOI: 10.5281/zenodo.15311323
title: festuca_francoi_spades_01.fasta.gz
DOI: 10.15468/dl.ag8v3p
title: Occurrence Download

description: A dataset containing 44597 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is one of (Littorina keenae Rosewater, 1978, Littorina littorea (Linnaeus, 1758), Littorina plena Gould, 1849, Littorina saxatilis (Olivi, 1792), Littorina scutulata Gould, 1849, Littorina sitkana R.A.Philippi, 1846, Littorina subrotundata (P.P.Carpenter, 1864))",
 "BasisOfRecord is Human Observation",
 "OccurrenceStatus is Present"
 ]
}

 The dataset includes 44597 records from 185 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0008241-250426092105405/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.987588
title: Occurrence Download

description: A dataset containing 5899 species occurrences available in GBIF matching the query:
{
 "and" : [
 "HasGeospatialIssue is false",
 "HasCoordinate is true",
 "OccurrenceStatus is Present",
 {
 "not" : {
 "BasisOfRecord" : [
 "is one of (Observation, Human Observation, Machine Observation, Living Specimen)"
 ]
 }
 },
 "TaxonKey is Notodonta ziczac (Linnaeus, 1758)"
 ]
}

 The dataset includes 5899 records from 77 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0008243-250426092105405/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.4yvgjs
title: Occurrence Download

description: A dataset containing 23344 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Penelope jacquacu Spix, 1825",
 "HasCoordinate is true"
 ]
}

 The dataset includes 23344 records from 89 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0008242-250426092105405/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.c42kj6
title: Occurrence Download

description: A dataset containing 1078152 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Insecta",
 "Year is 2011",
 "Month is August"
 ]
}

 The dataset includes 1078152 records from 1373 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0008232-250426092105405/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.17182/hepdata.138567.v1/t12
title: "Table 12 - Deuteron PT spectrum centrality 40 to 100" of "Measurement of (anti)nuclei production in p-Pb collisions at $\sqrt{s_{\rm NN}} = 8.16$ TeV"

description: Transverse momentum spectra of deuterons measured in pPb collisions at centre-of-mass per nucleon-nucleon energy of 8d16 TeV, as shown in Fig. 1 (middle panel). Centrality class 40 to 100 percent.
description: Transverse momentum spectra of protons, deuterons, and 3He nuclei, measured in p--Pb collisions at centre-of-mass per nucleon-nucleon energy of 8.16 TeV, are shown in Fig. 1. The coalescence parameters B2 and B3 as a function of the transverse momentum per nucleon are reported in Fig. 2. The coalescence parameter B2 as a function of the average charged particle multiplicity density is shown in Fig. 3. The ratios of the integrated yields of deuterons to protons and 3He to protons are shown in Fig. 4 as a function of the average charged particle multiplicity density.
DOI: 10.17182/hepdata.138567.v1/t13
title: "Table 13 - Deuteron PT spectrum centrality 0 to 100 (MB)" of "Measurement of (anti)nuclei production in p-Pb collisions at $\sqrt{s_{\rm NN}} = 8.16$ TeV"

description: Transverse momentum spectra of deuterons measured in pPb collisions at centre-of-mass per nucleon-nucleon energy of 8d16 TeV, as shown in Fig. 1 (middle panel). Centrality class 0 to 100 percent (MB).
description: Transverse momentum spectra of protons, deuterons, and 3He nuclei, measured in p--Pb collisions at centre-of-mass per nucleon-nucleon energy of 8.16 TeV, are shown in Fig. 1. The coalescence parameters B2 and B3 as a function of the transverse momentum per nucleon are reported in Fig. 2. The coalescence parameter B2 as a function of the average charged particle multiplicity density is shown in Fig. 3. The ratios of the integrated yields of deuterons to protons and 3He to protons are shown in Fig. 4 as a function of the average charged particle multiplicity density.
DOI: 10.17182/hepdata.138567.v1/t6
title: "Table 6 - Proton PT spectrum centrality 60 to 80" of "Measurement of (anti)nuclei production in p-Pb collisions at $\sqrt{s_{\rm NN}} = 8.16$ TeV"

description: Transverse momentum spectra of protons measured in pPb collisions at centre-of-mass per nucleon-nucleon energy of 8d16 TeV, as shown in Fig. 1 (left panel). Centrality class 60 to 80 percent.
description: Transverse momentum spectra of protons, deuterons, and 3He nuclei, measured in p--Pb collisions at centre-of-mass per nucleon-nucleon energy of 8.16 TeV, are shown in Fig. 1. The coalescence parameters B2 and B3 as a function of the transverse momentum per nucleon are reported in Fig. 2. The coalescence parameter B2 as a function of the average charged particle multiplicity density is shown in Fig. 3. The ratios of the integrated yields of deuterons to protons and 3He to protons are shown in Fig. 4 as a function of the average charged particle multiplicity density.
DOI: 10.17182/hepdata.138567.v1/t7
title: "Table 7 - Proton PT spectrum centrality 80 to 100" of "Measurement of (anti)nuclei production in p-Pb collisions at $\sqrt{s_{\rm NN}} = 8.16$ TeV"

description: Transverse momentum spectra of protons measured in pPb collisions at centre-of-mass per nucleon-nucleon energy of 8d16 TeV, as shown in Fig. 1 (left panel). Centrality class 80 to 100 percent.
description: Transverse momentum spectra of protons, deuterons, and 3He nuclei, measured in p--Pb collisions at centre-of-mass per nucleon-nucleon energy of 8.16 TeV, are shown in Fig. 1. The coalescence parameters B2 and B3 as a function of the transverse momentum per nucleon are reported in Fig. 2. The coalescence parameter B2 as a function of the average charged particle multiplicity density is shown in Fig. 3. The ratios of the integrated yields of deuterons to protons and 3He to protons are shown in Fig. 4 as a function of the average charged particle multiplicity density.
DOI: 10.17182/hepdata.138567.v1/t8
title: "Table 8 - Proton PT spectrum centrality MB 0 to 100" of "Measurement of (anti)nuclei production in p-Pb collisions at $\sqrt{s_{\rm NN}} = 8.16$ TeV"

description: Transverse momentum spectra of protons measured in pPb collisions at centre-of-mass per nucleon-nucleon energy of 8d16 TeV, as shown in Fig. 1 (left panel). Centrality class 0 to 100 percent (MB).
description: Transverse momentum spectra of protons, deuterons, and 3He nuclei, measured in p--Pb collisions at centre-of-mass per nucleon-nucleon energy of 8.16 TeV, are shown in Fig. 1. The coalescence parameters B2 and B3 as a function of the transverse momentum per nucleon are reported in Fig. 2. The coalescence parameter B2 as a function of the average charged particle multiplicity density is shown in Fig. 3. The ratios of the integrated yields of deuterons to protons and 3He to protons are shown in Fig. 4 as a function of the average charged particle multiplicity density.
DOI: 10.17182/hepdata.138567.v1/t9
title: "Table 9 - Deuteron PT spectrum centrality 0 to 10" of "Measurement of (anti)nuclei production in p-Pb collisions at $\sqrt{s_{\rm NN}} = 8.16$ TeV"

description: Transverse momentum spectra of deuterons measured in pPb collisions at centre-of-mass per nucleon-nucleon energy of 8d16 TeV, as shown in Fig. 1 (middle panel). Centrality class 0 to 10 percent.
description: Transverse momentum spectra of protons, deuterons, and 3He nuclei, measured in p--Pb collisions at centre-of-mass per nucleon-nucleon energy of 8.16 TeV, are shown in Fig. 1. The coalescence parameters B2 and B3 as a function of the transverse momentum per nucleon are reported in Fig. 2. The coalescence parameter B2 as a function of the average charged particle multiplicity density is shown in Fig. 3. The ratios of the integrated yields of deuterons to protons and 3He to protons are shown in Fig. 4 as a function of the average charged particle multiplicity density.
DOI: 10.17182/hepdata.138567.v1/t14
title: "Table 14 - Helium-3 PT spectrum centrality 0 to 100 (MB)" of "Measurement of (anti)nuclei production in p-Pb collisions at $\sqrt{s_{\rm NN}} = 8.16$ TeV"

description: Transverse momentum spectra of He3 measured in pPb collisions at centre-of-mass per nucleon-nucleon energy of 8d16 TeV, as shown in Fig. 1 (right panel). Centrality class 0 to 100 percent (MB).
description: Transverse momentum spectra of protons, deuterons, and 3He nuclei, measured in p--Pb collisions at centre-of-mass per nucleon-nucleon energy of 8.16 TeV, are shown in Fig. 1. The coalescence parameters B2 and B3 as a function of the transverse momentum per nucleon are reported in Fig. 2. The coalescence parameter B2 as a function of the average charged particle multiplicity density is shown in Fig. 3. The ratios of the integrated yields of deuterons to protons and 3He to protons are shown in Fig. 4 as a function of the average charged particle multiplicity density.
DOI: 10.17182/hepdata.138567.v1/t15
title: "Table 15 - B2 vs PTA centrality 0 to 10" of "Measurement of (anti)nuclei production in p-Pb collisions at $\sqrt{s_{\rm NN}} = 8.16$ TeV"

description: Coalescence parameter B2 as a function of the transverse momentum per nucleon pT/A, in the centrality class 0 to 10 percent. The B2 is shown in Figure 2 (left panel).
description: Transverse momentum spectra of protons, deuterons, and 3He nuclei, measured in p--Pb collisions at centre-of-mass per nucleon-nucleon energy of 8.16 TeV, are shown in Fig. 1. The coalescence parameters B2 and B3 as a function of the transverse momentum per nucleon are reported in Fig. 2. The coalescence parameter B2 as a function of the average charged particle multiplicity density is shown in Fig. 3. The ratios of the integrated yields of deuterons to protons and 3He to protons are shown in Fig. 4 as a function of the average charged particle multiplicity density.
DOI: 10.17182/hepdata.138567.v1/t16
title: "Table 16 - B2 vs PTA centrality 10 to 20" of "Measurement of (anti)nuclei production in p-Pb collisions at $\sqrt{s_{\rm NN}} = 8.16$ TeV"

description: Coalescence parameter B2 as a function of the transverse momentum per nucleon pT/A, in the centrality class 10 to 20 percent. The B2 is shown in Figure 2 (left panel).
description: Transverse momentum spectra of protons, deuterons, and 3He nuclei, measured in p--Pb collisions at centre-of-mass per nucleon-nucleon energy of 8.16 TeV, are shown in Fig. 1. The coalescence parameters B2 and B3 as a function of the transverse momentum per nucleon are reported in Fig. 2. The coalescence parameter B2 as a function of the average charged particle multiplicity density is shown in Fig. 3. The ratios of the integrated yields of deuterons to protons and 3He to protons are shown in Fig. 4 as a function of the average charged particle multiplicity density.
DOI: 10.17182/hepdata.138567.v1/t17
title: "Table 17 - B2 vs PTA centrality 20 to 40" of "Measurement of (anti)nuclei production in p-Pb collisions at $\sqrt{s_{\rm NN}} = 8.16$ TeV"

description: Coalescence parameter B2 as a function of the transverse momentum per nucleon pT/A, in the centrality class 20 to 40 percent. The B2 is shown in Figure 2 (left panel).
description: Transverse momentum spectra of protons, deuterons, and 3He nuclei, measured in p--Pb collisions at centre-of-mass per nucleon-nucleon energy of 8.16 TeV, are shown in Fig. 1. The coalescence parameters B2 and B3 as a function of the transverse momentum per nucleon are reported in Fig. 2. The coalescence parameter B2 as a function of the average charged particle multiplicity density is shown in Fig. 3. The ratios of the integrated yields of deuterons to protons and 3He to protons are shown in Fig. 4 as a function of the average charged particle multiplicity density.
DOI: 10.17182/hepdata.138567.v1/t18
title: "Table 18 - B2 vs PTA centrality 40 to 100" of "Measurement of (anti)nuclei production in p-Pb collisions at $\sqrt{s_{\rm NN}} = 8.16$ TeV"

description: Coalescence parameter B2 as a function of the transverse momentum per nucleon pT/A, in the centrality class 40 to 100 percent. The B2 is shown in Figure 2 (left panel).
description: Transverse momentum spectra of protons, deuterons, and 3He nuclei, measured in p--Pb collisions at centre-of-mass per nucleon-nucleon energy of 8.16 TeV, are shown in Fig. 1. The coalescence parameters B2 and B3 as a function of the transverse momentum per nucleon are reported in Fig. 2. The coalescence parameter B2 as a function of the average charged particle multiplicity density is shown in Fig. 3. The ratios of the integrated yields of deuterons to protons and 3He to protons are shown in Fig. 4 as a function of the average charged particle multiplicity density.
DOI: 10.17182/hepdata.138567.v1/t19
title: "Table 19 - B3 vs PTA centrality 0 to 100" of "Measurement of (anti)nuclei production in p-Pb collisions at $\sqrt{s_{\rm NN}} = 8.16$ TeV"

description: Coalescence parameter B3 as a function of the transverse momentum per nucleon pT/A, in the centrality class 0 to 100 percent (MB). The B3 is shown in Figure 2 (right panel).
description: Transverse momentum spectra of protons, deuterons, and 3He nuclei, measured in p--Pb collisions at centre-of-mass per nucleon-nucleon energy of 8.16 TeV, are shown in Fig. 1. The coalescence parameters B2 and B3 as a function of the transverse momentum per nucleon are reported in Fig. 2. The coalescence parameter B2 as a function of the average charged particle multiplicity density is shown in Fig. 3. The ratios of the integrated yields of deuterons to protons and 3He to protons are shown in Fig. 4 as a function of the average charged particle multiplicity density.
DOI: 10.17182/hepdata.138567.v1/t20
title: "Table 20 - B2 vs multiplicity" of "Measurement of (anti)nuclei production in p-Pb collisions at $\sqrt{s_{\rm NN}} = 8.16$ TeV"

description: Coalescence parameter B2 as a function of the average charged particle multiplicity density, for fixed PTA. The B2 vs mult is shown in Figure 3.
description: Transverse momentum spectra of protons, deuterons, and 3He nuclei, measured in p--Pb collisions at centre-of-mass per nucleon-nucleon energy of 8.16 TeV, are shown in Fig. 1. The coalescence parameters B2 and B3 as a function of the transverse momentum per nucleon are reported in Fig. 2. The coalescence parameter B2 as a function of the average charged particle multiplicity density is shown in Fig. 3. The ratios of the integrated yields of deuterons to protons and 3He to protons are shown in Fig. 4 as a function of the average charged particle multiplicity density.
DOI: 10.17182/hepdata.138567.v1/t21
title: "Table 21 - Deuteron-over-proton yields vs multiplicity" of "Measurement of (anti)nuclei production in p-Pb collisions at $\sqrt{s_{\rm NN}} = 8.16$ TeV"

description: Ratio of integrated yields of deuterons and of protons, as a function of the average charged particle multiplicity density. The d-to-p ratio is shown in Figure 4 (left panel).
description: Transverse momentum spectra of protons, deuterons, and 3He nuclei, measured in p--Pb collisions at centre-of-mass per nucleon-nucleon energy of 8.16 TeV, are shown in Fig. 1. The coalescence parameters B2 and B3 as a function of the transverse momentum per nucleon are reported in Fig. 2. The coalescence parameter B2 as a function of the average charged particle multiplicity density is shown in Fig. 3. The ratios of the integrated yields of deuterons to protons and 3He to protons are shown in Fig. 4 as a function of the average charged particle multiplicity density.