cometadata/datacite-titles-descriptions-related-identifiers huggingface dataset:
DOI: 10.15468/dl.tsy8jq
title: Occurrence Download

description: A dataset containing 30457 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is one of (Alseuosmia macrophylla A.Cunn., Asplenium bulbiferum G.Forst., Asplenium oblongifolium Colenso, Asplenium polyodon G.Forst., Astelia hastata Colenso, Astelia solandri A.Cunn., Blechnum chambersii Tindale, Blechnum filiforme (A.Cunn.) Ettingsh., Blechnum fraseri (A.Cunn.) Luerss., Brachyglottis repanda J.R.Forst. & G.Forst., Carex uncinata L.f., Clematis paniculata J.F.Gmel., Cyathea cunninghamii Hk.fil., 1854, Cyathea dealbata (G.Forst.) Sw., Dicksonia squarrosa (G.Forst.) Sw., Dysoxylum spectabile (G.Forst.) Hook.fil., Earina autumnalis (G.Forst.) Hook.f., Earina mucronata Lindl., Elaeocarpus dentatus (J.R.Forst. & G.Forst.) Vahl, Freycinetia banksii A.Cunn., Geniostoma ligustrifolium A.Cunn., Griselinia lucida (J.R.Forst. & G.Forst.) G.Forst., Hedycarya arborea J.R.Forst. & G.Forst., Hymenophyllum demissum (G.Forst.) Sw., Hymenophyllum dilatatum (G.Forst.) Sw., Hymenophyllum nephrophyllum Ebihara & K.Iwats., Knightia excelsa R.Br., Lastreopsis hispida (Sw.) Tindale, Laurelia novae-zelandiae A.Cunn., Leptopteris hymenophylloides (A.Rich.) C.Presl, Litsea calicaris (A.Cunn.) Benth. & Hook.fil. ex Kirk, Loxogramme dictyopteris (Mett.) Copel., Lygodium articulatum A.Rich., Melicytus ramiflorus J.R.Forst. & G.Forst., Metrosideros diffusa (G.Forst.) Sm., Metrosideros fulgens Sol. ex Gaertn., Metrosideros perforata (J.R.Forst. & G.Forst.) A.Rich., Microlaena avenacea (Raoul) Hook.f., Microsorum pustulatum (G.Forst.) Copel., Microseris scapigera (A.Cunn.) Sch.Bip., Nestegis lanceolata (Hook.f.) L.A.S.Johnson, Olearia rani (A.Cunn.) Druce, Pseudowintera axillaris (J.R.Forst. & G.Forst.) Dandy, Raukaua edgerleyi (Hook.fil.) Seem., Rhopalostylis sapida H.Wendl. & Drude, Ripogonum scandens J.R.Forst. & G.Forst., Rumohra adiantiformis (G.Forst.) Ching, Schefflera digitata J.R.Forst. & G.Forst., Tmesipteris elongata Dangeard, Trichomanes venosum R.Br.)",
 "InstitutionCode is inaturalist",
 "Country is New Zealand",
 "HasCoordinate is true"
 ]
}

 The dataset includes 30457 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0296977-200613084148143/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.zfdaaj
title: Occurrence Download

description: A dataset containing 41396 species occurrences available in GBIF matching the query:
{
 "and" : [
 "BasisOfRecord is Specimen",
 "Country is Spain",
 "Geometry POLYGON((-6.81318 36.82543,-6.06533 35.68607,-4.50668 36.47628,-5.6321 37.21192,-6.81318 36.82543))",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "OccurrenceStatus is Present",
 "TaxonKey is Plantae"
 ]
}

 The dataset includes 41396 records from 114 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0048847-231120084113126/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.fdxg6m
title: Occurrence Download

description: A dataset containing 669 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Davidia Baill."
 ]
}

 The dataset includes 669 records from 57 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0012955-160910150852091/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.93pudn
title: Occurrence Download

description: A dataset containing 1143 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Diapterus auratus Ranzani, 1842"
 ]
}

 The dataset includes 1143 records from 59 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0032608-220831081235567/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.vq2bs7
title: Occurrence Download

description: A dataset containing 1163 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is one of (Incilius coniferus (Cope, 1862))"
 ]
}

 The dataset includes 1163 records from 44 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0048852-231120084113126/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.jhce6y
title: Occurrence Download

description: A dataset containing 4 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Fleischmannia davidsmithii H.Rob."
 ]
}

 The dataset includes 4 records from 2 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0164217-240321170329656/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.rcxkvu
title: Occurrence Download

description: A dataset containing 280172 species occurrences available in GBIF matching the query:
{
 "and" : [
 {
 "or" : [
 "BasisOfRecord is Human Observation",
 "BasisOfRecord is Specimen"
 ]
 },
 "CoordinateUncertaintyInMeters 0.0-10.0",
 "Elevation 500.0-8000.0m",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 {
 "or" : [
 "Issue is Coordinate rounded",
 "Issue is Geodetic datum assumed WGS84",
 "Issue is Coordinate reprojected",
 "Issue is Collection match fuzzy",
 "Issue is Institution match fuzzy"
 ]
 },
 "TaxonKey is Magnoliopsida"
 ]
}

 The dataset includes 280172 records from 114 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0317615-200613084148143/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.ufqi1r
title: Occurrence Download

description: A dataset containing 1412 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Acer rubrum L.",
 "HasCoordinate is true",
 "HasGeospatialIssue is false"
 ]
}

 The dataset includes 1412 records from 75 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0012956-151016162008034/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.zhynr6
title: Occurrence Download

description: A dataset containing 67636 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Continent is Europe",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "OccurrenceStatus is Present",
 "TaxonKey is Quercus petraea (Matt.) Liebl.",
 "Year 2010-2024"
 ]
}

 The dataset includes 67636 records from 742 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0048857-231120084113126/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.25502/mja8-g609/d
title: Phenotypic and genotypic data of soybean for diversity analysis
DOI: 10.15468/dl.br62gs
title: Occurrence Download

description: A dataset containing 3635 species occurrences available in GBIF matching the query:
{
 "and" : [
 "CoordinateUncertaintyInMeters 0.0-1000.0",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "OccurrenceStatus is Present",
 "TaxonKey is Corythucha ciliata (Say, 1832)"
 ]
}

 The dataset includes 3635 records from 67 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0019222-240906103802322/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.tbtujz
title: Occurrence Download

description: A dataset containing 0 species occurrences available in GBIF matching the query:
{
 "and" : [
 "SpeciesKey is one of (Cuculus sparverioides bocki (R.G.W.Ramsay, 1886))",
 "BasisOfRecord is one of (Human Observation, Observation, Occurrence evidence)",
 "Year is greater than or equal to 1901",
 "Year is less than or equal to 2019",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "OccurrenceStatus is Present"
 ]
}

 The dataset includes 0 records from 0 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0019223-240906103802322/datasets/export for details.
DOI: 10.26182/np9j-fj75
title: Supplementary Materials:  ‘Explosions are always entertaining but…’: investigating the impacts of science shows on high school students
DOI: 10.15468/dl.wpfxyz
title: Occurrence Download

description: A dataset containing 2359 species occurrences available in GBIF matching the query:
{
 "and" : [
 "SpeciesKey is one of (Reinwardtipicus validus (Temminck, 1825))",
 "BasisOfRecord is one of (Human Observation, Observation, Occurrence evidence)",
 "Year is greater than or equal to 1901",
 "Year is less than or equal to 2019",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "OccurrenceStatus is Present"
 ]
}

 The dataset includes 2359 records from 6 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0019225-240906103802322/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.26927143.v1
title: Bases de datos de análisis de competencias interculturales promovidas en titulaciones a cargo de la formación de futuros docentes en España 2021-2022

description: Bases de datos de análisis de competencias interculturales promovidas en titulaciones a cargo de la formación de futuros docentes en España 2021-2022. Se comparte archivo SPSS completo con, todas las variables incluidas en instrumento de medición. Los datos e instrumentos medidos en esta documentación se registra el análisis de más de 60 titulaciones a cargo de la formación de futuros docentes de educación oficial, como la formación especializada de estos, en España, tanto a nivel licenciatura como a nivel de postgrado. Ello, con el fin de analizar el grado de presencia de las competencias interculturales, a nivel de los planes de estudios asociados al tema estudiado. Bases de datos de análisis de competencias interculturales promovidas en titulaciones a cargo de la formación de futuros docentes en España. Se comparte archivo SPSS completo con, todas las variables incluidas en instrumento de medición.Los datos e instrumentos medidos en esta documentación se registra el análisis de más de 60 titulaciones a cargo de la formación de futuros docentes de educación oficial, como la formación especializada de estos, en España, tanto a nivel licenciatura como a nivel de postgrado. Ello, con el fin de analizar el grado de presencia de las competencias interculturales, a nivel de los planes de estudios asociados al tema estudiado.Este espacio contiene:Rúbrica de evaluación de guías. Formato PDFBD con estadísticos originales recabados en instrumento de revisión. Formato SPSSBD con variables ad-hoc creadas en el proyecto. Formato SPSSLa base de dato original fue creada en 2023. Se analizan los planes de estudios para el curso académico 2022-2023.Estos datos fueron recolectados a través del Proyecto (PP-2022-06), financiado por la Universidad Internacional de La Rioja.----Databases for analyzing intercultural competencies promoted in degrees in charge of training future teachers in Spain. A complete SPSS file with all the variables in the measurement instrument is also shared.<br>The data and instruments in this documentation record the analysis of more than 60 degrees in charge of training future teachers of official education and their specialized training in Spain, both at the undergraduate and postgraduate levels. This is done to analyze the degree of intercultural competencies at the level of the study plans associated with the subject studied.This space contains:Guide evaluation rubric. PDF formatDB with original statistics collected in the review instrument. SPSS formatDB with ad-hoc variables was created for the project. SPSS formatThe database was created in 2023.The study plans for the 2022-2023 academic year are analyzed.These data were collected through the Project (PP-2022-06), funded by the Universidad Internacional de La Rioja.
DOI: 10.6084/m9.figshare.27043720
title: Supplementary Material for: Is Baricitinib Effective and Safe for Patients with Difficult-to-Treat Rheumatoid Arthritis? Comparative Data with the RA Group of Rheumatoid Arthritis not Difficult to Treat

description: Objective: This study investigates the efficacy and safety of baricitinib, an oral targeted synthetic Disease Modifying Anti-Rheumatic Drugs (DMARD), in patients with difficult-to-treat rheumatoid arthritis (D2T RA) compared to those without, aiming to determine its potential as an alternative treatment for D2T RA. Subject and Methods: A total of 78 patients participated in this retrospective cohort study, with 33 meeting the D2T RA criteria and 45 were in the non-D2T RA group. Various clinical and laboratory parameters, adverse events, and disease activity indices were assessed, alongside drug efficacy and survival rates. Results: Patients with D2T RA exhibited higher seronegativity, prior use of bDMARDs and cDMARDs, and longer disease duration. Both groups experienced reductions in VAS and DAS28 scores, as well as SDAI, CDAI, HAQ, CRP, and ESR levels at baseline and 3, 6, and 12 months post-baricitinib initiation, with sustained efficacy observed over 12 months. The most prevalent adverse event was infection (28.21%). Although initial drug survival rates were similar between groups, the non-D2T RA group demonstrated higher rates at 24 months (46.70% vs. 59.40%). Subgroup analyses showed comparable survival rates between D2T RA and non-D2T RA groups, whether treated with baricitinib alone or in combination with methotrexate or leflunomide. Conclusion: Despite potential treatment resistance, patients meeting the D2T RA criteria shared similar safety and efficacy profiles with those non-D2T RA. Baricitinib emerges as a promising treatment option for D2T RA patients, offering effectiveness and safety comparable to the non-D2T RA group.
DOI: 10.15468/dl.4ufpm5
title: Occurrence Download

description: A dataset containing 20416 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Geometry POLYGON((106.98464 10.32817,107.06594 10.47719,107.12382 10.59877,107.00279 10.7358,106.86598 10.84435,106.75676 10.98291,106.53018 11.14132,106.35382 11.14724,106.26321 11.04051,106.21297 10.73522,106.56899 10.41495,106.80886 10.31784,106.98464 10.32817))",
 "HasGeospatialIssue is false",
 "OccurrenceStatus is Present",
 "TaxonKey is Aves"
 ]
}

 The dataset includes 20416 records from 18 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0019224-240906103802322/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.5281/zenodo.13771443
title: FRACTESUS_KIT_SA508Cl3_KJc_MCT_-60_10

description: Fractesus project. Fracture test mini-CT. Raw data SA508Cl3. KIT.
DOI: 10.5281/zenodo.13771444
title: FRACTESUS_KIT_SA508Cl3_KJc_MCT_-60_10

description: Fractesus project. Fracture test mini-CT. Raw data SA508Cl3. KIT.
DOI: 10.15468/dl.j6x5wr
title: Occurrence Download

description: A dataset containing 3 species occurrences available in GBIF matching the query:
{
 "and" : [
 "SpeciesKey is one of (Cellana conciliata Iredale, 1940)",
 "BasisOfRecord is one of (Human Observation, Observation, Occurrence evidence)",
 "Year is greater than or equal to 1901",
 "Year is less than or equal to 2019",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "OccurrenceStatus is Present"
 ]
}

 The dataset includes 3 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0019228-240906103802322/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.5281/zenodo.13769627
title: Chronic Apical Periodontitis Risk Prediction and Assessment

description: Workflow and Process:





Sample Selection and Preparation:



Objective: Select relevant CAP-related samples from the UK Biobank ensuring quality and representativeness.

Tasks: Integrate personal health information, blood biochemical indicators, and genetic data to construct feature sets.


Related Files/Directories:



S1_sample_selection.csv: CSV file with selected samples.

feature_info: Directory containing information about features used.





Data Integration and Feature Engineering:



Objective: Combine genetic and electronic medical record data to build comprehensive feature sets.

Tasks: Process and integrate various data types to prepare for model development.


Related Files/Directories:



data_integration: Directory containing scripts and data files for integration.





Machine Learning Model Development:



Objective: Develop and train various machine learning models, including random forest, support vector machine, logistic regression, and adaptive boosting, using the integrated data.

Tasks: Implement and train models to predict CAP risk based on the selected features.


Related Files/Directories:



code: Directory containing code files for machine learning model development.

models: Directory with trained model files.





Model Performance Evaluation:



Objective: Assess the performance of the machine learning models and compare their predictive capabilities.

Tasks: Evaluate models using metrics such as area under the curve (AUC) and sensitivity.


Related Files/Directories:



S2_traintest_id.RData: RData file with training and testing identifiers.

S4_model_performance.RData: RData file with model performance results.

S5_model_res.zip: Compressed file containing detailed model results
DOI: 10.5281/zenodo.13769628
title: Chronic Apical Periodontitis Risk Prediction and Assessment

description: Workflow and Process:





Sample Selection and Preparation:



Objective: Select relevant CAP-related samples from the UK Biobank ensuring quality and representativeness.

Tasks: Integrate personal health information, blood biochemical indicators, and genetic data to construct feature sets.


Related Files/Directories:



S1_sample_selection.csv: CSV file with selected samples.

feature_info: Directory containing information about features used.





Data Integration and Feature Engineering:



Objective: Combine genetic and electronic medical record data to build comprehensive feature sets.

Tasks: Process and integrate various data types to prepare for model development.


Related Files/Directories:



data_integration: Directory containing scripts and data files for integration.





Machine Learning Model Development:



Objective: Develop and train various machine learning models, including random forest, support vector machine, logistic regression, and adaptive boosting, using the integrated data.

Tasks: Implement and train models to predict CAP risk based on the selected features.


Related Files/Directories:



code: Directory containing code files for machine learning model development.

models: Directory with trained model files.





Model Performance Evaluation:



Objective: Assess the performance of the machine learning models and compare their predictive capabilities.

Tasks: Evaluate models using metrics such as area under the curve (AUC) and sensitivity.


Related Files/Directories:



S2_traintest_id.RData: RData file with training and testing identifiers.

S4_model_performance.RData: RData file with model performance results.

S5_model_res.zip: Compressed file containing detailed model results
DOI: 10.15468/dl.2cer6r
title: Occurrence Download

description: A dataset containing 148 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is Italy",
 "GadmGid is ITA.19_1",
 "TaxonKey is Euplagia quadripunctaria (Poda, 1761)"
 ]
}

 The dataset includes 148 records from 5 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0019227-240906103802322/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.26927143.v2
title: Bases de datos de análisis de competencias interculturales promovidas en titulaciones a cargo de la formación de futuros docentes en España 2021-2022 (Databases for the analysis of intercultural competences promoted in degrees for the training of future teachers in Spain 2021-2022)

description: Bases de datos de análisis de competencias interculturales promovidas en titulaciones a cargo de la formación de futuros docentes en España 2021-2022. Se comparte archivo SPSS completo con, todas las variables incluidas en instrumento de medición. Los datos e instrumentos medidos en esta documentación se registra el análisis de más de 60 titulaciones a cargo de la formación de futuros docentes de educación oficial, como la formación especializada de estos, en España, tanto a nivel licenciatura como a nivel de postgrado. Ello, con el fin de analizar el grado de presencia de las competencias interculturales, a nivel de los planes de estudios asociados al tema estudiado. Bases de datos de análisis de competencias interculturales promovidas en titulaciones a cargo de la formación de futuros docentes en España. Se comparte archivo SPSS completo con, todas las variables incluidas en instrumento de medición.Los datos e instrumentos medidos en esta documentación se registra el análisis de más de 60 titulaciones a cargo de la formación de futuros docentes de educación oficial, como la formación especializada de estos, en España, tanto a nivel licenciatura como a nivel de postgrado. Ello, con el fin de analizar el grado de presencia de las competencias interculturales, a nivel de los planes de estudios asociados al tema estudiado.Este espacio contiene:Rúbrica de evaluación de guías. Formato PDFBD con estadísticos originales recabados en instrumento de revisión. Formato SPSSBD con variables ad-hoc creadas en el proyecto. Formato SPSSLa base de dato original fue creada en 2023. Se analizan los planes de estudios para el curso académico 2022-2023.Estos datos fueron recolectados a través del Proyecto (PP-2022-06), financiado por la Universidad Internacional de La Rioja.----Databases for analyzing intercultural competencies promoted in degrees in charge of training future teachers in Spain. A complete SPSS file with all the variables in the measurement instrument is also shared.<br>The data and instruments in this documentation record the analysis of more than 60 degrees in charge of training future teachers of official education and their specialized training in Spain, both at the undergraduate and postgraduate levels. This is done to analyze the degree of intercultural competencies at the level of the study plans associated with the subject studied.This space contains:Guide evaluation rubric. PDF formatDB with original statistics collected in the review instrument. SPSS formatDB with ad-hoc variables was created for the project. SPSS formatThe database was created in 2023.The study plans for the 2022-2023 academic year are analyzed.These data were collected through the Project (PP-2022-06), funded by the Universidad Internacional de La Rioja.