cometadata/datacite-titles-descriptions-related-identifiers huggingface dataset:
DOI: 10.15468/dl.h5yyq7
title: Occurrence Download

description: A dataset listing the 10297 species recorded in GBIF matching the query:
{
 "and" : [
 "Country is Portugal",
 "TaxonKey is Fungi"
 ]
}

 The dataset's 10297 records were derived from 190 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0249977-220831081235567/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.yyqwbj
title: Occurrence Download

description: A dataset containing 2911546520 species occurrences available in GBIF matching the query:
{
 "and" : [
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "OccurrenceStatus is Present",
 "Year 2000-2025"
 ]
}

 The dataset includes 2911546520 records from 53060 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0008849-251009101135966/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.25666/dataosu-2016-06-27
title: dat@OSU
title: dat@OSU

description: dat@OSU is a Metadata platform proposed by the Observatoire des Sciences de l’Univers Terre Homme Environnement Temps Astronomie (OSU THETA). It provides a description of digital data sets from scientific research led in the different laboratories and teams.
description: dat@OSU est une plateforme de métadonnées proposée par l’Observatoire des Sciences de l’Univers Terre Homme Environnement Temps Astronomie (OSU THETA). Elle propose une description des ensembles de données numériques issues des recherches scientifiques menées dans les différents laboratoires et équipes.
description: Audience: General, University: master, Research, University: licence, Amateur, Community College, Informal Education, Stakeholder, Policy maker
description: UpdatePeriodicity: continually
description: Project: GVDR - Gestion et Valorisation des Données de la Recherche, SRO OSU THETA 2014 (OSU)
description: Project: dat@OSU : gestion et valorisation des données de la recherche des laboratoires de l'Observatoire des Sciences de l'Univers Terre-Homme-Environnement-Temps-Astronomie de Franche-Comté Bourgogne, Appel d'offre Région Franche-Comté 2015 (Region Franche-Comté), INSU (CNRS), Université de Franche-Comté (Another public institution)
description: Derived or compiled data: Demande aux chercheurs produisant des données.
DOI: 10.34810/data1749
title: Replication data for "A multi-enzymatic platform for coupling a CCU strategy to a waste valorization: CO2 from iron&steel industry and crude glycerol from biodiesel production."

description: Dataset related to the characterization of formate and glycerol dehydrogenases, reaction medium engineering, and optimization of the multi-enzymatic production of formate and DHA from industrial waste such as CO2 and glycerol. Additionally, the evaluation of the reaction under industrially relevant conditions using real industrial waste was included.
description: Data of the simultaneous production of formate and DHA by a multi-enzymatic system for the valorization of industrial waste: CO2 and glycerol.
description: Microsoft Excel, null
description: Description of the methods used to collect and generate the data:
*The enzymatic activity of the enzymes was measured spectrophotometrically at 340 nm using a phosphate buffer, NAD+ at 1.67 and 5 mM, 100 mM sodium formate, 100 mM glycerol, and a variable amount of soluble enzyme.
*The protein concentration was quantified spectrophotometrically at 595 nm using the Bradford method.
*The concentration of soluble CO2 in the medium was measured using a CO2 sensor (InPro5000i/12/220, Mettler Toledo S.A.E).
*Formate, DHA and glycerol quantification were performed in the liquid chromatograph using an ion exchange method with the IC-Sep COREGEL 87H3 column and sulfuric acid (H2SO4) 0.5 mM: Acetonitrile (65:35) as mobile phase. A flow rate of 0.6 mL·min-1, injection volume of 20 µL, column temperature of 30 °C, UV/Visible detector at 210 nm and RID detector at 30 °C.
*The multi-enzymatic production of formate and DHA was carried out in 250 mM phosphate buffer at pH 8.5, pre-saturated with a gas mixture containing 24% CO2 in nitrogen, with 1 mM NADH, 0.5 U mL⁻¹ FDH, 3.5 U mL⁻¹ GlyDH, and 100 mM glycerol. The reaction was performed for 30 hours at 30°C with constant stirring.
Information about instruments, calibration and standards:
*Varian Cary 50 Bio UV-visible Spectrophotometer (Agilent)
*SPECTROstar Nano (BMG LABTECH) Spectrophotometer
*Fast Protein Liquid Chromatography (FPLC) in ÄKTA Pure (GE Healthcare®, Chicago, IL, USA)
*Liquid chromatograph Agilent 1220 Infinity II
*Multi Therm Heat Block system (Benchmark Scientific Inc.). 
Environmental or experimental conditions:
The reactions were carried out in a fume hood at 30°C and within a pH range of 7.0 to 8.5.
DOI: 10.25666/dataubfc-2024-08-30-03
title: Chocolate producer interview (in spanish)
title: Entrevues de producteurs de chocolat (en espagnol)

description: Audio interviews with chocolate producer at the Quito chocolate fair and in their workplaces in Ecuador about their relationship with cocoa and chocolate. Interviews conducted in Spanish by a native speaker, then transcribed.
description: Entrevues audios des producteurs de chocolat au salon du chocolat de Quito et dans leurs lieux de travail en Équateur sur leurs relations avec le cacao et le chocolat. Entrevues réalisées en espagnol par une personne native puis transcrites.
description: Audience: University: master, Research, University: licence, Informal Education, Policy maker
description: UpdatePeriodicity: as needed
description: AdditionnalInformation: Data collected as part of Angelica Cahuana's thesis in Language Sciences, co-supervised by Laurent Gautier, Professor, University of Burgundy - TIL Lab, and Stéphane Patin, Professor, Université Paris Cité.
description: AdditionnalInformation: Données collectées dans le cadre de la thèse en Sciences de Langage de Angelica Cahuana co-encadrée par Laurent Gautier, Professeur, université de Bourgogne - Laboratoire TIL et Stéphane Patin, Professeur, Université Paris Cité.
description: Label: MSH Dijon (Plateforme Humanités numériques - MSH Dijon)
description: Label: Plateforme UBFC (Plateforme UBFC)
description: Derived or compiled data: The data are part of a corpus compiled from transcribed audio recordings.
description: Données dérivées ou compilées: Les données font partie d'un corpus compilé à partir d'enregistrements audios transcripts.
DOI: 10.15468/dl.v2e8vp
title: Occurrence Download

description: A dataset containing 8048 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Adenophora triphylla"
 ]
}

 The dataset includes 8048 records from 211 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0000258-250711103210423/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.3886/e112859
title: Replication data for: The Price of Experience

description: We identify a key role of factor supply, driven by demographic changes, in shaping several empirical regularities that are a focus of active research in macro and labor economics. In particular, demographic changes alone can account for the large movements of the return to experience over the last four decades, for the differential dynamics of the age premium across education groups emphasized by Katz and Murphy (1992), for the differential dynamics of the college premium across age groups emphasized by Card and Lemieux (2001), and for the changes in cross-sectional and cohort-based life-cycle profiles emphasized by Kambourov and Manovskii (2005). (JEL D91, E24, I23, J11, J24, J31)
DOI: 10.3886/e112859v2
title: Replication data for: The Price of Experience

description: We identify a key role of factor supply, driven by demographic changes, in shaping several empirical regularities that are a focus of active research in macro and labor economics. In particular, demographic changes alone can account for the large movements of the return to experience over the last four decades, for the differential dynamics of the age premium across education groups emphasized by Katz and Murphy (1992), for the differential dynamics of the college premium across age groups emphasized by Card and Lemieux (2001), and for the changes in cross-sectional and cohort-based life-cycle profiles emphasized by Kambourov and Manovskii (2005). (JEL D91, E24, I23, J11, J24, J31)
DOI: 10.25666/dataosu-2016-08-30-02
title: Mobile temperature measurements of air temperature in Dijon
title: Mesures mobiles de température de l'air dans l'agglomération de Dijon

description: Air temperature and monitoring in the Dijon agglomeration by bike (one measurement every 5m) to characterize the urban heat island at very high resolution along constant transects
description: Mesures mobiles par vélo de température de l'air dans l'agglomération de Dijon à très haute résolution (une mesure tous les 5m) pour caractériser l'ilot de chaleur urbain le long de transects constants
description: Audience: Research, Policy maker
description: UpdatePeriodicity: irregular
description: Project: MUSTARDijon, ADEME (ADEME french agency), CPER (Another region), Dijon Métropole (Local community)
description: Label: SNO Observil (Service National d'Observation de l'environnement urbain)
description: Observational data: Detectors - one mobile sensor (M-RSA shelters, Hobo Pro-V2 sensors), Grand Dijon agglomeration, record sampling every 5 meters, after sunset following sunny days, along constant transects of 35km, period March 2016 — August 2018

Mesures mobiles de températures sous abris (M-RSA, capteurs thermiques Hobo Pro-V2), agglomération du Grand Dijon, une mesure tous les 5 mètres, au coucher du soleil suivant les journées ensoleillées, le long d'un transect constant de 35km, période depuis Mars 2016
DOI: 10.15468/dl.95fq5d
title: Occurrence Download

description: A dataset containing 32976 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Ulva lactuca"
 ]
}

 The dataset includes 32976 records from 374 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0000260-250711103210423/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.d6wurc
title: Occurrence Download

description: A dataset containing 77070 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Nassella trichotoma",
 "Country is Australia",
 "HasCoordinate is true"
 ]
}

 The dataset includes 77070 records from 37 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0000249-250711103210423/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.unddfy
title: Occurrence Download

description: A dataset containing 81 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Alyssum gallaecicum"
 ]
}

 The dataset includes 81 records from 6 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0000261-250711103210423/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.jk3v7f
title: Occurrence Download

description: A dataset containing 530 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Adenostemma mauritianum"
 ]
}

 The dataset includes 530 records from 45 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0000262-250711103210423/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.5281/zenodo.15863277
title: data tabulation Job mismatch, Job crafting, Employee Productivity

description: data obtained for research and based on original data
DOI: 10.5281/zenodo.15863278
title: data tabulation Job mismatch, Job crafting, Employee Productivity

description: data obtained for research and based on original data
DOI: 10.5517/ccdc.csd.cc27bbrp
title: CCDC 2065522: Experimental Crystal Structure Determination

description: Related Article: Ping-Xin Wu, Rong-Da Lai, Rui Ge, Cai Sun, Guo-Qiang Wang, Xin-Xiong Li, Shou-Tian Zheng|2021|Inorg.Chem.|60|6162|doi:10.1021/acs.inorgchem.1c00754
description: An entry from the Cambridge Structural Database, the world’s repository for small molecule crystal structures. The entry contains experimental data from a crystal diffraction study. The deposited dataset for this entry is freely available from the CCDC and typically includes 3D coordinates, cell parameters, space group, experimental conditions and quality measures.
DOI: 10.5281/zenodo.15863322
title: Intensivkapazitäten und COVID-19-Intensivbettenbelegung in Deutschland

description: Das Intensivregister (www.intensivregister.de) ist eine digitale Plattform zur Echtzeiterfassung von intensivmedizinischen Behandlungs- und Bettenkapazitäten sowie den Fallzahlen intensivmedizinisch behandelter COVID-19-Patient:innen der etwa 1.300 Akut-Krankenhäuser Deutschlands. Bis 12 Uhr ist die tägliche Meldung laut Verordnung für die Krankenhäuser verpflichtend. Darüber hinaus kann beliebig oft gemeldet werden, sodass Veränderungen in den Kapazitäten aktuell berichtet werden können.
Damit ermöglicht das Intensivregister in der Pandemie sowie darüber hinaus, Engpässe in der intensivmedizinischen Versorgung im regionalen und zeitlichen Vergleich zu erkennen. Es schafft somit eine wertvolle Grundlage zur Reaktion und zur datengestützten Handlungssteuerung in Echtzeit. Zur Aufrechterhaltung der Krankenhausversorgung bietet das DIVI-Intensivregister demnach ein Portal zur Suche freier Intensivbetten und zur Kontaktaufnahme zwischen Fachkolleg*innen, um die gegenseitige Unterstützung bei Behandlungsfragen im intensivmedizinischen Kontext zu erleichtern. Ebenso liefert es eine maßgebliche Informationsgrundlage für staatliche Steuerungs- und Planungsmaßnahmen sowie für die lokale und überregionale Steuerung und Koordinierung der Bettenbelegung.
DOI: 10.15468/dl.5c2rqy
title: Occurrence Download

description: A dataset containing 2564 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Alyssum gmelinii"
 ]
}

 The dataset includes 2564 records from 87 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0000265-250711103210423/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.28931030.v4
title: Code for the HIVE Appendicitis prediction modelRepository with LLM_data_extractor_optuna for automated feature extraction

description: This repository contains the code and trained model for developing the HIVE (History, Intake, Vitals, Examination) machine learning model for predicting appendicitis in patients presenting with acute abdominal pain at the Emergency Department (ED).The HIVE model was developed using structured data derived from ED intake forms, vital signs, and clinical signs and symptoms extracted from free-text ED reports. These clinical features were either manually annotated or automatically extracted using a large language model (LLM), depending on the experiment.The codebase includes:Preprocessing scripts for merging structured and unstructured inputsFeature engineering and selection stepsModel development using XGBoostHyperparameter tuning via OptunaEvaluation procedures including AUROC calculation and bootstrapping for confidence intervalsThe repository also includes a pickled version of the final trained model (developed on 268 training cases), which can be used to generate appendicitis risk predictions on new patient data when provided with the appropriate input features.<b>LLM Data Extractor optuna repo</b> is a Python framework for generating and evaluating clinical text predictions using large language models (LLMs) like <code>qwen2.5</code>. It supports:Prediction task execution via a local Ollama serverHyperparameter tuning with Optuna across temperature, top-k, top-p, and min-pDesigned to extract structured outputs from unstructured text data (e.g., ED reports)Fully configurable via CLI for automated or fine-tuned runs.The pipeline supports both direct prediction generation and structured evaluation with minimal setup. It is based on the llm_extractinator/README.md at main · DIAGNijmegen/llm_extractinator · GitHub. This repository is linked to the paper <b><i>LLM-automated extraction of clinical signs and symptoms from Emergency Department reports for machine learning prediction models</i></b>.
DOI: 10.5281/zenodo.15863302
title: Teoría Unificada de la Realidad Consciente Computable
DOI: 10.5281/zenodo.15863303
title: Teoría Unificada de la Realidad Consciente Computable
DOI: 10.15468/dl.rx4t5r
title: Occurrence Download

description: A dataset containing 37547 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Osteospermum moniliferum",
 "Country is Australia",
 "HasCoordinate is true"
 ]
}

 The dataset includes 37547 records from 44 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0000263-250711103210423/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.udtmcp
title: Occurrence Download

description: A dataset containing 203 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Maihueniopsis glomerata",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "Year is greater than or equal to 2000",
 "Continent is South America"
 ]
}

 The dataset includes 203 records from 6 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0000266-250711103210423/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.34810/data1779
title: Consumer survey about the importance of dietary iodine on human health and its dietary sources

description: This is the final dataset without suspected duplicates, underage or wrong ages, and countries with less than 60 respondents of a multicountry consumer's survey about the importance of dietary iodine on human health and its dietary sources. It includes 5 questions with the sociodemographic information, 7 questions in a 7-point Likert-type item, and one question to assess respondents attentiveness. The dataset included 4,706 records from 16 countries.

Aquest és el conjunt de dades final sense sospita de duplicats, menors d'edat o edats incorrectes i països amb menys de 60 enquestats d'una enquesta de consumidors de diversos països sobre la importància del iode en la dieta per a la salut humana i les seves fonts dietètiques. Inclou 5 preguntes amb la informació sociodemogràfica, 7 preguntes en un ítem tipus Likert de 7 punts i una pregunta per avaluar l'atenció dels enquestats. El conjunt de dades incloïa 4.706 registres de 16 països.
description: Microsoft Excel, 2016
description: Excel (xlsx) file with 4,704 rows and 14 columns. For more details see published paper Niero, G., Censi, S., Mian, C., Manuelian, C. L., Rovai, M., Tsiplakou, E., ... & De Marchi, M. (2024). Low public awareness opens up new opportunities for highlighting milk as an iodine dietary source. Journal of Dairy Science. https://doi.org/10.3168/jds.2024-25030
description: See published paper Niero, G., Censi, S., Mian, C., Manuelian, C. L., Rovai, M., Tsiplakou, E., ... & De Marchi, M. (2024). Low public awareness opens up new opportunities for highlighting milk as an iodine dietary source. Journal of Dairy Science. https://doi.org/10.3168/jds.2024-25030
DOI: 10.3886/e116540
title: Replication data for: Long-Term Impacts of Individual Development Accounts on Homeownership among Baseline Renters: Follow-Up Evidence from a Randomized Experiment

description: We examine the long-term effects of a 1998-2003 randomized experiment in Tulsa, Oklahoma with Individual Development Accounts
that offered low-income households 2:1 matching funds for housing
down payments. Prior work shows that, among households who
rented in 1998, homeownership rates increased more through 2003
in the treatment group than for controls. We show that control group
renters caught up rapidly with the treatment group after the experiment ended. As of 2009, the program had an economically small and statistically insignificant effect on homeownership rates, the number of years respondents owned homes, home equity, and foreclosure activity among baseline renters. (JEL D14, H75, R21, R31)
DOI: 10.3886/e116540v2
title: Replication data for: Long-Term Impacts of Individual Development Accounts on Homeownership among Baseline Renters: Follow-Up Evidence from a Randomized Experiment

description: We examine the long-term effects of a 1998-2003 randomized experiment in Tulsa, Oklahoma with Individual Development Accounts
that offered low-income households 2:1 matching funds for housing
down payments. Prior work shows that, among households who
rented in 1998, homeownership rates increased more through 2003
in the treatment group than for controls. We show that control group
renters caught up rapidly with the treatment group after the experiment ended. As of 2009, the program had an economically small and statistically insignificant effect on homeownership rates, the number of years respondents owned homes, home equity, and foreclosure activity among baseline renters. (JEL D14, H75, R21, R31)
DOI: 10.15468/dl.ycwf2w
title: Occurrence Download

description: A dataset containing 48501 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Adenostyles alliariae"
 ]
}

 The dataset includes 48501 records from 417 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0000264-250711103210423/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.