cometadata/datacite-titles-descriptions-related-identifiers huggingface dataset:
DOI: 10.3535/2gv-2zc-543
title: Nerita histrio Linnaeus, 1758

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/aby-1dq-4b1
title: Ungulinidae Gray, 1854

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/8ns-92t-aqb
title: Erronea errones (Linnaeus, 1758)

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/4ss-p35-r8x
title: Heliacus fenestratus (Hinds, 1844)

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/hz9-4qr-wxv
title: Telodiacria quadridentata (Blainville, 1821)

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/vdj-mxs-ht8
title: Animalia

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/nt2-7m6-dfg
title: Theodoxus fluviatilis (Linnaeus, 1758)

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/z2x-3a7-zgk
title: Cycloscala echinaticosta (A. d'Orbigny, 1842)

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/sj8-j59-1ma
title: Animalia

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.5281/zenodo.13921291
title: Evaluating the Effectiveness of LLMs in Fixing Maintainability Issues in Real-World Projects

description: Contact

website: https://labsoft-ufmg.github.io/

email: henrique.mg.bh@gmail.com
DOI: 10.5281/zenodo.13921292
title: Evaluating the Effectiveness of LLMs in Fixing Maintainability Issues in Real-World Projects

description: Contact

website: https://labsoft-ufmg.github.io/

email: henrique.mg.bh@gmail.com
DOI: 10.3535/n47-khh-tx0
title: Cancilla isabella (Swainson, 1831)

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/cql-p1d-a2a
title: Mauritia arabica arabica (Linnaeus, 1758)

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/s1h-jrv-r1x
title: Vasum turbinellus (Linnaeus, 1758)

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.5281/zenodo.18177232
title: Data Release: Characterizing Compact Object Binaries in the Lower Mass Gap with Gravitational Waves

description: This data release contains the parameter estimation results for "Characterizing Compact Object Binaries in the Lower Mass Gap with Gravitational Waves" (https://arxiv.org/abs/2507.01189).



bilby_pe_results.tar.gz: This tar file contains the parameter estimation results for each of the simulations referenced in the paper. 



The results are bilby result files in json format that can be read in using either bilby or json. For example:

import bilby
from bilby.gw.result import CBCResult
import json

filepath = '/bilby_pe_results/varied_parameter_samples/maxL/maxL_prod1_zero_noise_data0_1369419318-7212143_analysis_L1_merge_result.json'
result1 = bilby.core.result.read_in_result(filepath)
result2 = CBCResult.from_json(filepath)
result3 = json.load(open(filepath,'r'))


The unzipped directory bilby_pe_results is organized such that each subdirectory contains the parameter estimation results of the simulations corresponding to a certain section of the paper.



varied_parameter_samples: contains results for the simulations described in Section 3.1: GW230529-like systems. This directory is further divided based on the parameter sample used (maxL, equal_mass, secondary_peak).

varied_m1: contains results for the simulations described in Section 3.2: Varying the primary mass. This directory is further divided into the results for spinning and non-spinning systems (with_spin and zero_spin, respectively). The difference between the results with 'lower' in their filename compared to those with 'upper' in their name is the prior on the chirp mass that is used.

noise_realizations: contains results for the simulations described in Section 4: Varying the noise realization. This directory is further divided based on the parameter sample used (maxL, equal_mass, secondary_peak). Each of the 10 files within each subdirectory used a different realization of Gaussian noise.

varied_snr: contains results for the simulations described in Section 5: Increasing the signal-to-noise ratio. This directory is further divided based on the parameter sample used (maxL, equal_mass). Each file uses a different optimal signal-to-noise ratio for the simulated waveform. The two-detector (L1 and H1) results are also included.

waveform_models: contains results for the simulations described in Section 6: Comparing waveform models. This directory is further divided based on the parameter sample used (maxL, equal_mass, secondary_peak) and then the IMRPhenom waveform model used (pv2, xp, and xphm), corresponding to IMRPhenomPv2, IMRPhenomXP, and IMRPhenomXPHM.
DOI: 10.5281/zenodo.18177233
title: Data Release: Characterizing Compact Object Binaries in the Lower Mass Gap with Gravitational Waves

description: This data release contains the parameter estimation results for "Characterizing Compact Object Binaries in the Lower Mass Gap with Gravitational Waves" (https://arxiv.org/abs/2507.01189).



bilby_pe_results.tar.gz: This tar file contains the parameter estimation results for each of the simulations referenced in the paper. 



The results are bilby result files in json format that can be read in using either bilby or json. For example:

import bilby
from bilby.gw.result import CBCResult
import json

filepath = '/bilby_pe_results/varied_parameter_samples/maxL/maxL_prod1_zero_noise_data0_1369419318-7212143_analysis_L1_merge_result.json'
result1 = bilby.core.result.read_in_result(filepath)
result2 = CBCResult.from_json(filepath)
result3 = json.load(open(filepath,'r'))


The unzipped directory bilby_pe_results is organized such that each subdirectory contains the parameter estimation results of the simulations corresponding to a certain section of the paper.



varied_parameter_samples: contains results for the simulations described in Section 3.1: GW230529-like systems. This directory is further divided based on the parameter sample used (maxL, equal_mass, secondary_peak).

varied_m1: contains results for the simulations described in Section 3.2: Varying the primary mass. This directory is further divided into the results for spinning and non-spinning systems (with_spin and zero_spin, respectively). The difference between the results with 'lower' in their filename compared to those with 'upper' in their name is the prior on the chirp mass that is used.

noise_realizations: contains results for the simulations described in Section 4: Varying the noise realization. This directory is further divided based on the parameter sample used (maxL, equal_mass, secondary_peak). Each of the 10 files within each subdirectory used a different realization of Gaussian noise.

varied_snr: contains results for the simulations described in Section 5: Increasing the signal-to-noise ratio. This directory is further divided based on the parameter sample used (maxL, equal_mass). Each file uses a different optimal signal-to-noise ratio for the simulated waveform. The two-detector (L1 and H1) results are also included.

waveform_models: contains results for the simulations described in Section 6: Comparing waveform models. This directory is further divided based on the parameter sample used (maxL, equal_mass, secondary_peak) and then the IMRPhenom waveform model used (pv2, xp, and xphm), corresponding to IMRPhenomPv2, IMRPhenomXP, and IMRPhenomXPHM.
DOI: 10.15468/dl.y4dp48
title: Occurrence Download

description: A dataset containing 793 species occurrences available in GBIF matching the query:
{
 "and" : [
 "HasGeospatialIssue is false",
 "HasCoordinate is true",
 "OccurrenceStatus is Present",
 {
 "not" : {
 "BasisOfRecord" : [
 "is one of (Fossil, Living Specimen)"
 ]
 }
 },
 "TaxonKey is Physocalymma Pohl"
 ]
}

 The dataset includes 793 records from 70 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0010663-250515123054153/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.6077/pfsd-0v93
title: Reproduction Materials for: Anthropogenic Climate Change Has Slowed Global Agricultural Productivity Growth

description: &lt;b&gt;PI-Provided Abstract&lt;/b&gt;: Agricultural research has fostered productivity growth, but the historical influence of anthropogenic climate change on that growth has not been quantified. We develop a robust econometric model of weather effects on global agricultural total factor productivity (TFP) and combine this model with counterfactual climate scenarios to evaluate impacts of past climate trends on TFP. Our baseline model indicates that anthropogenic climate change has reduced global agricultural TFP by about 21 since 1961, a slowdown that is equivalent to losing the last 7 years of productivity growth. The effect is substantially more severe (a reduction of 26-34) in warmer regions such as Africa and Latin America and the Caribbean. We also find that global agriculture has grown more vulnerable to ongoing climate change.
description: PLEASE NOTE: Due to the size of this reproduction package, the "Access Dataset" link to the right will not work; please access from the file listing below.

ALSO NOTE: There are two versions of this reproduction package, one for the final publication and one for the preprint version of the publication. Please ensure you are downloading the correct file for your purposes.
DOI: 10.25934/pr00011420
title: 2025 Data Challenge - Optimizing Antibiotic Use: Forecasting Carbapenem Resistance Emergence via Shifts in MIC Distributions of Klebsiella pneumoniae and Escherichia coli

description: Expression of Interest
Optimizing Antibiotic Use: Forecasting Carbapenem Resistance Emergence via Shifts in MIC Distributions of Klebsiella pneumoniae and Escherichia coli
Research Question: Can statistically significant upward shifts in the upper percentiles (75th/90th) of MIC distributions for Klebsiella pneumoniae and Escherichia coli against carbapenems forecast breakpoint-defined resistance 6–12 months in advance at the national level?
Clinical management of infections caused by antimicrobial-resistant (AMR) pathogens often relies on identifying resistance after therapeutic failure. Resistance is typically defined only when minimum inhibitory concentration (MIC) values cross fixed breakpoints. However, this binary classification may miss early warning signals of emerging resistance, resulting in delayed or suboptimal treatment and increased patient morbidity.
We propose an unsupervised machine learning approach to detect statistically significant shifts in the upper percentiles (75th and 90th) of MIC distributions for Klebsiella pneumoniae and Escherichia coli to carbapenems (imipenem and meropenem). Drawing inspiration from Sakagianni et al., we will apply change-point detection techniques to these percentile trends to identify early shifts indicative of brewing resistance. Our central hypothesis is that these subtle distributional changes precede clinically defined resistance events, offering an earlier alert signal.
We will use the ATLAS_Antibiotics dataset to extract longitudinal MIC data, focusing geographically on South Africa and Israel. These countries represent distinct AMR trajectories and laboratory capacities, enabling comparative insight into model generalizability.
Our key outcomes will include:
•	Lead time between MIC shifts and confirmed resistance emergence,
•	Performance metrics of the change-point detection algorithm (sensitivity, specificity, false positives), and
•	A reproducible, open-source pipeline that can be generalized to other pathogens or drug classes.
By transforming granular MIC trends into actionable early-warning tools, this project could strengthen AMR surveillance and empower clinicians to personalize treatment decisions, shifting AMR response toward prevention rather than reaction.

Requested Dataset
•	ATLAS_Antibiotics (Pfizer Inc.)
DOI: 10.15472/d0udha
title: Estudio de impacto ambiental para la modificación del plan de manejo ambiental (PMA) Bloque Cubarral - Campos Chichimene y Castilla

description: El área de estudio ambiental para la modificación del plan de manejo ambiental (PMA) bloque Cubarral de los campos chichimene y castilla se encuentra localizado en el departamento del Meta en los municipios de Guamal, Acacías, Villavicencio y Castilla La Nueva, tiene un área aproximada de 23.423,65 ha y se encuentra en jurisdicción de la Corporación para el Desarrollo Sostenible del Área de Manejo Especial La Macarena (CORMACARENA).
description: Este recurso contiene un total de 2.472 registros biológicos, pertenecientes a los reinos Plantae (1.254), Fungi (25), Animalia (860), Bacteria (35), Chromista (198) y Protozoa (100). Adicionalmente, contiene información de medidas bióticas del número de redes, trampas, Sherman, Tomahawk, técnicas de muestreo de comunidades hidrobiológicas y técnicas de muestreo para flora.
DOI: 10.15468/dl.mspqqw
title: Occurrence Download

description: A dataset containing 96 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Rinorea ulmifolia (Kunth) Kuntze"
 ]
}

 The dataset includes 96 records from 26 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0005791-250525065834625/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.tbq4rb
title: Occurrence Download

description: A dataset containing 5 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Mendoncia gilva Leonard"
 ]
}

 The dataset includes 5 records from 4 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0005789-250525065834625/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.fsva9s
title: Occurrence Download

description: A dataset containing 196 species occurrences available in GBIF matching the query:
{
 "and" : [
 "GadmGid is BOL.3.7.2_2",
 "Year 1000-1922"
 ]
}

 The dataset includes 196 records from 10 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0077738-240506114902167/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.gte2zn
title: Occurrence Download

description: A dataset containing 87 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Ruellia sprucei Lindau"
 ]
}

 The dataset includes 87 records from 30 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0077740-240506114902167/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.gphgmx
title: Occurrence Download

description: A dataset containing 884 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is one of (Libertia chilensis (Molina) Gunckel, Libertia chilensis (Molina) Klotzsch, Libertia chilensis (Molina) Klotzsch ex Baker)"
 ]
}

 The dataset includes 884 records from 69 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0077739-240506114902167/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.25549/inscriptifact-ouc110806651
title: Mesha Inscription, KAI 181, Mesha' Inscription, Mesha'-Inschrift, Mesha Stela, Mesha' Stela

description: [Text Description:] Commemoration of military actions and building projects of Mesha, King of Moab ❧ [Text or Publication Number Note:] KAI 181 ❧ [Excavation Description:] Discovered in 1868 by a German missionary in Diban (Dhiban) ❧ [Medium:] Stone ❧ [Script Note:] Moabite ❧ [Physical Object Description:] Basalt Stone, 1.1 meters high, 60-68 cm wide (or 1.15 m x 60 cm), rounded at the top ❧ [Physical Object Note:] Present stele has been restored from fragments, and missing text reconstructed based on paper squeezes
DOI: 10.25549/inscriptifact-ouc110806649
title: Mesha Inscription, KAI 181, Mesha' Inscription, Mesha'-Inschrift, Mesha Stela, Mesha' Stela

description: [Text Description:] Commemoration of military actions and building projects of Mesha, King of Moab ❧ [Text or Publication Number Note:] KAI 181 ❧ [Excavation Description:] Discovered in 1868 by a German missionary in Diban (Dhiban) ❧ [Medium:] Stone ❧ [Script Note:] Moabite ❧ [Physical Object Description:] Basalt Stone, 1.1 meters high, 60-68 cm wide (or 1.15 m x 60 cm), rounded at the top ❧ [Physical Object Note:] Present stele has been restored from fragments, and missing text reconstructed based on paper squeezes
DOI: 10.25549/inscriptifact-ouc110808747
title: Ur III Vase, Ur III Beaker

description: [Text Description:] Vase or beaker from Ur III's third dynasty ❧ [Excavation Description:] Found at Ur ❧ [Medium:] Clay ❧ [Script Note:] Non-Text ❧ [Physical Object Description:] Pottery vase or beaker. In excellent condition, remains fully intact. ❧ [Physical Object Note:] 9.25 in. height, 4.25 in. width at mouth, 2.25 in. width at base
DOI: 10.13140/rg.2.2.23015.10400
title: Overview of Vitamin D Metabolism and its Systemic Effects.
DOI: 10.25549/inscriptifact-ouc110806647
title: Mesha Inscription, KAI 181, Mesha' Inscription, Mesha'-Inschrift, Mesha Stela, Mesha' Stela

description: [Text Description:] Commemoration of military actions and building projects of Mesha, King of Moab ❧ [Text or Publication Number Note:] KAI 181 ❧ [Excavation Description:] Discovered in 1868 by a German missionary in Diban (Dhiban) ❧ [Medium:] Stone ❧ [Script Note:] Moabite ❧ [Physical Object Description:] Basalt Stone, 1.1 meters high, 60-68 cm wide (or 1.15 m x 60 cm), rounded at the top ❧ [Physical Object Note:] Present stele has been restored from fragments, and missing text reconstructed based on paper squeezes
DOI: 10.25549/inscriptifact-ouc15234768
title: Jar Fragment

description: [Text or Publication Number Note:] Sachau 82/7; Sachau Pl. 69/7 ? [Excavation Description:] Excavation of tell on island of Elephantine, beginning 20th c. by Berlin Museums and Paris Academie des Inscriptions et Belles Lettres ? [Medium:] Clay ? [Script Note:] Phoenician ? [Physical Object Description:] Clay jar fragment, P11399
DOI: 10.25549/inscriptifact-ouc110806639
title: Mesha Inscription, KAI 181, Mesha' Inscription, Mesha'-Inschrift, Mesha Stela, Mesha' Stela

description: [Text Description:] Commemoration of military actions and building projects of Mesha, King of Moab ❧ [Text or Publication Number Note:] KAI 181 ❧ [Excavation Description:] Discovered in 1868 by a German missionary in Diban (Dhiban) ❧ [Medium:] Stone ❧ [Script Note:] Moabite ❧ [Physical Object Description:] Basalt Stone, 1.1 meters high, 60-68 cm wide (or 1.15 m x 60 cm), rounded at the top ❧ [Physical Object Note:] Present stele has been restored from fragments, and missing text reconstructed based on paper squeezes
DOI: 10.25549/inscriptifact-ouc15234769
title: Jar Fragment

description: [Text or Publication Number Note:] Sachau 85/13; Sachau Pl. 72/13 ? [Excavation Description:] Excavation of tell on island of Elephantine, beginning 20th c. by Berlin Museums and Paris Academie des Inscriptions et Belles Lettres ? [Medium:] Clay ? [Script Note:] Phoenician ? [Physical Object Description:] Clay jar fragment, P11400/17813
DOI: 10.25549/inscriptifact-ouc15234763
title: Jar Fragment

description: [Text or Publication Number Note:] Sachau 82/12; Sachau Pl. 69/12 ? [Excavation Description:] Excavation of tell on island of Elephantine, beginning 20th c. by Berlin Museums and Paris Academie des Inscriptions et Belles Lettres ? [Medium:] Clay ? [Script Note:] Phoenician ? [Physical Object Description:] Clay jar fragment, P11404
DOI: 10.25549/inscriptifact-ouc1sto800904
title: InscriptiFact -- an image database of inscriptions and artifacts

description: The InscriptiFact Collection is designed to allow access via the Internet to high-resolution images of ancient inscriptions and artifacts, primarily from the Near Eastern and Mediterranean Worlds. The targeted inscriptions constitute some of the world’s earliest written records, which are mostly housed in a number of international museums and libraries, as well as field projects where inscriptions still remain in situ. Included, for example, are, selected Dead Sea Scrolls; cuneiform tablets from Mesopotamia, Persia, Canaan and Egypt; early Jewish papyri from Egypt; lapidary inscriptions, primarily from Jordan, Lebanon and Cyprus; inscriptions on a variety of hard media (e.g., ostraca, copper, semi-precious stones, jar handles) mostly written in early Canaanite, Phoenician, Hebrew, Aramaic, Ammonite and Edomite; and much more. These ancient texts are foundational documents that serve as a point of reference for Judaism, Christianity, Islam and the cultures out of which they emerged. The name "InscriptiFact" is intended to convey the concept of a scholarly archive based on "facts" about "inscriptions" and "artifacts." West Semitic Research Project (WSRP) under the auspices of the University of Southern California (USC) is broadly acknowledged as a leader in the application of photographic and digital technologies to capture and analyze data of ancient texts. The West Semitic Research image archive now contains approximately 1,500,000 images. Important! Search terms with more than one word or number need to be enclosed in quotation marks.Guide to Searching InscriptiFact
DOI: 10.25549/inscriptifact-ouc15234761
title: Jar Fragment

description: [Text or Publication Number Note:] Sachau 83/12; Sachau Pl. 70/12 ? [Excavation Description:] Excavation of tell on island of Elephantine, beginning 20th c. by Berlin Museums and Paris Academie des Inscriptions et Belles Lettres ? [Medium:] Clay ? [Script Note:] Phoenician ? [Physical Object Description:] Clay jar fragment, P11392
DOI: 10.25549/inscriptifact-ouc1sto800902
title: InscriptiFact -- an image database of inscriptions and artifacts

description: The InscriptiFact Collection is designed to allow access via the Internet to high-resolution images of ancient inscriptions and artifacts, primarily from the Near Eastern and Mediterranean Worlds. The targeted inscriptions constitute some of the world’s earliest written records, which are mostly housed in a number of international museums and libraries, as well as field projects where inscriptions still remain in situ. Included, for example, are, selected Dead Sea Scrolls; cuneiform tablets from Mesopotamia, Persia, Canaan and Egypt; early Jewish papyri from Egypt; lapidary inscriptions, primarily from Jordan, Lebanon and Cyprus; inscriptions on a variety of hard media (e.g., ostraca, copper, semi-precious stones, jar handles) mostly written in early Canaanite, Phoenician, Hebrew, Aramaic, Ammonite and Edomite; and much more. These ancient texts are foundational documents that serve as a point of reference for Judaism, Christianity, Islam and the cultures out of which they emerged. The name "InscriptiFact" is intended to convey the concept of a scholarly archive based on "facts" about "inscriptions" and "artifacts." West Semitic Research Project (WSRP) under the auspices of the University of Southern California (USC) is broadly acknowledged as a leader in the application of photographic and digital technologies to capture and analyze data of ancient texts. The West Semitic Research image archive now contains approximately 1,500,000 images. Important! Search terms with more than one word or number need to be enclosed in quotation marks.Guide to Searching InscriptiFact