cometadata/datacite-titles-descriptions-related-identifiers huggingface dataset:
DOI: 10.25989/3z6m-pg11
title: Materials Experiment and Analysis Database: Electrochemistry measurements containing 6 files performed on plate containing Bi,Mn,Sm,Ni annealed at 600.0C to add O on 2014-05-22 from Run 20140522.121004

description: Files available via S3 at https://renc.osn.xsede.org/ini210004tommorrell/0_gregoire/<br>20140522.121004.copied-20150131000000000PST.zip <a class="btn btn-xs piwik_download" 
            type="application/octet-stream" href="https://renc.osn.xsede.org/ini210004tommorrell/0_gregoire/3z6m-pg11/20140522.121004.copied-20150131000000000PST.zip">
            <i class="fa fa-download"></i> Download</a>    <br>
description: This record is a component of the Materials Experiment and
Analysis Database (MEAD). It contains raw data and metadata from millions 
of materials synthesis and characterization experiments, as well as the 
analysis and distillation of that data into property and performance 
metrics. The unprecedented quantity and diversity of experimental data 
are searchable by experiment and analysis attributes generated by both 
researchers and data processing software.
DOI: 10.13145/bacdive125682.20201210.5
title: Streptomyces sp.

description: The range of data encompasses taxonomy, morphology, physiology, sampling and concomitant environmental conditions as well as molecular biology.
DOI: 10.13145/bacdive125683.20201210.5
title: Streptomyces sp.

description: The range of data encompasses taxonomy, morphology, physiology, sampling and concomitant environmental conditions as well as molecular biology.
DOI: 10.25989/3z6z-hd76
title: Materials Experiment and Analysis Database: Electrochemistry measurements containing 12 files performed on plate containing W,Pb,Fe,In annealed at 610.0C to add O on 2014-03-14 from Run 20140314.101812

description: Files available via S3 at https://renc.osn.xsede.org/ini210004tommorrell/0_gregoire/<br>20140314.101812.copied-20150428230701355PDT.zip <a class="btn btn-xs piwik_download" 
            type="application/octet-stream" href="https://renc.osn.xsede.org/ini210004tommorrell/0_gregoire/3z6z-hd76/20140314.101812.copied-20150428230701355PDT.zip">
            <i class="fa fa-download"></i> Download</a>    <br>
description: This record is a component of the Materials Experiment and
Analysis Database (MEAD). It contains raw data and metadata from millions 
of materials synthesis and characterization experiments, as well as the 
analysis and distillation of that data into property and performance 
metrics. The unprecedented quantity and diversity of experimental data 
are searchable by experiment and analysis attributes generated by both 
researchers and data processing software.
DOI: 10.13145/bacdive125684.20201210.5
title: Streptomyces sp.

description: The range of data encompasses taxonomy, morphology, physiology, sampling and concomitant environmental conditions as well as molecular biology.
DOI: 10.25989/3z8s-sx49
title: Materials Experiment and Analysis Database: Sample imaging analysis in which 0 sub-analyses are performed on plate(s) containing Cu,Mg,V,Fe annealed at 530.0C to add O on 2015-02-26 from Analysis 20150226.095044

description: Files available via S3 at https://renc.osn.xsede.org/ini210004tommorrell/0_gregoire/<br>20150226.095044.copied-20151126011228874PST.zip <a class="btn btn-xs piwik_download" 
            type="application/octet-stream" href="https://renc.osn.xsede.org/ini210004tommorrell/0_gregoire/3z8s-sx49/20150226.095044.copied-20151126011228874PST.zip">
            <i class="fa fa-download"></i> Download</a>    <br>
description: This record is a component of the Materials Experiment and
Analysis Database (MEAD). It contains raw data and metadata from millions 
of materials synthesis and characterization experiments, as well as the 
analysis and distillation of that data into property and performance 
metrics. The unprecedented quantity and diversity of experimental data 
are searchable by experiment and analysis attributes generated by both 
researchers and data processing software.
DOI: 10.13145/bacdive125685.20201210.5
title: Streptomyces sp.

description: The range of data encompasses taxonomy, morphology, physiology, sampling and concomitant environmental conditions as well as molecular biology.
DOI: 10.13145/bacdive125686.20201210.5
title: Streptomyces sp.

description: The range of data encompasses taxonomy, morphology, physiology, sampling and concomitant environmental conditions as well as molecular biology.
DOI: 10.25989/3zf5-y655
title: Materials Experiment and Analysis Database: Inkjet chemical deposition measurements collected from 1 run(s) performed on plate(s) containing Zn,Mg,Ca,Mn,Co,Ta annealed at 550.0C to add O on 2017-09-21 from Experiment 20170921.104500

description: Files available via S3 at https://renc.osn.xsede.org/ini210004tommorrell/0_gregoire/<br>20170921.104500.copied-20180927013535646PDT.zip <a class="btn btn-xs piwik_download" 
            type="application/octet-stream" href="https://renc.osn.xsede.org/ini210004tommorrell/0_gregoire/3zf5-y655/20170921.104500.copied-20180927013535646PDT.zip">
            <i class="fa fa-download"></i> Download</a>    <br>
description: This record is a component of the Materials Experiment and
Analysis Database (MEAD). It contains raw data and metadata from millions 
of materials synthesis and characterization experiments, as well as the 
analysis and distillation of that data into property and performance 
metrics. The unprecedented quantity and diversity of experimental data 
are searchable by experiment and analysis attributes generated by both 
researchers and data processing software.
DOI: 10.13145/bacdive125687.20201210.5
title: Streptomyces sp.

description: The range of data encompasses taxonomy, morphology, physiology, sampling and concomitant environmental conditions as well as molecular biology.
DOI: 10.25989/3zg5-g210
title: Materials Experiment and Analysis Database: Optical spectroscopy measurements collected from 2 run(s) performed on plate(s) containing Bi,Mn,Er,Fe annealed at 615.0C to add O on 2016-09-03 from Experiment 20160902.201947

description: Files available via S3 at https://renc.osn.xsede.org/ini210004tommorrell/0_gregoire/<br>20160902.201947.copied-20160902220455008PDT.zip <a class="btn btn-xs piwik_download" 
            type="application/octet-stream" href="https://renc.osn.xsede.org/ini210004tommorrell/0_gregoire/3zg5-g210/20160902.201947.copied-20160902220455008PDT.zip">
            <i class="fa fa-download"></i> Download</a>    <br>
description: This record is a component of the Materials Experiment and
Analysis Database (MEAD). It contains raw data and metadata from millions 
of materials synthesis and characterization experiments, as well as the 
analysis and distillation of that data into property and performance 
metrics. The unprecedented quantity and diversity of experimental data 
are searchable by experiment and analysis attributes generated by both 
researchers and data processing software.
DOI: 10.13145/bacdive125688.20201210.5
title: Streptomyces sp.

description: The range of data encompasses taxonomy, morphology, physiology, sampling and concomitant environmental conditions as well as molecular biology.
DOI: 10.25989/3zhw-zt64
title: Materials Experiment and Analysis Database: Sample imaging and alignment measurements containing 2 files performed on plate containing Ni,Co,Ce,La annealed at 450.0C to add O on 2015-01-30 from Run 20150129.173736

description: Files available via S3 at https://renc.osn.xsede.org/ini210004tommorrell/0_gregoire/<br>20150129.173736.copied-20150605223311676PDT.zip <a class="btn btn-xs piwik_download" 
            type="application/octet-stream" href="https://renc.osn.xsede.org/ini210004tommorrell/0_gregoire/3zhw-zt64/20150129.173736.copied-20150605223311676PDT.zip">
            <i class="fa fa-download"></i> Download</a>    <br>
description: This record is a component of the Materials Experiment and
Analysis Database (MEAD). It contains raw data and metadata from millions 
of materials synthesis and characterization experiments, as well as the 
analysis and distillation of that data into property and performance 
metrics. The unprecedented quantity and diversity of experimental data 
are searchable by experiment and analysis attributes generated by both 
researchers and data processing software.
DOI: 10.13145/bacdive125689.20201210.5
title: Streptomyces sp.

description: The range of data encompasses taxonomy, morphology, physiology, sampling and concomitant environmental conditions as well as molecular biology.
DOI: 10.13145/bacdive125690.20201210.5
title: Streptomyces sp.

description: The range of data encompasses taxonomy, morphology, physiology, sampling and concomitant environmental conditions as well as molecular biology.
DOI: 10.25989/3zkd-4713
title: Materials Experiment and Analysis Database: Electrochemistry measurements containing 892 files performed on plate containing Bi,Mn,Gd,Sm,Co annealed at 570.0C to add inert on 2014-04-01 from Run 20140401.153015

description: Files available via S3 at https://renc.osn.xsede.org/ini210004tommorrell/0_gregoire/<br>20140401.153015.copied-20150428230701355PDT.zip <a class="btn btn-xs piwik_download" 
            type="application/octet-stream" href="https://renc.osn.xsede.org/ini210004tommorrell/0_gregoire/3zkd-4713/20140401.153015.copied-20150428230701355PDT.zip">
            <i class="fa fa-download"></i> Download</a>    <br>
description: This record is a component of the Materials Experiment and
Analysis Database (MEAD). It contains raw data and metadata from millions 
of materials synthesis and characterization experiments, as well as the 
analysis and distillation of that data into property and performance 
metrics. The unprecedented quantity and diversity of experimental data 
are searchable by experiment and analysis attributes generated by both 
researchers and data processing software.
DOI: 10.13145/bacdive125691.20201210.5
title: Streptomyces sp.

description: The range of data encompasses taxonomy, morphology, physiology, sampling and concomitant environmental conditions as well as molecular biology.
DOI: 10.13145/bacdive125692.20201210.5
title: Streptomyces sp.

description: The range of data encompasses taxonomy, morphology, physiology, sampling and concomitant environmental conditions as well as molecular biology.
DOI: 10.25989/3zmh-j715
title: Materials Experiment and Analysis Database: Sample imaging measurements containing 1899 files performed on plate containing Co,Mn,V,Zr annealed at 535.0C to add O on 2014-12-08 from Run 20141207.181005

description: Files available via S3 at https://renc.osn.xsede.org/ini210004tommorrell/0_gregoire/<br>20141207.181005.copied-20150809220239701PDT.zip <a class="btn btn-xs piwik_download" 
            type="application/octet-stream" href="https://renc.osn.xsede.org/ini210004tommorrell/0_gregoire/3zmh-j715/20141207.181005.copied-20150809220239701PDT.zip">
            <i class="fa fa-download"></i> Download</a>    <br>
description: This record is a component of the Materials Experiment and
Analysis Database (MEAD). It contains raw data and metadata from millions 
of materials synthesis and characterization experiments, as well as the 
analysis and distillation of that data into property and performance 
metrics. The unprecedented quantity and diversity of experimental data 
are searchable by experiment and analysis attributes generated by both 
researchers and data processing software.
DOI: 10.13145/bacdive125693.20201210.5
title: Streptomyces sp.

description: The range of data encompasses taxonomy, morphology, physiology, sampling and concomitant environmental conditions as well as molecular biology.
DOI: 10.13145/bacdive125694.20201210.5
title: Streptomyces sp.

description: The range of data encompasses taxonomy, morphology, physiology, sampling and concomitant environmental conditions as well as molecular biology.
DOI: 10.13145/bacdive125695.20201210.5
title: Streptomyces sp.

description: The range of data encompasses taxonomy, morphology, physiology, sampling and concomitant environmental conditions as well as molecular biology.
DOI: 10.25989/3zrq-jj02
title: Materials Experiment and Analysis Database: Optical spectroscopy measurements containing 2340 files performed on plate containing Bi,Mn,Eu,Co annealed at 615.0C to add O on 2015-05-19 from Run 20150519.154703

description: Files available via S3 at https://renc.osn.xsede.org/ini210004tommorrell/0_gregoire/<br>20150519.154703.copied-20150519220104638PDT.zip <a class="btn btn-xs piwik_download" 
            type="application/octet-stream" href="https://renc.osn.xsede.org/ini210004tommorrell/0_gregoire/3zrq-jj02/20150519.154703.copied-20150519220104638PDT.zip">
            <i class="fa fa-download"></i> Download</a>    <br>
description: This record is a component of the Materials Experiment and
Analysis Database (MEAD). It contains raw data and metadata from millions 
of materials synthesis and characterization experiments, as well as the 
analysis and distillation of that data into property and performance 
metrics. The unprecedented quantity and diversity of experimental data 
are searchable by experiment and analysis attributes generated by both 
researchers and data processing software.
DOI: 10.13145/bacdive125696.20201210.5
title: Streptomyces sp.

description: The range of data encompasses taxonomy, morphology, physiology, sampling and concomitant environmental conditions as well as molecular biology.
DOI: 10.25989/403g-h328
title: Materials Experiment and Analysis Database: Electrochemistry measurements containing 1204 files performed on plate containing Fe,Fe,Fe,Fe annealed at 550.0C to add O on 2014-12-11 from Run 20141211.084749

description: Files available via S3 at https://renc.osn.xsede.org/ini210004tommorrell/0_gregoire/<br>20141211.084749.copied-20150131000000000PST.zip <a class="btn btn-xs piwik_download" 
            type="application/octet-stream" href="https://renc.osn.xsede.org/ini210004tommorrell/0_gregoire/403g-h328/20141211.084749.copied-20150131000000000PST.zip">
            <i class="fa fa-download"></i> Download</a>    <br>
description: This record is a component of the Materials Experiment and
Analysis Database (MEAD). It contains raw data and metadata from millions 
of materials synthesis and characterization experiments, as well as the 
analysis and distillation of that data into property and performance 
metrics. The unprecedented quantity and diversity of experimental data 
are searchable by experiment and analysis attributes generated by both 
researchers and data processing software.
DOI: 10.13145/bacdive125697.20201210.5
title: Streptomyces sp.

description: The range of data encompasses taxonomy, morphology, physiology, sampling and concomitant environmental conditions as well as molecular biology.
DOI: 10.25989/405j-5m40
title: Materials Experiment and Analysis Database: Sample imaging analysis in which 0 sub-analyses are performed on plate(s) containing Ni,La,Co,Ce annealed at 350.0C to add O on 2014-04-07 from Analysis 20140406.170631

description: Files available via S3 at https://renc.osn.xsede.org/ini210004tommorrell/0_gregoire/<br>20140406.170631.copied-20151126005944191PST.zip <a class="btn btn-xs piwik_download" 
            type="application/octet-stream" href="https://renc.osn.xsede.org/ini210004tommorrell/0_gregoire/405j-5m40/20140406.170631.copied-20151126005944191PST.zip">
            <i class="fa fa-download"></i> Download</a>    <br>
description: This record is a component of the Materials Experiment and
Analysis Database (MEAD). It contains raw data and metadata from millions 
of materials synthesis and characterization experiments, as well as the 
analysis and distillation of that data into property and performance 
metrics. The unprecedented quantity and diversity of experimental data 
are searchable by experiment and analysis attributes generated by both 
researchers and data processing software.
DOI: 10.13145/bacdive125698.20201210.5
title: Streptomyces sp.

description: The range of data encompasses taxonomy, morphology, physiology, sampling and concomitant environmental conditions as well as molecular biology.
DOI: 10.25989/4062-3028
title: Materials Experiment and Analysis Database: Sample imaging analysis in which 0 sub-analyses are performed on plate(s) containing Bi,Mn,Fe,Ga annealed at 610.0C to add O on 2014-09-16 from Analysis 20140915.181228

description: Files available via S3 at https://renc.osn.xsede.org/ini210004tommorrell/0_gregoire/<br>20140915.181228.copied-20151126011657200PST.zip <a class="btn btn-xs piwik_download" 
            type="application/octet-stream" href="https://renc.osn.xsede.org/ini210004tommorrell/0_gregoire/4062-3028/20140915.181228.copied-20151126011657200PST.zip">
            <i class="fa fa-download"></i> Download</a>    <br>
description: This record is a component of the Materials Experiment and
Analysis Database (MEAD). It contains raw data and metadata from millions 
of materials synthesis and characterization experiments, as well as the 
analysis and distillation of that data into property and performance 
metrics. The unprecedented quantity and diversity of experimental data 
are searchable by experiment and analysis attributes generated by both 
researchers and data processing software.
DOI: 10.15468/dl.8ufjwz
title: Occurrence Download

description: A dataset containing 139462 species occurrences available in GBIF matching the query:
{
 "and" : [
 "BasisOfRecord is Human Observation",
 "Country is India",
 "DatasetKey is one of (iNaturalist Research-grade Observations, EOD – eBird Observation Dataset)",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "OccurrenceStatus is Present",
 "TaxonKey is Psittacula krameri (Scopoli, 1769)",
 "Year 2022-2024"
 ]
}

 The dataset includes 139462 records from 2 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0090268-240321170329656/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.qukb99
title: Occurrence Download

description: A dataset containing 2442 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Oxalis corniculata L.",
 "Country is China",
 "Year is greater than or equal to 1900",
 "HasCoordinate is true"
 ]
}

 The dataset includes 2442 records from 27 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0090310-240321170329656/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.7tvjq9
title: Occurrence Download

description: A dataset containing 19990 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Geometry POLYGON((-9.18142 38.89673,-9.01107 38.89673,-9.01107 39.03469,-9.18142 39.03469,-9.18142 38.89673))",
 "OccurrenceStatus is Present"
 ]
}

 The dataset includes 19990 records from 70 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0090309-240321170329656/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.8cwhxk
title: Occurrence Download

description: A dataset containing 327 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Hydrilla verticillata (L.f.) Royle",
 "Country is China",
 "Year is greater than or equal to 1900",
 "HasCoordinate is true"
 ]
}

 The dataset includes 327 records from 16 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0090311-240321170329656/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.x4jr9u
title: Occurrence Download

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

 The dataset includes 4 records from 4 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0090312-240321170329656/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.5281/zenodo.10579732
title: Can LLMs Be Trusted? A Study on Model Generation from Natural Language Requirements - Replication Package

description: This is a replication package for the paper "Can LLMs Be Trusted? A Study on Model Generation from Natural Language Requirement".

Abstract: Complementing natural language (NL) requirements with graphical models can improve stakeholders’ communication and provide directions for system design. However, creating models from requirements involves manual effort. The advent of generative large language models (LLMs), ChatGPT being a notable example, offers promising avenues for automated assistance in model generation. This paper investigates the reliability of ChatGPT in generating sequence diagrams from NL requirements. Specifically, we conduct a qualitative study examining the sequence diagrams generated by ChatGPT for 28 requirements documents of various types and from different domains. Our study aims to uncover potential issues that emerge in the models generated by ChatGPT, thereby hindering its applicability in practice. Observations have systematically been captured through evaluation logs, and categorized through thematic analysis. Our results indicate that, although the models generally conform to the standard and exhibit a reasonable level of understandability, their correctness with respect to the specified requirements often presents challenges. This issue is particularly pronounced in the presence of requirements smells, suchas ambiguity and inconsistency. The insights derived from this study can influence the practical utilization of LLMs in the RE process, and open to novel RE-specific prompting strategies targeting effective model generation.

The replication package consists of the following folders:

logs: includes the evaluation logs produced by each evaluator

original-documents: includes the original requirements documents used for the evaluation

RQ1 - quantitative analysis: includes the analysis made on the scores given to each model and model variant. It includes five files:

- results.csv: numerical results of the evaluation for each criterion- analysis-results.Rmd: R file used to perform the quantitative analysis (requires R Studio to be executed)- analysis-results.html: html file produced by analysis-results.Rmd- cross-check.csv: file with the cross-checking of the two assessors applied to a subset of the models- symmary_results.xlsx: final output of the quantitative results in terms of Wilcoxon signed rank tests

RQ2 - thematic analysis: includes the codebook produced by the thematic analysis of the issues in generating models with ChatGPT
DOI: 10.15468/dl.2m7gpg
title: Occurrence Download

description: A dataset containing 5326 species occurrences available in GBIF matching the query:
{
 "and" : [
 "BasisOfRecord is Human Observation",
 "Continent is Africa",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "OccurrenceStatus is Present",
 "TaxonKey is Psittacula krameri (Scopoli, 1769)",
 "Year 2022-2024"
 ]
}

 The dataset includes 5326 records from 10 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0090313-240321170329656/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.