cometadata/datacite-titles-descriptions-related-identifiers huggingface dataset:
DOI: 10.5281/zenodo.15795166
title: Automated Prioritization of Non-Functional Requirements Using Large Language Models: A Source Code-Based Approach

description: Research Context: Non-Functional Requirements (NFRs) are critical for ensuring the quality of Information Systems, especially in domains where failures in performance or security may cause severe consequences. In organizational contexts, however, eliciting and prioritizing NFRs is challenging due to scarce documentation and reliance on subjective judgments. This work addresses the intersection of processes, technologies, and organizational needs by automating NFR analysis.

Practical Problem: Traditional prioritization methods, such as AHP or MoSCoW, depend heavily on stakeholder input and rarely address NFRs systematically, limiting applicability to poorly documented or large-scale systems and exposing organizations to quality risks. 

Proposed Solution: We propose a source code--based pipeline that automatically extracts, classifies, and prioritizes NFRs using Large Language Models (LLMs). The approach employs semantic analysis of code snippets guided by structured prompts, producing standardized NFR descriptions, categories aligned with ISO/IEC 25010, and priority levels (High, Medium, Low). 

Related IS Theory: The study draws on theories of Software Quality and Requirements Engineering, highlighting quality models (ISO/IEC 25010), decision-making approaches for prioritization, and their organizational impact. 

Research Method: An empirical evaluation was conducted on the OpenMRS repository (134 Java files). The automated pipeline used GPT-based semantic analysis, validated against manual annotations from three experts. Performance was assessed with precision, recall, and F1-score. 

Summary of Results: The pipeline extracted 422 NFRs versus 141 manually identified, achieving 93.4% recall, 30.3% precision, and a 45.8% F1-score. High-priority NFRs were mainly associated with Security and Performance Efficiency, reflecting the system's critical nature.
DOI: 10.5281/zenodo.15795167
title: Automated Prioritization of Non-Functional Requirements Using Large Language Models: A Source Code-Based Approach

description: Research Context: Non-Functional Requirements (NFRs) are critical for ensuring the quality of Information Systems, especially in domains where failures in performance or security may cause severe consequences. In organizational contexts, however, eliciting and prioritizing NFRs is challenging due to scarce documentation and reliance on subjective judgments. This work addresses the intersection of processes, technologies, and organizational needs by automating NFR analysis.

Practical Problem: Traditional prioritization methods, such as AHP or MoSCoW, depend heavily on stakeholder input and rarely address NFRs systematically, limiting applicability to poorly documented or large-scale systems and exposing organizations to quality risks. 

Proposed Solution: We propose a source code--based pipeline that automatically extracts, classifies, and prioritizes NFRs using Large Language Models (LLMs). The approach employs semantic analysis of code snippets guided by structured prompts, producing standardized NFR descriptions, categories aligned with ISO/IEC 25010, and priority levels (High, Medium, Low). 

Related IS Theory: The study draws on theories of Software Quality and Requirements Engineering, highlighting quality models (ISO/IEC 25010), decision-making approaches for prioritization, and their organizational impact. 

Research Method: An empirical evaluation was conducted on the OpenMRS repository (134 Java files). The automated pipeline used GPT-based semantic analysis, validated against manual annotations from three experts. Performance was assessed with precision, recall, and F1-score. 

Summary of Results: The pipeline extracted 422 NFRs versus 141 manually identified, achieving 93.4% recall, 30.3% precision, and a 45.8% F1-score. High-priority NFRs were mainly associated with Security and Performance Efficiency, reflecting the system's critical nature.
DOI: 10.3535/0zt-zje-kmq
title: Acantholimon chlorostegium Rech. f. & Schiman-Czeika

description: Digital Specimen for the physical specimen hosted at Natural History Museum Vienna.
DOI: 10.5517/ccp126z
title: CCDC 626640: Experimental Crystal Structure Determination

description: Related Article: M.Bouvet, B.Malezieux, P.Herson, F.Villain|2007|CrystEngComm|9|270|doi:10.1039/b700652g
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: 10.3535/qh7-9b6-0mz
title: Matricaria recutita L.

description: Digital Specimen for the physical specimen hosted at Natural History Museum Vienna.
DOI: 10.3535/dm3-bkt-ldc
title: Carduus pycnocephalus L.

description: Digital Specimen for the physical specimen hosted at Natural History Museum Vienna.
DOI: 10.5517/ccp1292
title: CCDC 626643: Experimental Crystal Structure Determination

description: Related Article: M.Bouvet, B.Malezieux, P.Herson, F.Villain|2007|CrystEngComm|9|270|doi:10.1039/b700652g
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: 10.3535/3zy-wr6-4qz
title: Elymus L.

description: Digital Specimen for the physical specimen hosted at Natural History Museum Vienna.
DOI: 10.3535/nwb-5a7-trq
title: Crupina vulgaris Cass.

description: Digital Specimen for the physical specimen hosted at Natural History Museum Vienna.
DOI: 10.5517/ccn8by5
title: CCDC 603847: Experimental Crystal Structure Determination

description: Related Article: Xinxin Yu, Ying Ma, Ying Lu, Enbo Wang, Xiuli Bai|2007|J.Coord.Chem.|60|547|doi:10.1080/00958970600891127
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: 10.3535/l8r-bvd-cjg
title: Euphrasia pulchella A. Kern.

description: Digital Specimen for the physical specimen hosted at Natural History Museum Vienna.
DOI: 10.5517/ccnwzr7
title: CCDC 622720: Experimental Crystal Structure Determination

description: Related Article: Le-Ping Liu, Jian-Mei Lu, Min Shi|2007|Org.Lett.|9|1303|doi:10.1021/ol070178r
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: 10.5517/ccpnkxs
title: CCDC 645386: Experimental Crystal Structure Determination

description: Related Article: Wen-Hua Chiou, N.Mizutani, I.Ojima|2007|J.Org.Chem.|72|1871|doi:10.1021/jo061692y
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: 10.5517/ccp0r4k
title: CCDC 626328: Experimental Crystal Structure Determination

description: Related Article: M.Ratajczak-Sitarz, A.Katrusiak, K.Gawronska, J.Gawronski|2007|Tetrahedron:Asymm.|18|765|doi:10.1016/j.tetasy.2007.03.005
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: 10.3535/dmp-k4q-0sh
title: Acantholimon alavae Rech. f. & Schiman-Czeika

description: Digital Specimen for the physical specimen hosted at Natural History Museum Vienna.
DOI: 10.5517/ccp6ncw
title: CCDC 632008: Experimental Crystal Structure Determination

description: Related Article: Zhi-Bin Luo, Xue-Long Hou, Li-Xin Dai|2007|Tetrahedron:Asymm.|18|443|doi:10.1016/j.tetasy.2007.02.017
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: 10.3535/5vq-ja3-pm3
title: Acantholimon podlechii Rech. f. & Schiman-Czeika

description: Digital Specimen for the physical specimen hosted at Natural History Museum Vienna.
DOI: 10.3535/jt3-we3-pjx
title: Rubia infundibularis Hemsl. & Lace

description: Digital Specimen for the physical specimen hosted at Natural History Museum Vienna.
DOI: 10.5517/cc9hn9q
title: CCDC 283163: Experimental Crystal Structure Determination

description: Related Article: C.S.Penkett, R.O.Sims, P.W.Byrne, L.Kingston, R.French, L.Dray, S.Berritt, J.Lai, A.G.Avent, P.B.Hitchcock|2006|Tetrahedron|62|3423|doi:10.1016/j.tet.2006.01.042
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: 10.5517/ccpqy9m
title: CCDC 647661: Experimental Crystal Structure Determination

description: Related Article: O.A.Efremova, Yu.V.Mironov, D.Yu.Naumov, V.E.Fedorov|2006|Zh.Strukt.Khim.|47|754|
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: 10.5517/ccpqybn
title: CCDC 647662: Experimental Crystal Structure Determination

description: Related Article: O.A.Nurkenov, M.K.Ibraev, D.M.Turdybekov, A.M.Gazaliev, Sh.T.Ibysheva, K.M.Turdybekov, M.B.Isabaeva|2006|Zh.Obshch.Khim.|76|1183|
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: 10.5517/ccpqy7k
title: CCDC 647659: Experimental Crystal Structure Determination

description: Related Article: L.F.Krylova, L.M.Matveeva, G.V.Romanenko|2006|Zh.Strukt.Khim.|47|670|
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: 10.3535/zl2-1aj-tyk
title: Festuca valesiaca Schleich. ex Gaudin

description: Digital Specimen for the physical specimen hosted at Natural History Museum Vienna.
DOI: 10.3535/1zl-y4e-7p7
title: Styrax maninul B. Walln.

description: Digital Specimen for the physical specimen hosted at Natural History Museum Vienna.
DOI: 10.15468/dl.vxjc8g
title: Occurrence Download

description: A dataset containing 863475 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Lolium perenne"
 ]
}

 The dataset includes 863475 records from 3656 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0029286-251009101135966/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.ec8mrz
title: Occurrence Download

description: A dataset containing 164 species occurrences available in GBIF matching the query:
{
 "and" : [
 "BasisOfRecord is one of (Human Observation, Occurrence evidence)",
 "TaxonKey is Rhus michauxii",
 "Year 1996-2026"
 ]
}

 The dataset includes 164 records from 2 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0006825-260108223611665/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.5066/p1426b8t
title: Surface and shallow subsurface thermal maturity data for the Arkoma basin, Ouachita Mountains, and Ozark dome region of the U.S.A.

description: Thermal maturity data (vitrinite reflectance (VRo)) from the Arkoma basin, Ouachita Mountains, and Ozark dome region of the U.S. Data were originally collected in graduate student theses and dissertations, and in a research consortia ca. 1980-1990 under the advisement and leadership of David Houseknecht during his time at University of Missouri. Location data were originally in Township-Range-Section format and accompanied by state and county information. We have organized these data into spreadsheets and extrapolated latitude-longitude coordinates for each data point corresponding to the center of the Section in which they reside.
DOI: 10.15468/dl.qy2q6x
title: Occurrence Download

description: A dataset containing 0 species occurrences available in GBIF matching the query:
{"type":"and","predicates":[{"type":"equals","key":"GADM_LEVEL_2_GID","value":"BRA.13.708_2","matchCase":false},{"type":"equals","key":"CLASS_KEY","value":"212","matchCase":false},{"type":"greaterThanOrEquals","key":"YEAR","value":"2015","matchCase":false},{"type":"not","predicate":{"type":"in","key":"BASIS_OF_RECORD","values":["MATERIAL_CITATION","MATERIAL_SAMPLE","PRESERVED_SPECIMEN"],"matchCase":false}},{"type":"lessThanOrEquals","key":"COORDINATE_UNCERTAINTY_IN_METERS","value":"10000","matchCase":false},{"type":"equals","key":"LICENSE","value":"CC BY 4.0","matchCase":false}]}

 The dataset includes 0 records from 0 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0006826-260108223611665/datasets/export for details.
DOI: 10.3535/11d-9ge-emk
title: Mammalia Linnaeus, 1758

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/kws-lvk-kf7
title: Mammalia Linnaeus, 1758

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/z39-cbq-7ay
title: Planulina ariminensis d'Orbigny, 1826

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/zma-qcd-mw1
title: Bochianites

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/shd-2cp-9v7
title: Animalia

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/xkn-kmr-aqf
title: Mammalia Linnaeus, 1758

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/nfs-k5f-n08
title: Peneroplis planatus (Fichtel & Moll, 1798)

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/d3c-35v-3vn
title: Operculina ammonoides (Gronovius, 1781)

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/yxa-2be-ndw
title: Guttulina d'Orbigny, 1839

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/867-ana-ne5
title: Crioceratites

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/ax8-rwb-kw6
title: Animalia

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/78c-6kv-gc8
title: Teschenites

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/a16-abf-1qw
title: Crioceratites

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/9v7-wjf-j3q
title: Duvalia

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/n88-qrj-gq5
title: Crioceratites

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/181-ff9-e0c
title: Elphidium batavum Hofker, 1968

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/cxp-3gc-01y
title: Anomalinoides io (Cushman, 1931)

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/a1t-4xc-2b0
title: Quinqueloculina candeiana d'Orbigny, 1839

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/3vv-a2n-8ld
title: Animalia

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/g9e-2rc-rsr
title: Sigmoilopsis schlumbergeri (Silvestri, 1904)

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/165-lcd-y3k
title: Animalia

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/x8y-zzh-x5c
title: Planorbulinella Cushman, 1927

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/006-9k6-rkx
title: Pseudothurmannia

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/gmz-1tl-sgn
title: Pseudothurmannia

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/y87-lwt-wxy
title: Teschenites

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/m6z-9vy-n3e
title: Calcarina mayori Cushman, 1924

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/rg0-wff-1bk
title: Cyclorbiculina compressa (d'Orbigny, 1839)

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/asf-wpy-rzb
title: Animalia

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/e3p-sxd-v43
title: Animalia

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/64g-pwv-61w
title: †Flosculinella bontangensis (L. Rutten, 1912)

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/g1x-5na-a9z
title: Animalia

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/lse-gcv-6b4
title: Elphidium craticulatum (Fichtel & Moll, 1798)

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/s4e-f3c-59s
title: Heterostegina depressa d'Orbigny, 1826

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/g09-adp-9ak
title: Amphistegina d'Orbigny, 1826

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/5v9-kvm-xja
title: †Goniocidaris paraplu Donovan, Renema & Lewis, 2010

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/1pa-t2b-kpt
title: Pseudobelus

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/290-5de-dk9
title: †Globorotalites Brotzen, 1942

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.15468/dl.t4dbjj
title: Occurrence Download

description: A dataset containing 14 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Polygala paniculata",
 "Country is Palau",
 "HasCoordinate is true"
 ]
}

 The dataset includes 14 records from 5 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0080496-250717081556266/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.ebf6z3
title: Occurrence Download

description: A dataset containing 150 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Polygala paniculata",
 "Country is Papua New Guinea",
 "HasCoordinate is true"
 ]
}

 The dataset includes 150 records from 14 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0080497-250717081556266/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.wbmdcc
title: Occurrence Download

description: A dataset containing 12 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Polygala paniculata",
 "Country is Samoa",
 "HasCoordinate is true"
 ]
}

 The dataset includes 12 records from 7 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0080498-250717081556266/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.va835a
title: Occurrence Download

description: A dataset containing 61 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is one of (Chamaecytisus spinescens, Cytisus spinescens)",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "Year is greater than or equal to 2000"
 ]
}

 The dataset includes 61 records from 10 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0080500-250717081556266/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.zzufkr
title: Occurrence Download

description: A dataset containing 0 species occurrences available in GBIF matching the query:
{
 "and" : [
 "HasGeospatialIssue is false",
 "HasCoordinate is true",
 "OccurrenceStatus is Present",
 "BasisOfRecord is one of (Human Observation, Machine Observation, Occurrence evidence, Observation)",
 "TaxonKey is one of (Allobates talamancae)",
 "Country is one of (Åland Islands, Albania, Andorra, Austria, Belarus, Belgium, Bosnia and Herzegovina, Bulgaria, Croatia, Czechia, Denmark, Estonia, Faroe Islands, Finland, France, Germany, Gibraltar, Greece, Guernsey, Holy See, Hungary, Iceland, Ireland, Isle of Man, Italy, Jersey, Latvia, Liechtenstein, Lithuania, Luxembourg, Malta, Moldova, Republic of, Monaco, Montenegro, Netherlands, North Macedonia, Norway, Poland, Portugal, Romania, Russian Federation, San Marino, Serbia, Slovakia, Slovenia, Spain, Svalbard and Jan Mayen, Sweden, Switzerland, Ukraine, United Kingdom of Great Britain and Northern Ireland)"
 ]
}

 The dataset includes 0 records from 0 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0080501-250717081556266/datasets/export for details.