cometadata/datacite-titles-descriptions-related-identifiers huggingface dataset:
DOI: 10.25442/hku.29559284.v1
title: Supporting data for "Competing or complementary role of human designers and GenAI in Design for Excellence (DfX)"

description: Design for Manufacturing and Assembly (DfMA) has evolved into a broader Design for Excellence (DfX) framework, which considers factors like quality, time, cost, functionality, safety, and sustainability. Generative Artificial Intelligence (GenAI) enhances DfX by quickly generating a myriad of design options, evaluating their performance, and optimizing them based on some predefined excellence criteria. However, this advancement has raised concerns about GenAI’s potential role in competing with or even replacing human designers. This paper argues that human and AI designers are not competitors but complementary partners in achieving DfX. Through mathematical modeling and a case study, this research shows that while the increasing computational power allows AI to enhance the generation, evaluation, and optimization (GEO) processes, they remain computationally demanding. Human designers' intuition and heuristics can efficiently eliminate unfeasible 'solution spaces' and guide AI toward plausible solutions, avoiding the high computational costs. AI excels at quantitative tasks, while human designers are adept at addressing qualitative, intangible aspects such as aesthetics, ethics, and well-being. This study provides an evidence-based perspective to comprise the polarized debates about the role of human designers in the age of GenAI.
DOI: 10.15468/dl.ccw8zb
title: Occurrence Download

description: A dataset containing 14803 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Lepidium graminifolium"
 ]
}

 The dataset includes 14803 records from 411 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0021768-250711103210423/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.gns9k8
title: Occurrence Download

description: A dataset containing 155 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is one of (Calycanthus chinensis Cheng & S.Y.Chang, Calycanthus chinensis (W.C.Cheng & S.Y.Chang) W.C.Cheng & S.Y.Chang ex P.T.Li)"
 ]
}

 The dataset includes 155 records from 36 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0067792-240506114902167/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.znpuuv
title: Occurrence Download

description: A dataset containing 17345 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is India",
 "DatasetKey is EOD – eBird Observation Dataset",
 "Year 1998-1998"
 ]
}

 The dataset includes 17345 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0000008-230224095556074/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.vvfke2
title: Occurrence Download

description: A dataset containing 643 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is one of (Engina mendicaria (Linnaeus, 1758))",
 "HasCoordinate is true"
 ]
}

 The dataset includes 643 records from 51 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0067791-240506114902167/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.5nv5bf
title: Occurrence Download

description: A dataset containing 19 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Ajuga mollis Gladkova"
 ]
}

 The dataset includes 19 records from 4 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0006904-230224095556074/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.jdeny5
title: Occurrence Download

description: A dataset containing 27 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Adesmia laxa Clos"
 ]
}

 The dataset includes 27 records from 13 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0001522-230224095556074/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.9vqtdc
title: Occurrence Download

description: A dataset containing 29 species occurrences available in GBIF matching the query:
{
 "and" : [
 "BasisOfRecord is Specimen",
 "Geometry POLYGON((8.76733 -18.48528,51.23267 -18.48528,51.23267 -1.51472,8.76733 -1.51472,8.76733 -18.48528))",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "OccurrenceStatus is Present",
 "TaxonKey is Bridelia duvigneaudii J.Léonard"
 ]
}

 The dataset includes 29 records from 8 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0000011-230224095556074/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.ctj4pr
title: Occurrence Download

description: A dataset containing 13 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Paraphalaenopsis serpentilingua (J.J.Sm.) A.D.Hawkes"
 ]
}

 The dataset includes 13 records from 6 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0060635-230530130749713/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.bmnuy8
title: Occurrence Download

description: A dataset containing 37340 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is one of (Sporophila minuta (Linnaeus, 1758))",
 "BasisOfRecord is one of (Specimen, Human Observation, Observation, Machine Observation)",
 "HasCoordinate is true",
 "HasGeospatialIssue is false"
 ]
}

 The dataset includes 37340 records from 190 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0006972-230224095556074/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.xfa2yn
title: Occurrence Download

description: A dataset containing 610 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Ruellia lactea Cav."
 ]
}

 The dataset includes 610 records from 58 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0107245-230530130749713/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.p2597t
title: Occurrence Download

description: A dataset containing 857 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Continent is Europe",
 "Country is Switzerland",
 "DatasetKey is Swiss National Butterflies and Forester Moths Databank",
 "Year 2021-2023"
 ]
}

 The dataset includes 857 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0000014-230224095556074/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.qethft
title: Occurrence Download

description: A dataset containing 21 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Paraphlomis foliata (Dunn) C.Y.Wu & H.W.Li"
 ]
}

 The dataset includes 21 records from 5 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0060645-230530130749713/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.a8bzkn
title: Occurrence Download

description: A dataset containing 4 species occurrences available in GBIF matching the query:
{
 "and" : [
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "TaxonKey is Primula henricii Bureau & Franch."
 ]
}

 The dataset includes 4 records from 3 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0001532-230224095556074/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.hgdx5w
title: Occurrence Download

description: A dataset containing 218745 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is one of (Saltator maximus (P.L.S.Müller, 1776))",
 "BasisOfRecord is one of (Specimen, Human Observation, Observation, Machine Observation)",
 "HasCoordinate is true",
 "HasGeospatialIssue is false"
 ]
}

 The dataset includes 218745 records from 235 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0006952-230224095556074/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.bttf26
title: Occurrence Download

description: A dataset containing 19 species occurrences available in GBIF matching the query:
{
 "and" : [
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "TaxonKey is Semanotus bifasciatus (Motschulsky, 1875)"
 ]
}

 The dataset includes 19 records from 4 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0060637-230530130749713/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.ywf636
title: Occurrence Download

description: A dataset containing 17824 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Puma concolor (Linnaeus, 1771)"
 ]
}

 The dataset includes 17824 records from 318 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0000009-230224095556074/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.fnnxff
title: Occurrence Download

description: A dataset containing 16995 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is one of (Spindalis zena (Linnaeus, 1758))",
 "BasisOfRecord is one of (Specimen, Human Observation, Observation, Machine Observation)",
 "HasCoordinate is true",
 "HasGeospatialIssue is false"
 ]
}

 The dataset includes 16995 records from 31 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0006938-230224095556074/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.gzy2jg
title: Occurrence Download

description: A dataset containing 40741 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is India",
 "DatasetKey is EOD – eBird Observation Dataset",
 "Year 1999-1999"
 ]
}

 The dataset includes 40741 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0000015-230224095556074/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.jty9bf
title: Occurrence Download

description: A dataset containing 67 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Rhinolophus marshalli Thonglongya, 1973"
 ]
}

 The dataset includes 67 records from 18 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0060641-230530130749713/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.j43y8s
title: Occurrence Download

description: A dataset containing 55 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Lavatera cashemiriana Cambess."
 ]
}

 The dataset includes 55 records from 5 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0005073-230530130749713/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.9rvwxp
title: Occurrence Download

description: A dataset containing 8 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Adesmia micrantha Phil."
 ]
}

 The dataset includes 8 records from 3 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0001539-230224095556074/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.kgbm5v
title: Occurrence Download

description: A dataset containing 17485 species occurrences available in GBIF matching the query:
{
 "DatasetKey" : [
 "is DORSA - German Orthoptera Collections"
 ]
}

 The dataset includes 17485 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0060646-230530130749713/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.wyvzqn
title: Occurrence Download

description: A dataset containing 48910 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is India",
 "DatasetKey is EOD – eBird Observation Dataset",
 "Year 2003-2003"
 ]
}

 The dataset includes 48910 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0000033-230224095556074/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.dphmah
title: Occurrence Download

description: A dataset containing 4 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Paraphlomis albotomentosa C.Y.Wu"
 ]
}

 The dataset includes 4 records from 2 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0060643-230530130749713/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.j3fvre
title: Occurrence Download

description: A dataset containing 2098 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Malva punctata (All.) Alef."
 ]
}

 The dataset includes 2098 records from 122 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0005079-230530130749713/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.q4z85y
title: Occurrence Download

description: A dataset containing 19 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Adesmia nanolignea Burkart"
 ]
}

 The dataset includes 19 records from 6 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0001552-230224095556074/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.q48bve
title: Occurrence Download

description: A dataset containing 38757 species occurrences available in GBIF matching the query:
{
 "DatasetKey" : [
 "is University of Jena, Herbarium Haussknecht - Herbarium JE"
 ]
}

 The dataset includes 38757 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0000029-230224095556074/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.y8dcfw
title: Occurrence Download

description: A dataset containing 3 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Paraphlomis hirsutissima C.Y.Wu"
 ]
}

 The dataset includes 3 records from 3 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0060648-230530130749713/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.6zzd3r
title: Occurrence Download

description: A dataset containing 23 species occurrences available in GBIF matching the query:
{
 "and" : [
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "TaxonKey is Pueraria tuberosa (Roxb. ex Willd.) DC."
 ]
}

 The dataset includes 23 records from 7 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0001540-230224095556074/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.muvgye
title: Occurrence Download

description: A dataset containing 478206 species occurrences available in GBIF matching the query:
{
 "and" : [
 "DatasetKey is EOD – eBird Observation Dataset",
 "Geometry POLYGON((-16.27948 16.45535,-16.72486 16.27954,-17.18196 16.00997,-17.67422 14.99029,-17.92035 13.88857,-17.6625 12.36491,-16.50217 12.2477,-15.64657 12.42351,-15.34184 12.69308,-12.97562 12.60839,-12.8571 12.47039,-12.20076 12.34147,-11.39204 12.49383,-11.97807 14.14642,-12.49377 14.94341,-14.32216 16.596,-16.27948 16.45535))",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "OccurrenceStatus is Present"
 ]
}

 The dataset includes 478206 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0006967-230224095556074/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.wubxwx
title: Occurrence Download

description: A dataset containing 3224 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Androsace filiformis Retz.",
 "HasCoordinate is true",
 "HasGeospatialIssue is false"
 ]
}

 The dataset includes 3224 records from 96 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0071658-231120084113126/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.kp9heq
title: Occurrence Download

description: A dataset containing 677606 species occurrences available in GBIF matching the query:
{
 "and" : [
 "VerbatimScientificName is Dryobates nuttallii",
 "BasisOfRecord is one of (Machine Observation, Human Observation)",
 "Year 2011-2021",
 "HasCoordinate is true",
 "OccurrenceStatus is Present",
 {
 "not" : {
 "BasisOfRecord" : [
 "is one of (Fossil, Living Specimen, Specimen, Material citation, Material sample)"
 ]
 }
 }
 ]
}

 The dataset includes 677606 records from 6 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0070098-230530130749713/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.y76m69
title: Occurrence Download

description: A dataset containing 6 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Adesmia microcalyx Phil."
 ]
}

 The dataset includes 6 records from 2 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0001541-230224095556074/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.3egxev
title: Occurrence Download

description: A dataset containing 57824 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is India",
 "DatasetKey is EOD – eBird Observation Dataset",
 "Year 2006-2006"
 ]
}

 The dataset includes 57824 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0000044-230224095556074/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.6sjkne
title: Occurrence Download

description: A dataset containing 29 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is one of (Passerculus guttatus Lawrence, 1867)",
 "BasisOfRecord is one of (Specimen, Human Observation, Observation, Machine Observation)",
 "HasCoordinate is true",
 "HasGeospatialIssue is false"
 ]
}

 The dataset includes 29 records from 2 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0006957-230224095556074/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.cghbma
title: Occurrence Download

description: A dataset containing 56 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Adesmia minor (Hook. & Arn.) Burkart"
 ]
}

 The dataset includes 56 records from 13 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0001542-230224095556074/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.tdvwbm
title: Occurrence Download

description: A dataset containing 2866 species occurrences available in GBIF matching the query:
{
 "and" : [
 "VerbatimScientificName is Turdus reevei",
 "BasisOfRecord is one of (Machine Observation, Human Observation)",
 "Year 2011-2021",
 "HasCoordinate is true",
 "OccurrenceStatus is Present",
 {
 "not" : {
 "BasisOfRecord" : [
 "is one of (Fossil, Living Specimen, Specimen, Material citation, Material sample)"
 ]
 }
 }
 ]
}

 The dataset includes 2866 records from 5 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0088215-230530130749713/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.26rwju
title: Occurrence Download

description: A dataset containing 3370 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Dicamptodon ensatus (Eschscholtz, 1833)"
 ]
}

 The dataset includes 3370 records from 53 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0006977-230224095556074/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.8a46k7
title: Occurrence Download

description: A dataset containing 302 species occurrences available in GBIF matching the query:
{
 "and" : [
 "BasisOfRecord is Specimen",
 "TaxonKey is Amanita regalis (Fr.) Michael"
 ]
}

 The dataset includes 302 records from 48 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0000034-230224095556074/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.9zpgp3
title: Occurrence Download

description: A dataset containing 471 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Sousa chinensis (Osbeck, 1765)"
 ]
}

 The dataset includes 471 records from 37 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0088234-230530130749713/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.8hhw59
title: Occurrence Download

description: A dataset containing 42 species occurrences available in GBIF matching the query:
{
 "and" : [
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "TaxonKey is Rhodiola atropurpurea (Turcz.) Trautv. & C.A.Mey."
 ]
}

 The dataset includes 42 records from 3 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0001543-230224095556074/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.