{"id":"https://openalex.org/W4403918927","doi":"https://doi.org/10.3390/ijgi13110380","title":"Context-Aware Search for Environmental Data Using Dense Retrieval","display_name":"Context-Aware Search for Environmental Data Using Dense Retrieval","publication_year":2024,"publication_date":"2024-10-30","ids":{"openalex":"https://openalex.org/W4403918927","doi":"https://doi.org/10.3390/ijgi13110380"},"language":"en","primary_location":{"id":"doi:10.3390/ijgi13110380","is_oa":true,"landing_page_url":"https://doi.org/10.3390/ijgi13110380","pdf_url":"https://www.mdpi.com/2220-9964/13/11/380/pdf?version=1730290396","source":{"id":"https://openalex.org/S2764431341","display_name":"ISPRS International Journal of Geo-Information","issn_l":"2220-9964","issn":["2220-9964"],"is_oa":true,"is_in_doaj":true,"is_core":true,"host_organization":"https://openalex.org/P4310310987","host_organization_name":"Multidisciplinary Digital Publishing Institute","host_organization_lineage":["https://openalex.org/P4310310987"],"host_organization_lineage_names":["Multidisciplinary Digital Publishing Institute"],"type":"journal"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"ISPRS International Journal of Geo-Information","raw_type":"journal-article"},"type":"article","indexed_in":["crossref","doaj"],"open_access":{"is_oa":true,"oa_status":"gold","oa_url":"https://www.mdpi.com/2220-9964/13/11/380/pdf?version=1730290396","any_repository_has_fulltext":false},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5043683978","display_name":"Simeon Wetzel","orcid":"https://orcid.org/0000-0001-7144-3376"},"institutions":[{"id":"https://openalex.org/I78650965","display_name":"Technische Universit\u00e4t Dresden","ror":"https://ror.org/042aqky30","country_code":"DE","type":"education","lineage":["https://openalex.org/I78650965"]}],"countries":["DE"],"is_corresponding":true,"raw_author_name":"Simeon Wetzel","raw_affiliation_strings":["Chair of Geoinformatics, Technische Universit\u00e4t Dresden, Helmholtzstra\u00dfe 10, 01069 Dresden, Germany"],"raw_orcid":"https://orcid.org/0000-0001-7144-3376","affiliations":[{"raw_affiliation_string":"Chair of Geoinformatics, Technische Universit\u00e4t Dresden, Helmholtzstra\u00dfe 10, 01069 Dresden, Germany","institution_ids":["https://openalex.org/I78650965"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5039659683","display_name":"Stephan M\u00e4s","orcid":"https://orcid.org/0000-0002-9016-1996"},"institutions":[{"id":"https://openalex.org/I78650965","display_name":"Technische Universit\u00e4t Dresden","ror":"https://ror.org/042aqky30","country_code":"DE","type":"education","lineage":["https://openalex.org/I78650965"]}],"countries":["DE"],"is_corresponding":false,"raw_author_name":"Stephan M\u00e4s","raw_affiliation_strings":["Chair of Geoinformatics, Technische Universit\u00e4t Dresden, Helmholtzstra\u00dfe 10, 01069 Dresden, Germany"],"raw_orcid":"https://orcid.org/0000-0002-9016-1996","affiliations":[{"raw_affiliation_string":"Chair of Geoinformatics, Technische Universit\u00e4t Dresden, Helmholtzstra\u00dfe 10, 01069 Dresden, Germany","institution_ids":["https://openalex.org/I78650965"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":1,"corresponding_author_ids":["https://openalex.org/A5043683978"],"corresponding_institution_ids":["https://openalex.org/I78650965"],"apc_list":{"value":1700,"currency":"CHF","value_usd":1893},"apc_paid":{"value":1700,"currency":"CHF","value_usd":1893},"fwci":0.4292,"has_fulltext":true,"cited_by_count":2,"citation_normalized_percentile":{"value":0.58016597,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":{"min":91,"max":97},"biblio":{"volume":"13","issue":"11","first_page":"380","last_page":"380"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T11106","display_name":"Data Management and Algorithms","score":0.9972000122070312,"subfield":{"id":"https://openalex.org/subfields/1711","display_name":"Signal Processing"},"field":{"id":"https://openalex.org/fields/17","display_name":"Computer Science"},"domain":{"id":"https://openalex.org/domains/3","display_name":"Physical Sciences"}},"topics":[{"id":"https://openalex.org/T11106","display_name":"Data Management and Algorithms","score":0.9972000122070312,"subfield":{"id":"https://openalex.org/subfields/1711","display_name":"Signal Processing"},"field":{"id":"https://openalex.org/fields/17","display_name":"Computer Science"},"domain":{"id":"https://openalex.org/domains/3","display_name":"Physical Sciences"}},{"id":"https://openalex.org/T12016","display_name":"Web Data Mining and Analysis","score":0.9909999966621399,"subfield":{"id":"https://openalex.org/subfields/1710","display_name":"Information Systems"},"field":{"id":"https://openalex.org/fields/17","display_name":"Computer Science"},"domain":{"id":"https://openalex.org/domains/3","display_name":"Physical Sciences"}},{"id":"https://openalex.org/T10757","display_name":"Geographic Information Systems Studies","score":0.9775000214576721,"subfield":{"id":"https://openalex.org/subfields/3305","display_name":"Geography, Planning and Development"},"field":{"id":"https://openalex.org/fields/33","display_name":"Social Sciences"},"domain":{"id":"https://openalex.org/domains/2","display_name":"Social Sciences"}}],"keywords":[{"id":"https://openalex.org/keywords/context","display_name":"Context (archaeology)","score":0.6097749471664429},{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.5909260511398315},{"id":"https://openalex.org/keywords/information-retrieval","display_name":"Information retrieval","score":0.5158624053001404},{"id":"https://openalex.org/keywords/data-science","display_name":"Data science","score":0.39385735988616943},{"id":"https://openalex.org/keywords/geography","display_name":"Geography","score":0.20782876014709473}],"concepts":[{"id":"https://openalex.org/C2779343474","wikidata":"https://www.wikidata.org/wiki/Q3109175","display_name":"Context (archaeology)","level":2,"score":0.6097749471664429},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.5909260511398315},{"id":"https://openalex.org/C23123220","wikidata":"https://www.wikidata.org/wiki/Q816826","display_name":"Information retrieval","level":1,"score":0.5158624053001404},{"id":"https://openalex.org/C2522767166","wikidata":"https://www.wikidata.org/wiki/Q2374463","display_name":"Data science","level":1,"score":0.39385735988616943},{"id":"https://openalex.org/C205649164","wikidata":"https://www.wikidata.org/wiki/Q1071","display_name":"Geography","level":0,"score":0.20782876014709473},{"id":"https://openalex.org/C166957645","wikidata":"https://www.wikidata.org/wiki/Q23498","display_name":"Archaeology","level":1,"score":0.0}],"mesh":[],"locations_count":2,"locations":[{"id":"doi:10.3390/ijgi13110380","is_oa":true,"landing_page_url":"https://doi.org/10.3390/ijgi13110380","pdf_url":"https://www.mdpi.com/2220-9964/13/11/380/pdf?version=1730290396","source":{"id":"https://openalex.org/S2764431341","display_name":"ISPRS International Journal of Geo-Information","issn_l":"2220-9964","issn":["2220-9964"],"is_oa":true,"is_in_doaj":true,"is_core":true,"host_organization":"https://openalex.org/P4310310987","host_organization_name":"Multidisciplinary Digital Publishing Institute","host_organization_lineage":["https://openalex.org/P4310310987"],"host_organization_lineage_names":["Multidisciplinary Digital Publishing Institute"],"type":"journal"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"ISPRS International Journal of Geo-Information","raw_type":"journal-article"},{"id":"pmh:oai:doaj.org/article:543c202883bc4781a1516ba27da2587e","is_oa":false,"landing_page_url":"https://doaj.org/article/543c202883bc4781a1516ba27da2587e","pdf_url":null,"source":{"id":"https://openalex.org/S4306401280","display_name":"DOAJ (DOAJ: Directory of Open Access Journals)","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"host_organization":null,"host_organization_name":null,"host_organization_lineage":[],"host_organization_lineage_names":[],"type":"repository"},"license":null,"license_id":null,"version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":"ISPRS International Journal of Geo-Information, Vol 13, Iss 11, p 380 (2024)","raw_type":"article"}],"best_oa_location":{"id":"doi:10.3390/ijgi13110380","is_oa":true,"landing_page_url":"https://doi.org/10.3390/ijgi13110380","pdf_url":"https://www.mdpi.com/2220-9964/13/11/380/pdf?version=1730290396","source":{"id":"https://openalex.org/S2764431341","display_name":"ISPRS International Journal of Geo-Information","issn_l":"2220-9964","issn":["2220-9964"],"is_oa":true,"is_in_doaj":true,"is_core":true,"host_organization":"https://openalex.org/P4310310987","host_organization_name":"Multidisciplinary Digital Publishing Institute","host_organization_lineage":["https://openalex.org/P4310310987"],"host_organization_lineage_names":["Multidisciplinary Digital Publishing Institute"],"type":"journal"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"ISPRS International Journal of Geo-Information","raw_type":"journal-article"},"sustainable_development_goals":[{"id":"https://metadata.un.org/sdg/13","display_name":"Climate action","score":0.8100000023841858}],"awards":[{"id":"https://openalex.org/G3049393108","display_name":null,"funder_award_id":"01LR2005A","funder_id":"https://openalex.org/F4320321114","funder_display_name":"Bundesministerium f\u00fcr Bildung und Forschung"}],"funders":[{"id":"https://openalex.org/F4320321114","display_name":"Bundesministerium f\u00fcr Bildung und Forschung","ror":"https://ror.org/04pz7b180"}],"has_content":{"pdf":true,"grobid_xml":false},"content_urls":{"pdf":"https://content.openalex.org/works/W4403918927.pdf"},"referenced_works_count":48,"referenced_works":["https://openalex.org/W49155503","https://openalex.org/W1984565341","https://openalex.org/W2022995284","https://openalex.org/W2046011778","https://openalex.org/W2102698119","https://openalex.org/W2212276110","https://openalex.org/W2604902237","https://openalex.org/W2610644352","https://openalex.org/W2743373436","https://openalex.org/W2752960530","https://openalex.org/W2757565385","https://openalex.org/W2788405519","https://openalex.org/W2789429011","https://openalex.org/W2896457183","https://openalex.org/W2906581649","https://openalex.org/W2912605186","https://openalex.org/W2920913768","https://openalex.org/W2926805670","https://openalex.org/W2969723769","https://openalex.org/W2970641574","https://openalex.org/W2970771982","https://openalex.org/W2974334446","https://openalex.org/W2984099320","https://openalex.org/W2995212654","https://openalex.org/W3031299229","https://openalex.org/W3042303875","https://openalex.org/W3090590318","https://openalex.org/W3102122100","https://openalex.org/W3154065069","https://openalex.org/W3166754985","https://openalex.org/W3204996219","https://openalex.org/W3213457491","https://openalex.org/W3214340375","https://openalex.org/W4200635123","https://openalex.org/W4205933753","https://openalex.org/W4210515742","https://openalex.org/W4246183800","https://openalex.org/W4252076394","https://openalex.org/W4312278739","https://openalex.org/W4313404504","https://openalex.org/W4320491011","https://openalex.org/W4385567282","https://openalex.org/W4389195459","https://openalex.org/W4389921502","https://openalex.org/W6732226717","https://openalex.org/W6745213799","https://openalex.org/W6783388208","https://openalex.org/W6846956741"],"related_works":["https://openalex.org/W4391375266","https://openalex.org/W2899084033","https://openalex.org/W2748952813","https://openalex.org/W2390279801","https://openalex.org/W4391913857","https://openalex.org/W2358668433","https://openalex.org/W4396701345","https://openalex.org/W2376932109","https://openalex.org/W2001405890","https://openalex.org/W4396696052"],"abstract_inverted_index":{"The":[0,96,132],"search":[1,43,104,114],"for":[2,46],"environmental":[3,47],"data":[4],"typically":[5],"involves":[6],"lexical":[7],"approaches,":[8],"where":[9],"query":[10,39],"terms":[11],"are":[12,56,100,167],"matched":[13],"with":[14],"metadata":[15,109,145],"records":[16],"based":[17],"on":[18],"measures":[19],"of":[20,37,71,77,106,159,174],"term":[21],"frequency.":[22],"In":[23],"contrast,":[24],"dense":[25,72,94,98,161],"retrieval":[26,126],"approaches":[27],"employ":[28],"language":[29],"models":[30],"to":[31,62,74,91,128,138,169],"comprehend":[32],"the":[33,64,69,75,103,113,124,130,139,157,160,175],"context":[34],"and":[35,40,54],"meaning":[36],"a":[38,107,119,172],"provide":[41],"relevant":[42],"results.":[44,131],"However,":[45],"data,":[48],"this":[49],"has":[50],"not":[51],"been":[52],"researched":[53],"there":[55],"no":[57],"corpora":[58,82],"or":[59],"evaluation":[60,133],"datasets":[61],"fine-tune":[63],"models.":[65],"This":[66],"study":[67],"demonstrates":[68,134],"adaptation":[70],"retrievers":[73,99],"domain":[76],"climate-related":[78],"scientific":[79],"geodata.":[80],"Four":[81],"containing":[83],"text":[84],"passages":[85],"from":[86],"various":[87],"sources":[88],"were":[89,153],"used":[90,143],"train":[92],"different":[93],"retrievers.":[95,162],"domain-adapted":[97],"integrated":[101],"into":[102],"architecture":[105],"standard":[108],"catalogue.":[110],"To":[111],"improve":[112],"results":[115,158],"further,":[116],"we":[117],"propose":[118],"spatial":[120],"re-ranking":[121],"stage":[122],"after":[123],"initial":[125],"phase":[127],"refine":[129],"superior":[135],"performance":[136,152],"compared":[137],"baseline":[140],"model":[141],"commonly":[142],"in":[144,151],"catalogues":[146],"(BM25).":[147],"No":[148],"clear":[149],"trends":[150],"discovered":[154],"when":[155],"comparing":[156],"Therefore,":[163],"further":[164],"investigation":[165],"aspects":[166],"identified":[168],"finally":[170],"enable":[171],"recommendation":[173],"most":[176],"suitable":[177],"corpus":[178],"composition.":[179]},"counts_by_year":[{"year":2026,"cited_by_count":1},{"year":2025,"cited_by_count":1}],"updated_date":"2026-07-27T08:26:11.824852","created_date":"2025-10-10T00:00:00"}