{"id":"https://openalex.org/W7117978181","doi":"https://doi.org/10.1016/j.jocs.2025.102782","title":"On qualitative uncertainty in modelling assumptions","display_name":"On qualitative uncertainty in modelling assumptions","publication_year":2026,"publication_date":"2026-01-02","ids":{"openalex":"https://openalex.org/W7117978181","doi":"https://doi.org/10.1016/j.jocs.2025.102782"},"language":"en","primary_location":{"id":"doi:10.1016/j.jocs.2025.102782","is_oa":true,"landing_page_url":"https://doi.org/10.1016/j.jocs.2025.102782","pdf_url":null,"source":{"id":"https://openalex.org/S192071280","display_name":"Journal of Computational Science","issn_l":"1877-7503","issn":["1877-7503","1877-7511"],"is_oa":false,"is_in_doaj":false,"is_core":true,"host_organization":"https://openalex.org/P4310320990","host_organization_name":"Elsevier BV","host_organization_lineage":["https://openalex.org/P4310320990"],"host_organization_lineage_names":["Elsevier BV"],"type":"journal"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Journal of Computational Science","raw_type":"journal-article"},"type":"article","indexed_in":["crossref"],"open_access":{"is_oa":true,"oa_status":"hybrid","oa_url":"https://doi.org/10.1016/j.jocs.2025.102782","any_repository_has_fulltext":true},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5005166809","display_name":"Derek Groen","orcid":"https://orcid.org/0000-0001-7463-3765"},"institutions":[{"id":"https://openalex.org/I59433898","display_name":"Brunel University of London","ror":"https://ror.org/00dn4t376","country_code":"GB","type":"education","lineage":["https://openalex.org/I124357947","https://openalex.org/I59433898"]}],"countries":["GB"],"is_corresponding":true,"raw_author_name":"Derek Groen","raw_affiliation_strings":["Department of Computer Science, Brunel University of London, Kingston Lane, Uxbridge, UB8 3PH, Greater London, United Kingdom"],"raw_orcid":"https://orcid.org/0000-0001-7463-3765","affiliations":[{"raw_affiliation_string":"Department of Computer Science, Brunel University of London, Kingston Lane, Uxbridge, UB8 3PH, Greater London, United Kingdom","institution_ids":["https://openalex.org/I59433898"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5121770677","display_name":"Laura M. Harbach","orcid":null},"institutions":[{"id":"https://openalex.org/I59433898","display_name":"Brunel University of London","ror":"https://ror.org/00dn4t376","country_code":"GB","type":"education","lineage":["https://openalex.org/I124357947","https://openalex.org/I59433898"]}],"countries":["GB"],"is_corresponding":false,"raw_author_name":"Laura M. Harbach","raw_affiliation_strings":["Department of Computer Science, Brunel University of London, Kingston Lane, Uxbridge, UB8 3PH, Greater London, United Kingdom"],"raw_orcid":"https://orcid.org/0000-0001-7944-0292","affiliations":[{"raw_affiliation_string":"Department of Computer Science, Brunel University of London, Kingston Lane, Uxbridge, UB8 3PH, Greater London, United Kingdom","institution_ids":["https://openalex.org/I59433898"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":1,"corresponding_author_ids":["https://openalex.org/A5005166809"],"corresponding_institution_ids":["https://openalex.org/I59433898"],"apc_list":{"value":2810,"currency":"USD","value_usd":2810},"apc_paid":{"value":2810,"currency":"USD","value_usd":2810},"fwci":15.9939,"has_fulltext":false,"cited_by_count":1,"citation_normalized_percentile":{"value":0.96361552,"is_in_top_1_percent":false,"is_in_top_10_percent":true},"cited_by_percentile_year":{"min":94,"max":97},"biblio":{"volume":"94","issue":null,"first_page":"102782","last_page":"102782"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T11195","display_name":"Simulation Techniques and Applications","score":0.7534999847412109,"subfield":{"id":"https://openalex.org/subfields/1803","display_name":"Management Science and Operations Research"},"field":{"id":"https://openalex.org/fields/18","display_name":"Decision Sciences"},"domain":{"id":"https://openalex.org/domains/2","display_name":"Social Sciences"}},"topics":[{"id":"https://openalex.org/T11195","display_name":"Simulation Techniques and Applications","score":0.7534999847412109,"subfield":{"id":"https://openalex.org/subfields/1803","display_name":"Management Science and Operations Research"},"field":{"id":"https://openalex.org/fields/18","display_name":"Decision Sciences"},"domain":{"id":"https://openalex.org/domains/2","display_name":"Social Sciences"}},{"id":"https://openalex.org/T11810","display_name":"Complex Systems and Decision Making","score":0.03060000017285347,"subfield":{"id":"https://openalex.org/subfields/1803","display_name":"Management Science and Operations Research"},"field":{"id":"https://openalex.org/fields/18","display_name":"Decision Sciences"},"domain":{"id":"https://openalex.org/domains/2","display_name":"Social Sciences"}},{"id":"https://openalex.org/T10799","display_name":"Data Visualization and Analytics","score":0.02239999920129776,"subfield":{"id":"https://openalex.org/subfields/1707","display_name":"Computer Vision and Pattern Recognition"},"field":{"id":"https://openalex.org/fields/17","display_name":"Computer Science"},"domain":{"id":"https://openalex.org/domains/3","display_name":"Physical Sciences"}}],"keywords":[{"id":"https://openalex.org/keywords/quality","display_name":"Quality (philosophy)","score":0.6312000155448914},{"id":"https://openalex.org/keywords/range","display_name":"Range (aeronautics)","score":0.5026999711990356},{"id":"https://openalex.org/keywords/conceptual-model","display_name":"Conceptual model","score":0.4812999963760376},{"id":"https://openalex.org/keywords/conceptual-framework","display_name":"Conceptual framework","score":0.41280001401901245},{"id":"https://openalex.org/keywords/outcome","display_name":"Outcome (game theory)","score":0.39649999141693115},{"id":"https://openalex.org/keywords/uncertainty-analysis","display_name":"Uncertainty analysis","score":0.3630000054836273}],"concepts":[{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.7540000081062317},{"id":"https://openalex.org/C2779530757","wikidata":"https://www.wikidata.org/wiki/Q1207505","display_name":"Quality (philosophy)","level":2,"score":0.6312000155448914},{"id":"https://openalex.org/C539667460","wikidata":"https://www.wikidata.org/wiki/Q2414942","display_name":"Management science","level":1,"score":0.5170999765396118},{"id":"https://openalex.org/C204323151","wikidata":"https://www.wikidata.org/wiki/Q905424","display_name":"Range (aeronautics)","level":2,"score":0.5026999711990356},{"id":"https://openalex.org/C13606891","wikidata":"https://www.wikidata.org/wiki/Q2623243","display_name":"Conceptual model","level":2,"score":0.4812999963760376},{"id":"https://openalex.org/C112930515","wikidata":"https://www.wikidata.org/wiki/Q4389547","display_name":"Risk analysis (engineering)","level":1,"score":0.4449999928474426},{"id":"https://openalex.org/C14224292","wikidata":"https://www.wikidata.org/wiki/Q13600188","display_name":"Conceptual framework","level":2,"score":0.41280001401901245},{"id":"https://openalex.org/C148220186","wikidata":"https://www.wikidata.org/wiki/Q7111912","display_name":"Outcome (game theory)","level":2,"score":0.39649999141693115},{"id":"https://openalex.org/C177803969","wikidata":"https://www.wikidata.org/wiki/Q29205","display_name":"Uncertainty analysis","level":2,"score":0.3630000054836273},{"id":"https://openalex.org/C32230216","wikidata":"https://www.wikidata.org/wiki/Q7882499","display_name":"Uncertainty quantification","level":2,"score":0.35989999771118164},{"id":"https://openalex.org/C2982912361","wikidata":"https://www.wikidata.org/wiki/Q1851867","display_name":"Mental model","level":2,"score":0.33629998564720154},{"id":"https://openalex.org/C2780009758","wikidata":"https://www.wikidata.org/wiki/Q6804172","display_name":"Measure (data warehouse)","level":2,"score":0.3264000117778778},{"id":"https://openalex.org/C2522767166","wikidata":"https://www.wikidata.org/wiki/Q2374463","display_name":"Data science","level":1,"score":0.2971999943256378},{"id":"https://openalex.org/C13736549","wikidata":"https://www.wikidata.org/wiki/Q4489420","display_name":"Industrial engineering","level":1,"score":0.29679998755455017},{"id":"https://openalex.org/C42475967","wikidata":"https://www.wikidata.org/wiki/Q194292","display_name":"Operations research","level":1,"score":0.29670000076293945},{"id":"https://openalex.org/C94361409","wikidata":"https://www.wikidata.org/wiki/Q7882500","display_name":"Uncertainty reduction theory","level":2,"score":0.2524999976158142}],"mesh":[],"locations_count":2,"locations":[{"id":"doi:10.1016/j.jocs.2025.102782","is_oa":true,"landing_page_url":"https://doi.org/10.1016/j.jocs.2025.102782","pdf_url":null,"source":{"id":"https://openalex.org/S192071280","display_name":"Journal of Computational Science","issn_l":"1877-7503","issn":["1877-7503","1877-7511"],"is_oa":false,"is_in_doaj":false,"is_core":true,"host_organization":"https://openalex.org/P4310320990","host_organization_name":"Elsevier BV","host_organization_lineage":["https://openalex.org/P4310320990"],"host_organization_lineage_names":["Elsevier BV"],"type":"journal"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Journal of Computational Science","raw_type":"journal-article"},{"id":"pmh:oai:bura.brunel.ac.uk:2438/32583","is_oa":true,"landing_page_url":"https://orcid.org/0000-0001-7463-3765","pdf_url":null,"source":{"id":"https://openalex.org/S4306401473","display_name":"Brunel University Research Archive (BURA) (Brunel University London)","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"host_organization":"https://openalex.org/I59433898","host_organization_name":"Brunel University of London","host_organization_lineage":["https://openalex.org/I59433898"],"host_organization_lineage_names":[],"type":"repository"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":null,"raw_type":"Journal Article"}],"best_oa_location":{"id":"doi:10.1016/j.jocs.2025.102782","is_oa":true,"landing_page_url":"https://doi.org/10.1016/j.jocs.2025.102782","pdf_url":null,"source":{"id":"https://openalex.org/S192071280","display_name":"Journal of Computational Science","issn_l":"1877-7503","issn":["1877-7503","1877-7511"],"is_oa":false,"is_in_doaj":false,"is_core":true,"host_organization":"https://openalex.org/P4310320990","host_organization_name":"Elsevier BV","host_organization_lineage":["https://openalex.org/P4310320990"],"host_organization_lineage_names":["Elsevier BV"],"type":"journal"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Journal of Computational Science","raw_type":"journal-article"},"sustainable_development_goals":[{"score":0.6149721145629883,"display_name":"Quality Education","id":"https://metadata.un.org/sdg/4"}],"awards":[],"funders":[],"has_content":{"pdf":false,"grobid_xml":false},"content_urls":null,"referenced_works_count":20,"referenced_works":["https://openalex.org/W1973333099","https://openalex.org/W2053411831","https://openalex.org/W2101589741","https://openalex.org/W2105963649","https://openalex.org/W2111959010","https://openalex.org/W2125107816","https://openalex.org/W2158662288","https://openalex.org/W2169816221","https://openalex.org/W2212616210","https://openalex.org/W2335246161","https://openalex.org/W2899283552","https://openalex.org/W2995196201","https://openalex.org/W3034677841","https://openalex.org/W3036356470","https://openalex.org/W3081356057","https://openalex.org/W3092584845","https://openalex.org/W3117026189","https://openalex.org/W4385076074","https://openalex.org/W4392004327","https://openalex.org/W4400038219"],"related_works":[],"abstract_inverted_index":{"Researchers":[0],"today":[1],"have":[2,49],"a":[3,29,74,86],"range":[4],"of":[5,82],"advanced":[6],"and":[7,109,133,148,165],"efficient":[8],"methods":[9,17],"for":[10],"quantifying":[11],"uncertainty":[12,81,142],"at":[13],"their":[14],"disposal.":[15],"These":[16],"effectively":[18],"help":[19],"them":[20],"to":[21,78,91,97,123,127,139,162,174],"understand":[22,104],"how":[23,96,105],"simulation":[24],"results":[25],"may":[26],"change":[27],"when":[28,34],"model":[30,93,99,154],"is":[31,121],"re-run":[32],"or":[33,48,65,116],"input":[35],"parameters":[36],"are":[37,45],"varied.":[38],"However,":[39],"models":[40,129],"often":[41],"contain":[42],"assumptions":[43,60,66,84],"that":[44,51,112],"not":[46],"numerical":[47],"uncertainties":[50],"cannot":[52],"be":[53,124],"quantified.":[54],"Examples":[55],"include":[56],"assumed":[57],"omissions,":[58],"existing":[59],"reused":[61],"in":[62,143],"new":[63],"contexts,":[64],"based":[67],"on":[68,85,95],"partial":[69],"evidence.":[70],"This":[71],"paper":[72],"proposes":[73],"novel":[75],"conceptual":[76,131],"framework":[77,120],"investigate":[79],"the":[80],"modelling":[83,150],"qualitative":[87,141],"level.":[88],"We":[89],"aim":[90],"educate":[92],"developers":[94],"assess":[98,140],"quality":[100,115,155,171],"beyond":[101,157],"quantifiable":[102,158],"uncertainties,":[103],"it":[106],"can":[107,113],"deteriorate,":[108],"identify":[110],"measures":[111],"improve":[114],"mitigate":[117],"deterioration.":[118],"The":[119],"designed":[122],"broadly":[125],"applicable":[126],"implemented":[128],"(simulations),":[130],"models,":[132],"even":[134],"mental":[135,166],"models.":[136,144,167],"\u2022":[137,145,152,160,168],"Framework":[138],"Addresses":[146],"non-numerical":[147],"unquantifiable":[149],"assumptions.":[151],"Enhances":[153],"understanding":[156],"uncertainties.":[159],"Applicable":[161],"implemented,":[163],"conceptual,":[164],"Categorises":[169],"assumption":[170],"from":[172],"hard":[173],"guesswork.":[175]},"counts_by_year":[{"year":2026,"cited_by_count":1}],"updated_date":"2026-01-19T04:01:09.351973","created_date":"2026-01-02T00:00:00"}
