{"id":"https://openalex.org/W7167667525","doi":"https://doi.org/10.48550/arxiv.2607.06133","title":"Property-Driven Synthetic Data Engineering for Data-Scarce Software Systems: Reflections from the Breast Cancer Domain","display_name":"Property-Driven Synthetic Data Engineering for Data-Scarce Software Systems: Reflections from the Breast Cancer Domain","publication_year":2026,"publication_date":"2026-07-07","ids":{"openalex":"https://openalex.org/W7167667525","doi":"https://doi.org/10.48550/arxiv.2607.06133"},"language":null,"primary_location":{"id":"doi:10.48550/arxiv.2607.06133","is_oa":true,"landing_page_url":"https://doi.org/10.48550/arxiv.2607.06133","pdf_url":null,"source":{"id":"https://openalex.org/S4306400194","display_name":"arXiv (Cornell University)","issn_l":"2331-8422","issn":["2331-8422"],"is_oa":true,"is_in_doaj":false,"is_core":false,"host_organization":"https://openalex.org/I205783295","host_organization_name":"Cornell University","host_organization_lineage":["https://openalex.org/I205783295"],"host_organization_lineage_names":[],"type":"repository"},"license":null,"license_id":null,"version":null,"is_accepted":false,"is_published":false,"raw_source_name":null,"raw_type":"Preprint"},"type":"preprint","indexed_in":["datacite"],"open_access":{"is_oa":true,"oa_status":"green","oa_url":"https://doi.org/10.48550/arxiv.2607.06133","any_repository_has_fulltext":true},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5119327509","display_name":"Aurora Francesca Zanenga","orcid":null},"institutions":[],"countries":[],"is_corresponding":false,"raw_author_name":"Zanenga, Aurora Francesca","raw_affiliation_strings":[],"raw_orcid":null,"affiliations":[]},{"author_position":"middle","author":{"id":"https://openalex.org/A5040869127","display_name":"Andrea Bombarda","orcid":"https://orcid.org/0000-0003-4244-9319"},"institutions":[],"countries":[],"is_corresponding":false,"raw_author_name":"Bombarda, Andrea","raw_affiliation_strings":[],"raw_orcid":null,"affiliations":[]},{"author_position":"middle","author":{"id":"https://openalex.org/A5140297614","display_name":"Marsha Chechik","orcid":null},"institutions":[],"countries":[],"is_corresponding":false,"raw_author_name":"Chechik, Marsha","raw_affiliation_strings":[],"raw_orcid":null,"affiliations":[]},{"author_position":"middle","author":{"id":"https://openalex.org/A5140236655","display_name":"Saverio D'Amico","orcid":null},"institutions":[],"countries":[],"is_corresponding":false,"raw_author_name":"D'Amico, Saverio","raw_affiliation_strings":[],"raw_orcid":null,"affiliations":[]},{"author_position":"middle","author":{"id":"https://openalex.org/A5024344441","display_name":"Rita De Sanctis","orcid":"https://orcid.org/0000-0003-3202-1933"},"institutions":[],"countries":[],"is_corresponding":false,"raw_author_name":"De Sanctis, Rita","raw_affiliation_strings":[],"raw_orcid":null,"affiliations":[]},{"author_position":"middle","author":{"id":"https://openalex.org/A5031414207","display_name":"Alberto Zambelli","orcid":"https://orcid.org/0000-0002-1374-1831"},"institutions":[],"countries":[],"is_corresponding":false,"raw_author_name":"Zambelli, Alberto","raw_affiliation_strings":[],"raw_orcid":null,"affiliations":[]},{"author_position":"last","author":{"id":"https://openalex.org/A5018466538","display_name":"Claudio Menghi","orcid":"https://orcid.org/0000-0001-5303-8481"},"institutions":[],"countries":[],"is_corresponding":false,"raw_author_name":"Menghi, Claudio","raw_affiliation_strings":[],"raw_orcid":null,"affiliations":[]}],"institutions":[],"countries_distinct_count":0,"institutions_distinct_count":0,"corresponding_author_ids":[],"corresponding_institution_ids":[],"apc_list":null,"apc_paid":null,"fwci":null,"has_fulltext":false,"cited_by_count":0,"citation_normalized_percentile":null,"cited_by_percentile_year":null,"biblio":{"volume":null,"issue":null,"first_page":null,"last_page":null},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T11450","display_name":"Model-Driven Software Engineering Techniques","score":0.15029999613761902,"subfield":{"id":"https://openalex.org/subfields/1712","display_name":"Software"},"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/T11450","display_name":"Model-Driven Software Engineering Techniques","score":0.15029999613761902,"subfield":{"id":"https://openalex.org/subfields/1712","display_name":"Software"},"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/T11986","display_name":"Scientific Computing and Data Management","score":0.1160999983549118,"subfield":{"id":"https://openalex.org/subfields/1802","display_name":"Information Systems and Management"},"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/T10639","display_name":"Advanced Software Engineering Methodologies","score":0.09989999979734421,"subfield":{"id":"https://openalex.org/subfields/1702","display_name":"Artificial Intelligence"},"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/synthetic-data","display_name":"Synthetic data","score":0.6858999729156494},{"id":"https://openalex.org/keywords/pipeline","display_name":"Pipeline (software)","score":0.635200023651123},{"id":"https://openalex.org/keywords/software","display_name":"Software","score":0.6047000288963318},{"id":"https://openalex.org/keywords/domain","display_name":"Domain (mathematical analysis)","score":0.5314000248908997},{"id":"https://openalex.org/keywords/key","display_name":"Key (lock)","score":0.4196000099182129},{"id":"https://openalex.org/keywords/synthetic-biology","display_name":"Synthetic biology","score":0.38830000162124634},{"id":"https://openalex.org/keywords/breast-cancer","display_name":"Breast cancer","score":0.36880001425743103}],"concepts":[{"id":"https://openalex.org/C160920958","wikidata":"https://www.wikidata.org/wiki/Q7662746","display_name":"Synthetic data","level":2,"score":0.6858999729156494},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.6496999859809875},{"id":"https://openalex.org/C43521106","wikidata":"https://www.wikidata.org/wiki/Q2165493","display_name":"Pipeline (software)","level":2,"score":0.635200023651123},{"id":"https://openalex.org/C2777904410","wikidata":"https://www.wikidata.org/wiki/Q7397","display_name":"Software","level":2,"score":0.6047000288963318},{"id":"https://openalex.org/C115903868","wikidata":"https://www.wikidata.org/wiki/Q80993","display_name":"Software engineering","level":1,"score":0.5726000070571899},{"id":"https://openalex.org/C36503486","wikidata":"https://www.wikidata.org/wiki/Q11235244","display_name":"Domain (mathematical analysis)","level":2,"score":0.5314000248908997},{"id":"https://openalex.org/C2522767166","wikidata":"https://www.wikidata.org/wiki/Q2374463","display_name":"Data science","level":1,"score":0.43479999899864197},{"id":"https://openalex.org/C26517878","wikidata":"https://www.wikidata.org/wiki/Q228039","display_name":"Key (lock)","level":2,"score":0.4196000099182129},{"id":"https://openalex.org/C191908910","wikidata":"https://www.wikidata.org/wiki/Q862838","display_name":"Synthetic biology","level":2,"score":0.38830000162124634},{"id":"https://openalex.org/C530470458","wikidata":"https://www.wikidata.org/wiki/Q128581","display_name":"Breast cancer","level":3,"score":0.36880001425743103},{"id":"https://openalex.org/C67186912","wikidata":"https://www.wikidata.org/wiki/Q367664","display_name":"Data modeling","level":2,"score":0.33809998631477356},{"id":"https://openalex.org/C124101348","wikidata":"https://www.wikidata.org/wiki/Q172491","display_name":"Data mining","level":1,"score":0.3375999927520752},{"id":"https://openalex.org/C139143892","wikidata":"https://www.wikidata.org/wiki/Q7441615","display_name":"Search-based software engineering","level":5,"score":0.3301999866962433},{"id":"https://openalex.org/C529173508","wikidata":"https://www.wikidata.org/wiki/Q638608","display_name":"Software development","level":3,"score":0.3140999972820282},{"id":"https://openalex.org/C5977032","wikidata":"https://www.wikidata.org/wiki/Q5289815","display_name":"Domain engineering","level":5,"score":0.29980000853538513},{"id":"https://openalex.org/C149091818","wikidata":"https://www.wikidata.org/wiki/Q2429814","display_name":"Software system","level":3,"score":0.28439998626708984},{"id":"https://openalex.org/C207850805","wikidata":"https://www.wikidata.org/wiki/Q269608","display_name":"Reverse engineering","level":2,"score":0.2728999853134155},{"id":"https://openalex.org/C174683762","wikidata":"https://www.wikidata.org/wiki/Q609588","display_name":"Component-based software engineering","level":4,"score":0.2551000118255615}],"mesh":[],"locations_count":1,"locations":[{"id":"doi:10.48550/arxiv.2607.06133","is_oa":true,"landing_page_url":"https://doi.org/10.48550/arxiv.2607.06133","pdf_url":null,"source":{"id":"https://openalex.org/S4306400194","display_name":"arXiv (Cornell University)","issn_l":"2331-8422","issn":["2331-8422"],"is_oa":true,"is_in_doaj":false,"is_core":false,"host_organization":"https://openalex.org/I205783295","host_organization_name":"Cornell University","host_organization_lineage":["https://openalex.org/I205783295"],"host_organization_lineage_names":[],"type":"repository"},"license":null,"license_id":null,"version":null,"is_accepted":false,"is_published":null,"raw_source_name":null,"raw_type":"Preprint"}],"best_oa_location":{"id":"doi:10.48550/arxiv.2607.06133","is_oa":true,"landing_page_url":"https://doi.org/10.48550/arxiv.2607.06133","pdf_url":null,"source":{"id":"https://openalex.org/S4306400194","display_name":"arXiv (Cornell University)","issn_l":"2331-8422","issn":["2331-8422"],"is_oa":true,"is_in_doaj":false,"is_core":false,"host_organization":"https://openalex.org/I205783295","host_organization_name":"Cornell University","host_organization_lineage":["https://openalex.org/I205783295"],"host_organization_lineage_names":[],"type":"repository"},"license":null,"license_id":null,"version":null,"is_accepted":false,"is_published":false,"raw_source_name":null,"raw_type":"Preprint"},"sustainable_development_goals":[],"awards":[],"funders":[],"has_content":{"grobid_xml":false,"pdf":false},"content_urls":null,"referenced_works_count":0,"referenced_works":[],"related_works":[],"abstract_inverted_index":{"Modern":[0],"software":[1,43,131,152],"systems":[2],"increasingly":[3],"depend":[4],"on":[5,104],"data":[6,31,55,72,101,149],"for":[7,44,139,147],"analysis,":[8],"prediction,":[9],"testing,":[10],"and":[11,21,91,109,124,137,143],"decision-making.":[12],"Yet":[13],"many":[14],"important":[15],"domains,":[16],"including":[17],"medicine,":[18],"safety-critical":[19],"systems,":[20],"regulated":[22],"industries,":[23],"lack":[24],"abundant,":[25],"shareable,":[26],"or":[27],"representative":[28],"data.":[29],"Synthetic":[30],"generation":[32],"is":[33],"often":[34],"proposed":[35],"as":[36],"a":[37,105,113],"remedy,":[38],"but":[39],"our":[40],"experience":[41],"engineering":[42,62,132],"intraoperative":[45],"radiotherapy":[46],"(IORT)":[47],"in":[48,120,150],"breast":[49],"cancer":[50],"treatment":[51],"suggests":[52],"that":[53,129],"synthetic":[54,71,100,148],"shifts":[56],"rather":[57],"than":[58],"solves":[59],"the":[60],"central":[61],"problem.":[63],"The":[64],"key":[65],"challenge":[66],"becomes":[67],"deciding":[68],"which":[69],"properties":[70,77,146],"must":[73],"preserve,":[74],"how":[75,83,92],"these":[76],"should":[78,134],"be":[79,86],"elicited":[80],"from":[81],"stakeholders,":[82],"they":[84,93],"can":[85],"validated":[87],"under":[88],"privacy":[89],"constraints,":[90],"evolve.":[94],"We":[95,127],"call":[96],"this":[97],"problem":[98],"property-driven":[99],"engineering.":[102],"Drawing":[103],"collaboration":[106],"with":[107,112],"oncologists":[108],"preliminary":[110],"experiments":[111],"sensitive":[114],"IORT":[115],"dataset,":[116],"we":[117],"identify":[118],"challenges":[119],"requirements,":[121],"validation,":[122],"privacy,":[123],"pipeline":[125],"evolution.":[126],"argue":[128],"automated":[130],"research":[133],"develop":[135],"methods":[136],"tools":[138],"eliciting,":[140],"formalizing,":[141],"checking,":[142],"evolving":[144],"validity":[145],"data-scarce":[151],"systems.":[153]},"counts_by_year":[],"updated_date":"2026-07-28T07:46:37.118299","created_date":"2026-07-09T00:00:00"}
