{"id":"https://openalex.org/W4413043605","doi":"https://doi.org/10.1007/s10515-026-00621-0","title":"Advancing research software engineering with AI: a research framework","display_name":"Advancing research software engineering with AI: a research framework","publication_year":2026,"publication_date":"2026-05-04","ids":{"openalex":"https://openalex.org/W4413043605","doi":"https://doi.org/10.1007/s10515-026-00621-0"},"language":"en","primary_location":{"id":"doi:10.1007/s10515-026-00621-0","is_oa":true,"landing_page_url":"https://doi.org/10.1007/s10515-026-00621-0","pdf_url":"https://link.springer.com/content/pdf/10.1007/s10515-026-00621-0.pdf","source":{"id":"https://openalex.org/S4210177399","display_name":"Automated Software Engineering","issn_l":"0928-8910","issn":["0928-8910","1573-7535"],"is_oa":false,"is_in_doaj":false,"is_core":true,"host_organization":"https://openalex.org/P4310319900","host_organization_name":"Springer Science+Business Media","host_organization_lineage":["https://openalex.org/P4310319900","https://openalex.org/P4310319965"],"host_organization_lineage_names":["Springer Science+Business Media","Springer Nature"],"type":"journal"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Automated Software Engineering","raw_type":"journal-article"},"type":"article","indexed_in":["crossref"],"open_access":{"is_oa":true,"oa_status":"hybrid","oa_url":"https://link.springer.com/content/pdf/10.1007/s10515-026-00621-0.pdf","any_repository_has_fulltext":true},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5050838419","display_name":"Siamak Farshidi","orcid":"https://orcid.org/0000-0003-3270-4398"},"institutions":[{"id":"https://openalex.org/I913481162","display_name":"Wageningen University & Research","ror":"https://ror.org/04qw24q55","country_code":"NL","type":"education","lineage":["https://openalex.org/I913481162"]}],"countries":["NL"],"is_corresponding":false,"raw_author_name":"Siamak Farshidi","raw_affiliation_strings":["Wageningen University & Research"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Wageningen University & Research","institution_ids":["https://openalex.org/I913481162"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5012394915","display_name":"Kwabena Ebo Bennin","orcid":"https://orcid.org/0000-0001-9140-9271"},"institutions":[{"id":"https://openalex.org/I913481162","display_name":"Wageningen University & Research","ror":"https://ror.org/04qw24q55","country_code":"NL","type":"education","lineage":["https://openalex.org/I913481162"]}],"countries":["NL"],"is_corresponding":false,"raw_author_name":"Kwabena Bennin","raw_affiliation_strings":["Wageningen University & Research"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Wageningen University & Research","institution_ids":["https://openalex.org/I913481162"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5005027207","display_name":"\u00d6nder Babur","orcid":"https://orcid.org/0000-0002-1460-2825"},"institutions":[{"id":"https://openalex.org/I913481162","display_name":"Wageningen University & Research","ror":"https://ror.org/04qw24q55","country_code":"NL","type":"education","lineage":["https://openalex.org/I913481162"]}],"countries":["NL"],"is_corresponding":false,"raw_author_name":"\u00d6nder Babur","raw_affiliation_strings":["Wageningen University & Research"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Wageningen University & Research","institution_ids":["https://openalex.org/I913481162"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5040439036","display_name":"June Sallou","orcid":"https://orcid.org/0000-0003-2230-9351"},"institutions":[{"id":"https://openalex.org/I913481162","display_name":"Wageningen University & Research","ror":"https://ror.org/04qw24q55","country_code":"NL","type":"education","lineage":["https://openalex.org/I913481162"]}],"countries":["NL"],"is_corresponding":false,"raw_author_name":"June Sallou","raw_affiliation_strings":["Wageningen University & Research"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Wageningen University & Research","institution_ids":["https://openalex.org/I913481162"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5060643121","display_name":"Ayalew Kassahun","orcid":"https://orcid.org/0000-0003-1066-7127"},"institutions":[{"id":"https://openalex.org/I913481162","display_name":"Wageningen University & Research","ror":"https://ror.org/04qw24q55","country_code":"NL","type":"education","lineage":["https://openalex.org/I913481162"]}],"countries":["NL"],"is_corresponding":false,"raw_author_name":"Ayalew Kassahun","raw_affiliation_strings":["Wageningen University & Research"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Wageningen University & Research","institution_ids":["https://openalex.org/I913481162"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5002683918","display_name":"Bedir Teki\u0307nerdo\u011fan","orcid":"https://orcid.org/0000-0002-8538-7261"},"institutions":[{"id":"https://openalex.org/I913481162","display_name":"Wageningen University & Research","ror":"https://ror.org/04qw24q55","country_code":"NL","type":"education","lineage":["https://openalex.org/I913481162"]}],"countries":["NL"],"is_corresponding":false,"raw_author_name":"Bedir Tekinerdogan","raw_affiliation_strings":["Wageningen University & Research"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Wageningen University & Research","institution_ids":["https://openalex.org/I913481162"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":1,"corresponding_author_ids":[],"corresponding_institution_ids":["https://openalex.org/I913481162"],"apc_list":{"value":2290,"currency":"EUR","value_usd":2890},"apc_paid":{"value":2290,"currency":"EUR","value_usd":2890},"fwci":26.6521,"has_fulltext":true,"cited_by_count":2,"citation_normalized_percentile":{"value":0.99008141,"is_in_top_1_percent":true,"is_in_top_10_percent":true},"cited_by_percentile_year":{"min":97,"max":98},"biblio":{"volume":"33","issue":"3","first_page":null,"last_page":null},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T11986","display_name":"Scientific Computing and Data Management","score":0.9994000196456909,"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"}},"topics":[{"id":"https://openalex.org/T11986","display_name":"Scientific Computing and Data Management","score":0.9994000196456909,"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/T11937","display_name":"Research Data Management Practices","score":0.989799976348877,"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/T11719","display_name":"Data Quality and Management","score":0.972000002861023,"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"}}],"keywords":[{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.5985617637634277},{"id":"https://openalex.org/keywords/workflow","display_name":"Workflow","score":0.5806499719619751},{"id":"https://openalex.org/keywords/software-engineering","display_name":"Software engineering","score":0.5489969849586487},{"id":"https://openalex.org/keywords/documentation","display_name":"Documentation","score":0.5447628498077393},{"id":"https://openalex.org/keywords/software-development","display_name":"Software development","score":0.5273317098617554},{"id":"https://openalex.org/keywords/data-science","display_name":"Data science","score":0.5208694934844971},{"id":"https://openalex.org/keywords/software","display_name":"Software","score":0.4304351508617401},{"id":"https://openalex.org/keywords/database","display_name":"Database","score":0.123801589012146}],"concepts":[{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.5985617637634277},{"id":"https://openalex.org/C177212765","wikidata":"https://www.wikidata.org/wiki/Q627335","display_name":"Workflow","level":2,"score":0.5806499719619751},{"id":"https://openalex.org/C115903868","wikidata":"https://www.wikidata.org/wiki/Q80993","display_name":"Software engineering","level":1,"score":0.5489969849586487},{"id":"https://openalex.org/C56666940","wikidata":"https://www.wikidata.org/wiki/Q788790","display_name":"Documentation","level":2,"score":0.5447628498077393},{"id":"https://openalex.org/C529173508","wikidata":"https://www.wikidata.org/wiki/Q638608","display_name":"Software development","level":3,"score":0.5273317098617554},{"id":"https://openalex.org/C2522767166","wikidata":"https://www.wikidata.org/wiki/Q2374463","display_name":"Data science","level":1,"score":0.5208694934844971},{"id":"https://openalex.org/C2777904410","wikidata":"https://www.wikidata.org/wiki/Q7397","display_name":"Software","level":2,"score":0.4304351508617401},{"id":"https://openalex.org/C77088390","wikidata":"https://www.wikidata.org/wiki/Q8513","display_name":"Database","level":1,"score":0.123801589012146},{"id":"https://openalex.org/C199360897","wikidata":"https://www.wikidata.org/wiki/Q9143","display_name":"Programming language","level":1,"score":0.0}],"mesh":[],"locations_count":4,"locations":[{"id":"doi:10.1007/s10515-026-00621-0","is_oa":true,"landing_page_url":"https://doi.org/10.1007/s10515-026-00621-0","pdf_url":"https://link.springer.com/content/pdf/10.1007/s10515-026-00621-0.pdf","source":{"id":"https://openalex.org/S4210177399","display_name":"Automated Software Engineering","issn_l":"0928-8910","issn":["0928-8910","1573-7535"],"is_oa":false,"is_in_doaj":false,"is_core":true,"host_organization":"https://openalex.org/P4310319900","host_organization_name":"Springer Science+Business Media","host_organization_lineage":["https://openalex.org/P4310319900","https://openalex.org/P4310319965"],"host_organization_lineage_names":["Springer Science+Business Media","Springer Nature"],"type":"journal"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Automated Software Engineering","raw_type":"journal-article"},{"id":"doi:10.21203/rs.3.rs-7178452/v1","is_oa":true,"landing_page_url":"https://doi.org/10.21203/rs.3.rs-7178452/v1","pdf_url":"https://www.researchsquare.com/article/rs-7178452/latest.pdf","source":{"id":"https://openalex.org/S4306525896","display_name":"Research Square","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":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"acceptedVersion","is_accepted":true,"is_published":false,"raw_source_name":"Research Square","raw_type":"posted-content"},{"id":"pmh:oai:library.wur.nl:wurpubs/2b6035eb-685d-4a1a-b749-82ac859c80a4","is_oa":true,"landing_page_url":"https://research.wur.nl/en/publications/advancing-research-software-engineering-with-ai-a-research-framew","pdf_url":null,"source":{"id":"https://openalex.org/S4210201231","display_name":"Socio-Environmental Systems Modeling","issn_l":"2663-3027","issn":["2663-3027"],"is_oa":true,"is_in_doaj":false,"is_core":true,"host_organization":null,"host_organization_name":null,"host_organization_lineage":[],"host_organization_lineage_names":[],"type":"journal"},"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":null},{"id":"pmh:oai:library.wur.nl:wurpubs/afb76623-4083-4a59-8641-6012684d3f96","is_oa":true,"landing_page_url":"https://research.wur.nl/en/publications/advancing-research-software-engineering-with-ai-a-research-framew-2","pdf_url":null,"source":{"id":"https://openalex.org/S4210201231","display_name":"Socio-Environmental Systems Modeling","issn_l":"2663-3027","issn":["2663-3027"],"is_oa":true,"is_in_doaj":false,"is_core":true,"host_organization":null,"host_organization_name":null,"host_organization_lineage":[],"host_organization_lineage_names":[],"type":"journal"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":"ISSN: 0928-8910","raw_type":"Article/Letter to editor"}],"best_oa_location":{"id":"doi:10.1007/s10515-026-00621-0","is_oa":true,"landing_page_url":"https://doi.org/10.1007/s10515-026-00621-0","pdf_url":"https://link.springer.com/content/pdf/10.1007/s10515-026-00621-0.pdf","source":{"id":"https://openalex.org/S4210177399","display_name":"Automated Software Engineering","issn_l":"0928-8910","issn":["0928-8910","1573-7535"],"is_oa":false,"is_in_doaj":false,"is_core":true,"host_organization":"https://openalex.org/P4310319900","host_organization_name":"Springer Science+Business Media","host_organization_lineage":["https://openalex.org/P4310319900","https://openalex.org/P4310319965"],"host_organization_lineage_names":["Springer Science+Business Media","Springer Nature"],"type":"journal"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Automated Software Engineering","raw_type":"journal-article"},"sustainable_development_goals":[{"id":"https://metadata.un.org/sdg/9","score":0.5099999904632568,"display_name":"Industry, innovation and infrastructure"}],"awards":[],"funders":[],"has_content":{"grobid_xml":true,"pdf":true},"content_urls":{"pdf":"https://content.openalex.org/works/W4413043605.pdf","grobid_xml":"https://content.openalex.org/works/W4413043605.grobid-xml"},"referenced_works_count":67,"referenced_works":["https://openalex.org/W2070524440","https://openalex.org/W2559885217","https://openalex.org/W2610517421","https://openalex.org/W2768736423","https://openalex.org/W2922234936","https://openalex.org/W2945526235","https://openalex.org/W2963024052","https://openalex.org/W2963935794","https://openalex.org/W2986579771","https://openalex.org/W3004765025","https://openalex.org/W3006277460","https://openalex.org/W3016821494","https://openalex.org/W3039827954","https://openalex.org/W3045285896","https://openalex.org/W3126002998","https://openalex.org/W3134317408","https://openalex.org/W3139391699","https://openalex.org/W3210165781","https://openalex.org/W3215151014","https://openalex.org/W3217360625","https://openalex.org/W4210351744","https://openalex.org/W4212897670","https://openalex.org/W4214911564","https://openalex.org/W4229002261","https://openalex.org/W4281763794","https://openalex.org/W4306173528","https://openalex.org/W4306179866","https://openalex.org/W4308480023","https://openalex.org/W4312572537","https://openalex.org/W4313151691","https://openalex.org/W4352976973","https://openalex.org/W4352977282","https://openalex.org/W4360995249","https://openalex.org/W4366262984","https://openalex.org/W4379231174","https://openalex.org/W4384523233","https://openalex.org/W4385276403","https://openalex.org/W4385469325","https://openalex.org/W4385580247","https://openalex.org/W4385821148","https://openalex.org/W4387005515","https://openalex.org/W4387739952","https://openalex.org/W4388858772","https://openalex.org/W4392023437","https://openalex.org/W4393278146","https://openalex.org/W4399049408","https://openalex.org/W4399213701","https://openalex.org/W4400582696","https://openalex.org/W4402671641","https://openalex.org/W4403913792","https://openalex.org/W4406616963","https://openalex.org/W4406857432","https://openalex.org/W4406911631","https://openalex.org/W4407450252","https://openalex.org/W4408273382","https://openalex.org/W4408564703","https://openalex.org/W4408741600","https://openalex.org/W4408985641","https://openalex.org/W4409346759","https://openalex.org/W4409459566","https://openalex.org/W4410251856","https://openalex.org/W4411172894","https://openalex.org/W6600050674","https://openalex.org/W6600297719","https://openalex.org/W6601013545","https://openalex.org/W6692162084","https://openalex.org/W6925346578"],"related_works":["https://openalex.org/W2476117260","https://openalex.org/W2770531922","https://openalex.org/W1845068655","https://openalex.org/W4321354308","https://openalex.org/W3118244000","https://openalex.org/W2290299503","https://openalex.org/W3029851195","https://openalex.org/W2183585111","https://openalex.org/W2211158793","https://openalex.org/W2046884474"],"abstract_inverted_index":{"<title>Abstract</title>":[0],"The":[1,203],"rapid":[2],"adoption":[3,223],"of":[4,20,29,53,59,74,104,116,129,158,224],"Artificial":[5],"Intelligence":[6],"(AI)":[7],"and":[8,18,101,111,126,133,151,161,188,199,214,221],"Generative":[9],"AI":[10,54,105,131,162,225],"(GenAI)":[11],"tools":[12],"is":[13],"transforming":[14],"the":[15,27,51,56,102,119],"creation,":[16],"maintenance,":[17],"dissemination":[19],"research":[21,47,60,79,207],"software.":[22,61],"Despite":[23],"their":[24],"growing":[25,173],"prevalence,":[26],"implications":[28],"these":[30],"technologies":[31],"for":[32,122,209],"Research":[33,123],"Software":[34,124],"Engineering":[35],"(RSE)":[36],"practices":[37],"remain":[38],"underexplored.":[39],"This":[40,179],"work":[41],"introduces":[42],"<bold>AI4RSE</bold>":[43],",":[44,145,148,150,153],"an":[45,71],"emerging":[46,194],"domain":[48],"focused":[49],"on":[50,83],"integration":[52],"into":[55,139],"development":[57,141,170],"lifecycle":[58],"To":[62],"investigate":[63],"current":[64],"trends":[65],"in":[66,226],"AI-augmented":[67],"RSE,":[68],"we":[69],"conducted":[70],"empirical":[72],"study":[73],"more":[75],"than":[76],"1,500":[77],"open-source":[78],"software":[80,98,228],"repositories":[81],"hosted":[82],"Zenodo.":[84],"Each":[85],"repository":[86],"was":[87],"assessed":[88],"using":[89],"a":[90,172,206],"quadrant-based":[91],"typology":[92],"defined":[93],"by":[94],"two":[95],"key":[96,182],"dimensions:":[97],"engineering":[99],"maturity":[100],"level":[103],"integration.":[106,164],"Our":[107],"analysis":[108],"combined":[109],"static":[110],"semantic":[112],"code":[113],"inspection,":[114],"evaluation":[115],"alignment":[117],"with":[118],"FAIR":[120],"Principles":[121],"(FAIR4RS),":[125],"heuristic":[127],"classification":[128],"generative":[130],"usage":[132],"MLOps":[134],"adoption.":[135],"Repositories":[136],"are":[137],"categorized":[138],"four":[140],"modes:":[142],"<italic>Exploratory":[143],"Coding</italic>":[144,147],"<italic>Vibe":[146],"<italic>RSE</italic>":[149],"<italic>AI4RSE</italic>":[152],"which":[154],"reflect":[155],"different":[156],"levels":[157],"process":[159],"rigor":[160],"tool":[163],"While":[165],"many":[166],"projects":[167],"exhibit":[168],"informal":[169],"patterns,":[171],"subset":[174],"demonstrates":[175],"mature,":[176],"AI-assisted":[177,197],"workflows.":[178],"landscape":[180],"reveals":[181],"challenges,":[183],"such":[184],"as":[185],"reproducibility":[186],"risks":[187],"licensing":[189],"ambiguity,":[190],"while":[191],"also":[192],"highlighting":[193],"opportunities,":[195],"including":[196],"testing":[198],"intelligent":[200],"documentation":[201],"generation.":[202],"findings":[204],"support":[205],"agenda":[208],"AI4RSE,":[210],"outlining":[211],"benchmarks,":[212],"guidelines,":[213],"community":[215],"standards":[216],"to":[217],"promote":[218],"responsible,":[219],"reproducible,":[220],"scalable":[222],"scientific":[227],"development.":[229]},"counts_by_year":[{"year":2026,"cited_by_count":2}],"updated_date":"2026-07-15T18:14:33.161393","created_date":"2025-10-10T00:00:00"}
