{"id":"https://openalex.org/W4405261337","doi":"https://doi.org/10.3389/frai.2024.1443956","title":"The use of artificial intelligence for automatic analysis and reporting of software defects","display_name":"The use of artificial intelligence for automatic analysis and reporting of software defects","publication_year":2024,"publication_date":"2024-12-11","ids":{"openalex":"https://openalex.org/W4405261337","doi":"https://doi.org/10.3389/frai.2024.1443956","pmid":"https://pubmed.ncbi.nlm.nih.gov/39722790"},"language":"en","primary_location":{"id":"doi:10.3389/frai.2024.1443956","is_oa":true,"landing_page_url":"https://doi.org/10.3389/frai.2024.1443956","pdf_url":"https://www.frontiersin.org/journals/artificial-intelligence/articles/10.3389/frai.2024.1443956/pdf","source":{"id":"https://openalex.org/S4210197006","display_name":"Frontiers in Artificial Intelligence","issn_l":"2624-8212","issn":["2624-8212"],"is_oa":true,"is_in_doaj":true,"is_core":true,"host_organization":"https://openalex.org/P4310320527","host_organization_name":"Frontiers Media","host_organization_lineage":["https://openalex.org/P4310320527"],"host_organization_lineage_names":["Frontiers Media"],"type":"journal"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Frontiers in Artificial Intelligence","raw_type":"journal-article"},"type":"article","indexed_in":["crossref","doaj","pubmed"],"open_access":{"is_oa":true,"oa_status":"gold","oa_url":"https://www.frontiersin.org/journals/artificial-intelligence/articles/10.3389/frai.2024.1443956/pdf","any_repository_has_fulltext":true},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5071878669","display_name":"Mark Esposito","orcid":"https://orcid.org/0000-0001-6047-7415"},"institutions":[{"id":"https://openalex.org/I136199984","display_name":"Harvard University","ror":"https://ror.org/03vek6s52","country_code":"US","type":"education","lineage":["https://openalex.org/I136199984"]},{"id":"https://openalex.org/I193374721","display_name":"Internet Society","ror":"https://ror.org/04dzfqx38","country_code":"US","type":"nonprofit","lineage":["https://openalex.org/I193374721"]},{"id":"https://openalex.org/I4210106913","display_name":"Hult International Business School","ror":"https://ror.org/01my2ss20","country_code":"US","type":"education","lineage":["https://openalex.org/I4210106913"]}],"countries":["US"],"is_corresponding":true,"raw_author_name":"Mark Esposito","raw_affiliation_strings":["Berkman Klein Center for Internet and Society at Harvard University, Cambridge, MA, United States","Hult International Business School, Cambridge, MA, United States"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Berkman Klein Center for Internet and Society at Harvard University, Cambridge, MA, United States","institution_ids":["https://openalex.org/I136199984","https://openalex.org/I193374721"]},{"raw_affiliation_string":"Hult International Business School, Cambridge, MA, United States","institution_ids":["https://openalex.org/I4210106913"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5039116748","display_name":"Saman Sarbazvatan","orcid":"https://orcid.org/0000-0002-6072-5631"},"institutions":[{"id":"https://openalex.org/I142631665","display_name":"\u00c9cole nationale des ponts et chauss\u00e9es","ror":"https://ror.org/02nwvxz07","country_code":"FR","type":"education","lineage":["https://openalex.org/I142631665","https://openalex.org/I4210145102"]}],"countries":["FR"],"is_corresponding":false,"raw_author_name":"Saman Sarbazvatan","raw_affiliation_strings":["\u00c9cole des ponts ParisTech (ENPC), Marne-la-Vall\u00e9e, France"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"\u00c9cole des ponts ParisTech (ENPC), Marne-la-Vall\u00e9e, France","institution_ids":["https://openalex.org/I142631665"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5033430489","display_name":"Terence Tse","orcid":"https://orcid.org/0000-0003-2923-7709"},"institutions":[{"id":"https://openalex.org/I4210106913","display_name":"Hult International Business School","ror":"https://ror.org/01my2ss20","country_code":"US","type":"education","lineage":["https://openalex.org/I4210106913"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"Terence Tse","raw_affiliation_strings":["Hult International Business School, Cambridge, MA, United States"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Hult International Business School, Cambridge, MA, United States","institution_ids":["https://openalex.org/I4210106913"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5058295645","display_name":"Gabriel Silva Atencio","orcid":"https://orcid.org/0000-0002-4881-181X"},"institutions":[{"id":"https://openalex.org/I4210101627","display_name":"Universidad Latinoamericana de Ciencia y Tecnolog\u00eda","ror":"https://ror.org/0175p1a50","country_code":"CR","type":"education","lineage":["https://openalex.org/I4210101627"]}],"countries":["CR"],"is_corresponding":false,"raw_author_name":"Gabriel Silva-Atencio","raw_affiliation_strings":["Universidad Latinoam\u00e9rica de Ciencia y Tecnolog\u00eda (ULACIT), San Jos\u00e9, Costa Rica"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Universidad Latinoam\u00e9rica de Ciencia y Tecnolog\u00eda (ULACIT), San Jos\u00e9, Costa Rica","institution_ids":["https://openalex.org/I4210101627"]}]}],"institutions":[],"countries_distinct_count":3,"institutions_distinct_count":5,"corresponding_author_ids":["https://openalex.org/A5071878669"],"corresponding_institution_ids":["https://openalex.org/I136199984","https://openalex.org/I193374721","https://openalex.org/I4210106913"],"apc_list":{"value":2125,"currency":"USD","value_usd":2125},"apc_paid":{"value":2125,"currency":"USD","value_usd":2125},"fwci":5.4625,"has_fulltext":true,"cited_by_count":8,"citation_normalized_percentile":{"value":0.95580939,"is_in_top_1_percent":false,"is_in_top_10_percent":true},"cited_by_percentile_year":{"min":98,"max":99},"biblio":{"volume":"7","issue":null,"first_page":"1443956","last_page":"1443956"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T13255","display_name":"Business, Innovation, and Economy","score":0.9664000272750854,"subfield":{"id":"https://openalex.org/subfields/2002","display_name":"Economics and Econometrics"},"field":{"id":"https://openalex.org/fields/20","display_name":"Economics, Econometrics and Finance"},"domain":{"id":"https://openalex.org/domains/2","display_name":"Social Sciences"}},"topics":[{"id":"https://openalex.org/T13255","display_name":"Business, Innovation, and Economy","score":0.9664000272750854,"subfield":{"id":"https://openalex.org/subfields/2002","display_name":"Economics and Econometrics"},"field":{"id":"https://openalex.org/fields/20","display_name":"Economics, Econometrics and Finance"},"domain":{"id":"https://openalex.org/domains/2","display_name":"Social Sciences"}},{"id":"https://openalex.org/T10260","display_name":"Software Engineering Research","score":0.9296000003814697,"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"}}],"keywords":[{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.7241442203521729},{"id":"https://openalex.org/keywords/agile-software-development","display_name":"Agile software development","score":0.6424686312675476},{"id":"https://openalex.org/keywords/automation","display_name":"Automation","score":0.5878793001174927},{"id":"https://openalex.org/keywords/quality","display_name":"Quality (philosophy)","score":0.5648946762084961},{"id":"https://openalex.org/keywords/context","display_name":"Context (archaeology)","score":0.5509369969367981},{"id":"https://openalex.org/keywords/process","display_name":"Process (computing)","score":0.5154805779457092},{"id":"https://openalex.org/keywords/software","display_name":"Software","score":0.4445991516113281},{"id":"https://openalex.org/keywords/software-engineering","display_name":"Software engineering","score":0.3749764561653137},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.3684578537940979},{"id":"https://openalex.org/keywords/engineering","display_name":"Engineering","score":0.1490183174610138}],"concepts":[{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.7241442203521729},{"id":"https://openalex.org/C14185376","wikidata":"https://www.wikidata.org/wiki/Q30232","display_name":"Agile software development","level":2,"score":0.6424686312675476},{"id":"https://openalex.org/C115901376","wikidata":"https://www.wikidata.org/wiki/Q184199","display_name":"Automation","level":2,"score":0.5878793001174927},{"id":"https://openalex.org/C2779530757","wikidata":"https://www.wikidata.org/wiki/Q1207505","display_name":"Quality (philosophy)","level":2,"score":0.5648946762084961},{"id":"https://openalex.org/C2779343474","wikidata":"https://www.wikidata.org/wiki/Q3109175","display_name":"Context (archaeology)","level":2,"score":0.5509369969367981},{"id":"https://openalex.org/C98045186","wikidata":"https://www.wikidata.org/wiki/Q205663","display_name":"Process (computing)","level":2,"score":0.5154805779457092},{"id":"https://openalex.org/C2777904410","wikidata":"https://www.wikidata.org/wiki/Q7397","display_name":"Software","level":2,"score":0.4445991516113281},{"id":"https://openalex.org/C115903868","wikidata":"https://www.wikidata.org/wiki/Q80993","display_name":"Software engineering","level":1,"score":0.3749764561653137},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.3684578537940979},{"id":"https://openalex.org/C127413603","wikidata":"https://www.wikidata.org/wiki/Q11023","display_name":"Engineering","level":0,"score":0.1490183174610138},{"id":"https://openalex.org/C78519656","wikidata":"https://www.wikidata.org/wiki/Q101333","display_name":"Mechanical engineering","level":1,"score":0.0},{"id":"https://openalex.org/C138885662","wikidata":"https://www.wikidata.org/wiki/Q5891","display_name":"Philosophy","level":0,"score":0.0},{"id":"https://openalex.org/C151730666","wikidata":"https://www.wikidata.org/wiki/Q7205","display_name":"Paleontology","level":1,"score":0.0},{"id":"https://openalex.org/C199360897","wikidata":"https://www.wikidata.org/wiki/Q9143","display_name":"Programming language","level":1,"score":0.0},{"id":"https://openalex.org/C111472728","wikidata":"https://www.wikidata.org/wiki/Q9471","display_name":"Epistemology","level":1,"score":0.0},{"id":"https://openalex.org/C86803240","wikidata":"https://www.wikidata.org/wiki/Q420","display_name":"Biology","level":0,"score":0.0},{"id":"https://openalex.org/C111919701","wikidata":"https://www.wikidata.org/wiki/Q9135","display_name":"Operating system","level":1,"score":0.0}],"mesh":[],"locations_count":4,"locations":[{"id":"doi:10.3389/frai.2024.1443956","is_oa":true,"landing_page_url":"https://doi.org/10.3389/frai.2024.1443956","pdf_url":"https://www.frontiersin.org/journals/artificial-intelligence/articles/10.3389/frai.2024.1443956/pdf","source":{"id":"https://openalex.org/S4210197006","display_name":"Frontiers in Artificial Intelligence","issn_l":"2624-8212","issn":["2624-8212"],"is_oa":true,"is_in_doaj":true,"is_core":true,"host_organization":"https://openalex.org/P4310320527","host_organization_name":"Frontiers Media","host_organization_lineage":["https://openalex.org/P4310320527"],"host_organization_lineage_names":["Frontiers Media"],"type":"journal"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Frontiers in Artificial Intelligence","raw_type":"journal-article"},{"id":"pmid:39722790","is_oa":false,"landing_page_url":"https://pubmed.ncbi.nlm.nih.gov/39722790","pdf_url":null,"source":{"id":"https://openalex.org/S4306525036","display_name":"PubMed","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"host_organization":"https://openalex.org/I1299303238","host_organization_name":"National Institutes of Health","host_organization_lineage":["https://openalex.org/I1299303238"],"host_organization_lineage_names":[],"type":"repository"},"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Frontiers in artificial intelligence","raw_type":null},{"id":"pmh:oai:pubmedcentral.nih.gov:11668792","is_oa":true,"landing_page_url":"https://www.ncbi.nlm.nih.gov/pmc/articles/11668792","pdf_url":"https://pmc.ncbi.nlm.nih.gov/articles/PMC11668792/pdf/frai-07-1443956.pdf","source":{"id":"https://openalex.org/S2764455111","display_name":"PubMed Central","issn_l":null,"issn":null,"is_oa":true,"is_in_doaj":false,"is_core":false,"host_organization":"https://openalex.org/I1299303238","host_organization_name":"National Institutes of Health","host_organization_lineage":["https://openalex.org/I1299303238"],"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":"Front Artif Intell","raw_type":"Text"},{"id":"pmh:oai:doaj.org/article:823fb8e9a8d34991bac8c6a7957e87f5","is_oa":false,"landing_page_url":"https://doaj.org/article/823fb8e9a8d34991bac8c6a7957e87f5","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":"Frontiers in Artificial Intelligence, Vol 7 (2024)","raw_type":"article"}],"best_oa_location":{"id":"doi:10.3389/frai.2024.1443956","is_oa":true,"landing_page_url":"https://doi.org/10.3389/frai.2024.1443956","pdf_url":"https://www.frontiersin.org/journals/artificial-intelligence/articles/10.3389/frai.2024.1443956/pdf","source":{"id":"https://openalex.org/S4210197006","display_name":"Frontiers in Artificial Intelligence","issn_l":"2624-8212","issn":["2624-8212"],"is_oa":true,"is_in_doaj":true,"is_core":true,"host_organization":"https://openalex.org/P4310320527","host_organization_name":"Frontiers Media","host_organization_lineage":["https://openalex.org/P4310320527"],"host_organization_lineage_names":["Frontiers Media"],"type":"journal"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Frontiers in Artificial Intelligence","raw_type":"journal-article"},"sustainable_development_goals":[],"awards":[],"funders":[],"has_content":{"grobid_xml":false,"pdf":true},"content_urls":{"pdf":"https://content.openalex.org/works/W4405261337.pdf"},"referenced_works_count":51,"referenced_works":["https://openalex.org/W2060457986","https://openalex.org/W2091351614","https://openalex.org/W2097513285","https://openalex.org/W2119797181","https://openalex.org/W2150586325","https://openalex.org/W2174737250","https://openalex.org/W2547480331","https://openalex.org/W2641342067","https://openalex.org/W2734810319","https://openalex.org/W2898892040","https://openalex.org/W2901400554","https://openalex.org/W2966498772","https://openalex.org/W2973032093","https://openalex.org/W2981018312","https://openalex.org/W2981384002","https://openalex.org/W2996816279","https://openalex.org/W3004570974","https://openalex.org/W3017117984","https://openalex.org/W3036700357","https://openalex.org/W3043804385","https://openalex.org/W3047888999","https://openalex.org/W3093891276","https://openalex.org/W3109666658","https://openalex.org/W3121487916","https://openalex.org/W3139209716","https://openalex.org/W3147809485","https://openalex.org/W3166742321","https://openalex.org/W3167089406","https://openalex.org/W3169933101","https://openalex.org/W3204060348","https://openalex.org/W4206378998","https://openalex.org/W4221141116","https://openalex.org/W4237104555","https://openalex.org/W4283215881","https://openalex.org/W4293227336","https://openalex.org/W4307138871","https://openalex.org/W4309630859","https://openalex.org/W4360948905","https://openalex.org/W4377091035","https://openalex.org/W4390904004","https://openalex.org/W6729429595","https://openalex.org/W6741555498","https://openalex.org/W6756197640","https://openalex.org/W6767203294","https://openalex.org/W6769257084","https://openalex.org/W6780916134","https://openalex.org/W6784860699","https://openalex.org/W6796539417","https://openalex.org/W6838853533","https://openalex.org/W6842227009","https://openalex.org/W6947920095"],"related_works":["https://openalex.org/W2656997359","https://openalex.org/W4240110559","https://openalex.org/W2094372386","https://openalex.org/W1973385172","https://openalex.org/W4319430762","https://openalex.org/W2294820933","https://openalex.org/W2119783256","https://openalex.org/W2804154309","https://openalex.org/W2083510688","https://openalex.org/W1611031577"],"abstract_inverted_index":{"The":[0,88,100,110],"COVID-19":[1],"pandemic":[2],"marked":[3],"a":[4,13,40,103],"before":[5],"and":[6,24,26,63,97,121,129,148,182,187],"after":[7],"in":[8,43,68,125,150,170],"the":[9,28,55,59,75,115,139,151,177],"business":[10],"world,":[11],"causing":[12],"growing":[14],"demand":[15],"for":[16,82],"applications":[17],"that":[18,52,158],"streamline":[19],"operations,":[20],"reduce":[21,64,138,176],"delivery":[22],"times":[23],"costs,":[25],"improve":[27],"quality":[29],"of":[30,58,106,117,153,179],"products.":[31],"In":[32,155],"this":[33],"context,":[34],"artificial":[35],"intelligence":[36],"(AI)":[37],"has":[38],"taken":[39],"relevant":[41,77,112],"role":[42],"improving":[44],"these":[45],"processes,":[46],"since":[47],"it":[48],"incorporates":[49],"mathematical":[50],"models":[51],"allow":[53],"analyzing":[54],"logical":[56],"structure":[57],"systems":[60],"to":[61,73,79,142,165],"detect":[62],"errors":[65],"or":[66],"failures":[67],"real-time.":[69],"This":[70],"study":[71],"aimed":[72],"determine":[74],"most":[76,111],"aspects":[78],"be":[80,163],"considered":[81],"detecting":[83],"software":[84],"defects":[85],"using":[86],"AI.":[87],"methodology":[89],"used":[90],"was":[91,114],"qualitative,":[92],"with":[93],"an":[94,167],"exploratory,":[95],"descriptive,":[96],"non-experimental":[98],"approach.":[99],"technique":[101],"involved":[102],"documentary":[104],"review":[105],"79":[107],"bibliometric":[108],"references.":[109],"finding":[113],"use":[116],"regression":[118],"testing":[119],"techniques":[120,136],"automated":[122],"log":[123],"files,":[124],"machine":[126],"learning":[127],"(ML)":[128],"robotic":[130],"process":[131],"automation":[132],"(RPA)":[133],"environments.":[134],"These":[135],"help":[137],"time":[140],"required":[141],"identify":[143],"failures,":[144,180],"thereby":[145],"enhancing":[146],"efficiency":[147],"effectiveness":[149],"lifecycle":[152],"applications.":[154],"conclusion,":[156],"companies":[157],"incorporate":[159],"AI":[160],"algorithms":[161],"will":[162,175],"able":[164],"include":[166],"agile":[168],"model":[169],"their":[171],"lifecycle,":[172],"as":[173],"they":[174],"rate":[178],"errors,":[181],"breakdowns":[183],"allowing":[184],"cost":[185],"savings,":[186],"ensuring":[188],"quality.":[189]},"counts_by_year":[{"year":2026,"cited_by_count":3},{"year":2025,"cited_by_count":5}],"updated_date":"2026-08-01T09:00:35.917206","created_date":"2025-10-10T00:00:00"}
