{"id":"https://openalex.org/W6930262281","doi":"https://doi.org/10.5281/zenodo.11000344","title":"Industrial Practices of Requirements Engineering for ML-Enabled Systems in Brazil","display_name":"Industrial Practices of Requirements Engineering for ML-Enabled Systems in Brazil","publication_year":2024,"publication_date":"2024-07-21","ids":{"openalex":"https://openalex.org/W6930262281","doi":"https://doi.org/10.5281/zenodo.11000344"},"language":"en","primary_location":{"id":"doi:10.5281/zenodo.11000344","is_oa":true,"landing_page_url":"https://doi.org/10.5281/zenodo.11000344","pdf_url":null,"source":{"id":"https://openalex.org/S4306400562","display_name":"Zenodo (CERN European Organization for Nuclear Research)","issn_l":null,"issn":null,"is_oa":true,"is_in_doaj":false,"is_core":false,"host_organization":"https://openalex.org/I67311998","host_organization_name":"European Organization for Nuclear Research","host_organization_lineage":["https://openalex.org/I67311998"],"host_organization_lineage_names":[],"type":"repository"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":null,"is_accepted":false,"is_published":false,"raw_source_name":null,"raw_type":"article"},"type":"other","indexed_in":["datacite"],"open_access":{"is_oa":true,"oa_status":"green","oa_url":"https://doi.org/10.5281/zenodo.11000344","any_repository_has_fulltext":true},"authorships":[{"author_position":"first","author":{"id":null,"display_name":"Santos Alves, Antonio Pedro","orcid":"https://orcid.org/0000-0002-3415-6201"},"institutions":[{"id":"https://openalex.org/I2699952","display_name":"Pontifical Catholic University of Rio de Janeiro","ror":"https://ror.org/01dg47b60","country_code":"BR","type":"education","lineage":["https://openalex.org/I2699952"]}],"countries":["BR"],"is_corresponding":true,"raw_author_name":"Santos Alves, Antonio Pedro","raw_affiliation_strings":["PUC-Rio"],"affiliations":[{"raw_affiliation_string":"PUC-Rio","institution_ids":["https://openalex.org/I2699952"]}]},{"author_position":"middle","author":{"id":null,"display_name":"Kalinowski, Marcos","orcid":"https://orcid.org/0000-0003-1445-3425"},"institutions":[{"id":"https://openalex.org/I2699952","display_name":"Pontifical Catholic University of Rio de Janeiro","ror":"https://ror.org/01dg47b60","country_code":"BR","type":"education","lineage":["https://openalex.org/I2699952"]}],"countries":["BR"],"is_corresponding":false,"raw_author_name":"Kalinowski, Marcos","raw_affiliation_strings":["PUC-Rio"],"affiliations":[{"raw_affiliation_string":"PUC-Rio","institution_ids":["https://openalex.org/I2699952"]}]},{"author_position":"middle","author":{"id":null,"display_name":"M\u00e9ndez, Daniel","orcid":"https://orcid.org/0000-0003-0619-6027"},"institutions":[{"id":"https://openalex.org/I52719799","display_name":"Blekinge Institute of Technology","ror":"https://ror.org/0093a8w51","country_code":"SE","type":"education","lineage":["https://openalex.org/I52719799"]}],"countries":["SE"],"is_corresponding":false,"raw_author_name":"M\u00e9ndez, Daniel","raw_affiliation_strings":["Blekinge Institute of Technology"],"affiliations":[{"raw_affiliation_string":"Blekinge Institute of Technology","institution_ids":["https://openalex.org/I52719799"]}]},{"author_position":"middle","author":{"id":null,"display_name":"Villamizar, Hugo","orcid":"https://orcid.org/0000-0003-4142-6967"},"institutions":[{"id":"https://openalex.org/I2699952","display_name":"Pontifical Catholic University of Rio de Janeiro","ror":"https://ror.org/01dg47b60","country_code":"BR","type":"education","lineage":["https://openalex.org/I2699952"]}],"countries":["BR"],"is_corresponding":false,"raw_author_name":"Villamizar, Hugo","raw_affiliation_strings":["PUC-Rio"],"affiliations":[{"raw_affiliation_string":"PUC-Rio","institution_ids":["https://openalex.org/I2699952"]}]},{"author_position":"middle","author":{"id":null,"display_name":"Azevedo, Kelly","orcid":"https://orcid.org/0009-0001-3464-6489"},"institutions":[{"id":"https://openalex.org/I2699952","display_name":"Pontifical Catholic University of Rio de Janeiro","ror":"https://ror.org/01dg47b60","country_code":"BR","type":"education","lineage":["https://openalex.org/I2699952"]}],"countries":["BR"],"is_corresponding":false,"raw_author_name":"Azevedo, Kelly","raw_affiliation_strings":["PUC-Rio"],"affiliations":[{"raw_affiliation_string":"PUC-Rio","institution_ids":["https://openalex.org/I2699952"]}]},{"author_position":"middle","author":{"id":null,"display_name":"Escovedo, Tatiana","orcid":"https://orcid.org/0000-0002-7130-4330"},"institutions":[{"id":"https://openalex.org/I2699952","display_name":"Pontifical Catholic University of Rio de Janeiro","ror":"https://ror.org/01dg47b60","country_code":"BR","type":"education","lineage":["https://openalex.org/I2699952"]}],"countries":["BR"],"is_corresponding":false,"raw_author_name":"Escovedo, Tatiana","raw_affiliation_strings":["PUC-Rio"],"affiliations":[{"raw_affiliation_string":"PUC-Rio","institution_ids":["https://openalex.org/I2699952"]}]},{"author_position":"last","author":{"id":null,"display_name":"Lopes, Helio","orcid":"https://orcid.org/0000-0003-4584-1455"},"institutions":[{"id":"https://openalex.org/I2699952","display_name":"Pontifical Catholic University of Rio de Janeiro","ror":"https://ror.org/01dg47b60","country_code":"BR","type":"education","lineage":["https://openalex.org/I2699952"]}],"countries":["BR"],"is_corresponding":false,"raw_author_name":"Lopes, Helio","raw_affiliation_strings":["PUC-Rio"],"affiliations":[{"raw_affiliation_string":"PUC-Rio","institution_ids":["https://openalex.org/I2699952"]}]}],"institutions":[],"countries_distinct_count":2,"institutions_distinct_count":7,"corresponding_author_ids":[],"corresponding_institution_ids":["https://openalex.org/I2699952"],"apc_list":null,"apc_paid":null,"fwci":null,"has_fulltext":false,"cited_by_count":1,"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":true,"primary_topic":null,"topics":[],"keywords":[{"id":"https://openalex.org/keywords/requirements-analysis","display_name":"Requirements analysis","score":0.5317999720573425},{"id":"https://openalex.org/keywords/relevance","display_name":"Relevance (law)","score":0.5162000060081482},{"id":"https://openalex.org/keywords/coding","display_name":"Coding (social sciences)","score":0.45829999446868896},{"id":"https://openalex.org/keywords/population","display_name":"Population","score":0.45649999380111694},{"id":"https://openalex.org/keywords/system-lifecycle","display_name":"System lifecycle","score":0.4453999996185303},{"id":"https://openalex.org/keywords/data-collection","display_name":"Data collection","score":0.3743000030517578},{"id":"https://openalex.org/keywords/requirements-engineering","display_name":"Requirements engineering","score":0.34929999709129333}],"concepts":[{"id":"https://openalex.org/C127413603","wikidata":"https://www.wikidata.org/wiki/Q11023","display_name":"Engineering","level":0,"score":0.5425000190734863},{"id":"https://openalex.org/C59488412","wikidata":"https://www.wikidata.org/wiki/Q187147","display_name":"Requirements analysis","level":3,"score":0.5317999720573425},{"id":"https://openalex.org/C158154518","wikidata":"https://www.wikidata.org/wiki/Q7310970","display_name":"Relevance (law)","level":2,"score":0.5162000060081482},{"id":"https://openalex.org/C179518139","wikidata":"https://www.wikidata.org/wiki/Q5140297","display_name":"Coding (social sciences)","level":2,"score":0.45829999446868896},{"id":"https://openalex.org/C2908647359","wikidata":"https://www.wikidata.org/wiki/Q2625603","display_name":"Population","level":2,"score":0.45649999380111694},{"id":"https://openalex.org/C35280785","wikidata":"https://www.wikidata.org/wiki/Q559486","display_name":"System lifecycle","level":4,"score":0.4453999996185303},{"id":"https://openalex.org/C201995342","wikidata":"https://www.wikidata.org/wiki/Q682496","display_name":"Systems engineering","level":1,"score":0.38830000162124634},{"id":"https://openalex.org/C133462117","wikidata":"https://www.wikidata.org/wiki/Q4929239","display_name":"Data collection","level":2,"score":0.3743000030517578},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.36090001463890076},{"id":"https://openalex.org/C6604083","wikidata":"https://www.wikidata.org/wiki/Q376937","display_name":"Requirements engineering","level":3,"score":0.34929999709129333},{"id":"https://openalex.org/C115903868","wikidata":"https://www.wikidata.org/wiki/Q80993","display_name":"Software engineering","level":1,"score":0.34779998660087585},{"id":"https://openalex.org/C146357865","wikidata":"https://www.wikidata.org/wiki/Q1123245","display_name":"Stage (stratigraphy)","level":2,"score":0.3384999930858612},{"id":"https://openalex.org/C135475081","wikidata":"https://www.wikidata.org/wiki/Q774228","display_name":"Requirement","level":4,"score":0.3043999969959259},{"id":"https://openalex.org/C143267671","wikidata":"https://www.wikidata.org/wiki/Q7901856","display_name":"User requirements document","level":2,"score":0.3034999966621399},{"id":"https://openalex.org/C2777267654","wikidata":"https://www.wikidata.org/wiki/Q3519023","display_name":"Test (biology)","level":2,"score":0.29789999127388},{"id":"https://openalex.org/C3018587665","wikidata":"https://www.wikidata.org/wiki/Q7268696","display_name":"Qualitative analysis","level":3,"score":0.2872999906539917},{"id":"https://openalex.org/C110354214","wikidata":"https://www.wikidata.org/wiki/Q6314146","display_name":"Engineering management","level":1,"score":0.28529998660087585},{"id":"https://openalex.org/C7465953","wikidata":"https://www.wikidata.org/wiki/Q1572577","display_name":"Product life-cycle management","level":2,"score":0.26510000228881836},{"id":"https://openalex.org/C120617098","wikidata":"https://www.wikidata.org/wiki/Q559486","display_name":"Systems development life cycle","level":5,"score":0.2632000148296356}],"mesh":[],"locations_count":1,"locations":[{"id":"doi:10.5281/zenodo.11000344","is_oa":true,"landing_page_url":"https://doi.org/10.5281/zenodo.11000344","pdf_url":null,"source":{"id":"https://openalex.org/S4306400562","display_name":"Zenodo (CERN European Organization for Nuclear Research)","issn_l":null,"issn":null,"is_oa":true,"is_in_doaj":false,"is_core":false,"host_organization":"https://openalex.org/I67311998","host_organization_name":"European Organization for Nuclear Research","host_organization_lineage":["https://openalex.org/I67311998"],"host_organization_lineage_names":[],"type":"repository"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":null,"is_accepted":false,"is_published":null,"raw_source_name":null,"raw_type":"article"}],"best_oa_location":{"id":"doi:10.5281/zenodo.11000344","is_oa":true,"landing_page_url":"https://doi.org/10.5281/zenodo.11000344","pdf_url":null,"source":{"id":"https://openalex.org/S4306400562","display_name":"Zenodo (CERN European Organization for Nuclear Research)","issn_l":null,"issn":null,"is_oa":true,"is_in_doaj":false,"is_core":false,"host_organization":"https://openalex.org/I67311998","host_organization_name":"European Organization for Nuclear Research","host_organization_lineage":["https://openalex.org/I67311998"],"host_organization_lineage_names":[],"type":"repository"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":null,"is_accepted":false,"is_published":false,"raw_source_name":null,"raw_type":"article"},"sustainable_development_goals":[{"score":0.5360027551651001,"display_name":"Responsible consumption and production","id":"https://metadata.un.org/sdg/12"}],"awards":[],"funders":[],"has_content":{"pdf":false,"grobid_xml":false},"content_urls":null,"referenced_works_count":0,"referenced_works":[],"related_works":[],"abstract_inverted_index":{"This":[0],"ZIP":[1],"contains":[2],"the":[3,10,27],"current":[4],"data":[5,32],"and":[6,41,62,75,78,93],"artifacts":[7],"produced":[8],"for":[9,17,39,45],"paper":[11],"'Industrial":[12],"Practices":[13],"of":[14,80],"Requirements":[15],"Engineering":[16],"ML-Enabled":[18],"Systems":[19],"in":[20],"Brazil'.":[21],"We":[22],"make":[23],"available:":[24],"File":[25],"containing":[26],"survey":[28],"used":[29,38,57],"(Survey.pdf);":[30],"The":[31,89],"collected":[33],"from":[34],"it":[35],"(Notebooks\\data\\main_data.csv);":[36],"Spreadsheets":[37],"axial":[40],"open":[42],"coding":[43],"procedures":[44],"each":[46,81],"ML":[47,53,82],"life":[48,83],"cycle":[49,84],"stage":[50,85],"(Notebooks\\data\\Problems":[51],"on":[52],"Stages);":[54,88],"Jupyter":[55,68],"Notebooks":[56,69],"to":[58,91],"build":[59],"our":[60,95],"quantitative":[61],"qualitative":[63],"analyses":[64],"(Notebooks\\Research":[65],"Questions);":[66],"Complementary":[67],"regarding":[70],"Study":[71],"Population":[72],"(Notebooks\\Study":[73],"Population)":[74],"perceived":[76],"difficulty":[77],"relevance":[79],"(Notebooks\\ML":[86],"Lifecycle":[87],"instructions":[90],"execute":[92],"test":[94],"resources":[96],"(README.md)":[97]},"counts_by_year":[{"year":2024,"cited_by_count":1}],"updated_date":"2025-11-06T06:51:31.235846","created_date":"2025-10-10T00:00:00"}
