{"id":"https://openalex.org/W7166052369","doi":"https://doi.org/10.1145/3815572.3815763","title":"Characterizing the Usefulness of Code Review Comments in Scientific Software for Software Quality and Scientific Rigor","display_name":"Characterizing the Usefulness of Code Review Comments in Scientific Software for Software Quality and Scientific Rigor","publication_year":2026,"publication_date":"2026-06-26","ids":{"openalex":"https://openalex.org/W7166052369","doi":"https://doi.org/10.1145/3815572.3815763"},"language":null,"primary_location":{"id":"doi:10.1145/3815572.3815763","is_oa":true,"landing_page_url":"https://doi.org/10.1145/3815572.3815763","pdf_url":null,"source":null,"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Proceedings of the Platform for Advanced Scientific Computing Conference","raw_type":"proceedings-article"},"type":"conference-paper","indexed_in":["arxiv","crossref"],"open_access":{"is_oa":true,"oa_status":"gold","oa_url":"https://doi.org/10.1145/3815572.3815763","any_repository_has_fulltext":true},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5102018707","display_name":"Sharif Ahmed","orcid":"https://orcid.org/0000-0003-3890-8682"},"institutions":[{"id":"https://openalex.org/I32038505","display_name":"University of Central Arkansas","ror":"https://ror.org/029bp0k25","country_code":"US","type":"education","lineage":["https://openalex.org/I32038505"]},{"id":"https://openalex.org/I4210152127","display_name":"Conway School of Landscape Design","ror":"https://ror.org/04q7y8a54","country_code":"US","type":"education","lineage":["https://openalex.org/I4210152127"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"Sharif Ahmed","raw_affiliation_strings":["University of Central Arkansas, Conway, USA"],"raw_orcid":"https://orcid.org/0000-0003-3890-8682","affiliations":[{"raw_affiliation_string":"University of Central Arkansas, Conway, USA","institution_ids":["https://openalex.org/I32038505","https://openalex.org/I4210152127"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5035948887","display_name":"Nasir U. Eisty","orcid":"https://orcid.org/0000-0001-5228-4664"},"institutions":[{"id":"https://openalex.org/I75027704","display_name":"University of Tennessee at Knoxville","ror":"https://ror.org/020f3ap87","country_code":"US","type":"education","lineage":["https://openalex.org/I75027704"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"Nasir U. Eisty","raw_affiliation_strings":["University of Tennessee, Knoxville, USA"],"raw_orcid":"https://orcid.org/0000-0001-5228-4664","affiliations":[{"raw_affiliation_string":"University of Tennessee, Knoxville, USA","institution_ids":["https://openalex.org/I75027704"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":3,"corresponding_author_ids":[],"corresponding_institution_ids":[],"apc_list":null,"apc_paid":null,"fwci":0.0,"has_fulltext":true,"cited_by_count":0,"citation_normalized_percentile":{"value":0.83622829,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":null,"biblio":{"volume":null,"issue":null,"first_page":"1","last_page":"12"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T11986","display_name":"Scientific Computing and Data Management","score":0.6764000058174133,"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":0.6764000058174133,"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/T10260","display_name":"Software Engineering Research","score":0.06459999829530716,"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/T10743","display_name":"Software Testing and Debugging Techniques","score":0.03720000013709068,"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"}}],"keywords":[{"id":"https://openalex.org/keywords/software-quality","display_name":"Software quality","score":0.48919999599456787},{"id":"https://openalex.org/keywords/software","display_name":"Software","score":0.4731000065803528},{"id":"https://openalex.org/keywords/code","display_name":"Code (set theory)","score":0.42980000376701355},{"id":"https://openalex.org/keywords/quality","display_name":"Quality (philosophy)","score":0.3822999894618988},{"id":"https://openalex.org/keywords/rigour","display_name":"Rigour","score":0.35749998688697815},{"id":"https://openalex.org/keywords/software-peer-review","display_name":"Software peer review","score":0.33889999985694885},{"id":"https://openalex.org/keywords/code-review","display_name":"Code review","score":0.3321000039577484},{"id":"https://openalex.org/keywords/software-construction","display_name":"Software construction","score":0.3321000039577484}],"concepts":[{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.6620000004768372},{"id":"https://openalex.org/C115903868","wikidata":"https://www.wikidata.org/wiki/Q80993","display_name":"Software engineering","level":1,"score":0.6037999987602234},{"id":"https://openalex.org/C117447612","wikidata":"https://www.wikidata.org/wiki/Q1412670","display_name":"Software quality","level":4,"score":0.48919999599456787},{"id":"https://openalex.org/C2777904410","wikidata":"https://www.wikidata.org/wiki/Q7397","display_name":"Software","level":2,"score":0.4731000065803528},{"id":"https://openalex.org/C2776760102","wikidata":"https://www.wikidata.org/wiki/Q5139990","display_name":"Code (set theory)","level":3,"score":0.42980000376701355},{"id":"https://openalex.org/C2779530757","wikidata":"https://www.wikidata.org/wiki/Q1207505","display_name":"Quality (philosophy)","level":2,"score":0.3822999894618988},{"id":"https://openalex.org/C71008984","wikidata":"https://www.wikidata.org/wiki/Q2890076","display_name":"Rigour","level":2,"score":0.35749998688697815},{"id":"https://openalex.org/C74579156","wikidata":"https://www.wikidata.org/wiki/Q7554342","display_name":"Software peer review","level":5,"score":0.33889999985694885},{"id":"https://openalex.org/C150292731","wikidata":"https://www.wikidata.org/wiki/Q1342704","display_name":"Code review","level":5,"score":0.3321000039577484},{"id":"https://openalex.org/C186846655","wikidata":"https://www.wikidata.org/wiki/Q3398377","display_name":"Software construction","level":4,"score":0.3321000039577484},{"id":"https://openalex.org/C137287247","wikidata":"https://www.wikidata.org/wiki/Q1329550","display_name":"Static program analysis","level":4,"score":0.31369999051094055},{"id":"https://openalex.org/C529173508","wikidata":"https://www.wikidata.org/wiki/Q638608","display_name":"Software development","level":3,"score":0.3003999888896942},{"id":"https://openalex.org/C2522767166","wikidata":"https://www.wikidata.org/wiki/Q2374463","display_name":"Data science","level":1,"score":0.2912999987602234},{"id":"https://openalex.org/C46110900","wikidata":"https://www.wikidata.org/wiki/Q11702993","display_name":"Software walkthrough","level":5,"score":0.2840000092983246},{"id":"https://openalex.org/C43126263","wikidata":"https://www.wikidata.org/wiki/Q128751","display_name":"Source code","level":2,"score":0.28200000524520874},{"id":"https://openalex.org/C48002344","wikidata":"https://www.wikidata.org/wiki/Q2919644","display_name":"Verification and validation","level":2,"score":0.2800999879837036},{"id":"https://openalex.org/C188329197","wikidata":"https://www.wikidata.org/wiki/Q6554613","display_name":"Software quality analyst","level":5,"score":0.2743000090122223},{"id":"https://openalex.org/C6586637","wikidata":"https://www.wikidata.org/wiki/Q7554372","display_name":"Software technical review","level":5,"score":0.2637999951839447},{"id":"https://openalex.org/C199360897","wikidata":"https://www.wikidata.org/wiki/Q9143","display_name":"Programming language","level":1,"score":0.2563000023365021},{"id":"https://openalex.org/C2781083858","wikidata":"https://www.wikidata.org/wiki/Q17327049","display_name":"Scientific literature","level":2,"score":0.2556000053882599},{"id":"https://openalex.org/C52913732","wikidata":"https://www.wikidata.org/wiki/Q857102","display_name":"Software design","level":4,"score":0.25119999051094055}],"mesh":[],"locations_count":2,"locations":[{"id":"doi:10.1145/3815572.3815763","is_oa":true,"landing_page_url":"https://doi.org/10.1145/3815572.3815763","pdf_url":null,"source":null,"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Proceedings of the Platform for Advanced Scientific Computing Conference","raw_type":"proceedings-article"},{"id":"pmh:oai:arXiv.org:2604.23832","is_oa":true,"landing_page_url":"https://arxiv.org/abs/2604.23832","pdf_url":"https://arxiv.org/pdf/2604.23832","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":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":null,"raw_type":"text"}],"best_oa_location":{"id":"doi:10.1145/3815572.3815763","is_oa":true,"landing_page_url":"https://doi.org/10.1145/3815572.3815763","pdf_url":null,"source":null,"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Proceedings of the Platform for Advanced Scientific Computing Conference","raw_type":"proceedings-article"},"sustainable_development_goals":[],"awards":[],"funders":[],"has_content":{"grobid_xml":false,"pdf":false},"content_urls":null,"referenced_works_count":21,"referenced_works":["https://openalex.org/W2031648200","https://openalex.org/W2122522916","https://openalex.org/W2125279207","https://openalex.org/W2348249338","https://openalex.org/W2413171555","https://openalex.org/W2493916176","https://openalex.org/W2533050749","https://openalex.org/W2724265843","https://openalex.org/W2767841318","https://openalex.org/W2883284975","https://openalex.org/W2963291843","https://openalex.org/W3022734214","https://openalex.org/W3139213909","https://openalex.org/W3203012838","https://openalex.org/W3208603894","https://openalex.org/W4250195981","https://openalex.org/W4299582617","https://openalex.org/W4299627282","https://openalex.org/W4401885823","https://openalex.org/W4407809720","https://openalex.org/W4417322274"],"related_works":[],"abstract_inverted_index":{"Context:":[0],"Innovation":[1],"thrives":[2],"on":[3,57,86,96,178],"scientific":[4,32,50],"software,":[5,22,180],"with":[6,76,142],"useful":[7,58,123,144,161],"code":[8,26],"review":[9,27],"feedback":[10,28],"enhancing":[11],"its":[12],"correctness":[13],"and":[14,20,79,89,184],"impact.":[15],"However,":[16],"unlike":[17],"general-purpose":[18,87,112,179],"commercial":[19,88],"open-source":[21,51,90],"the":[23,44,81,97,125,147,187],"usefulness":[24,45,98,176],"of":[25,46,99],"(CR":[29],"comment)":[30],"in":[31,49,102,111,157,162,186],"software":[33,52],"remains":[34],"largely":[35],"unstudied.":[36],"Objective":[37],":":[38],"This":[39],"paper":[40],"aims":[41],"to":[42],"characterize":[43],"CR":[47,59,74,91,100,119,130,155,174],"comment":[48],"(Sci-OSS),":[53],"leveraging":[54],"existing":[55],"research":[56,85,109,177],"comment.":[60],"Method:":[61],"To":[62],"achieve":[63],"this":[64],"objective,":[65],"we":[66],"mine":[67],"successful":[68],"Sci-OSS":[69,103,158,170,188],"from":[70,83,173],"GitHub,":[71],"analyze":[72],"their":[73],"comments":[75,101,120,131,156],"usefulness-related":[77],"features,":[78],"compare":[80],"findings":[82,172],"prior":[84,108],"comments.":[92],"Results:":[93],"The":[94],"investigation":[95,168],"confirms":[104],"many":[105],"characteristics":[106],"that":[107],"identified":[110],"software.":[113],"For":[114],"example,":[115],"subjective":[116],"or":[117],"negative":[118,134],"remain":[121],"not":[122,143,160],"for":[124],"Sci-OSS.":[126],"We":[127],"also":[128],"find":[129],"which":[132],"receive":[133],"emoji":[135],"reactions":[136],"have":[137],"a":[138],"very":[139],"small":[140],"correlation":[141],"comments,":[145],"whereas":[146],"positive":[148],"emojis":[149],"show":[150],"mixed":[151],"correlations.":[152],"Importantly,":[153],"6-33%":[154],"are":[159],"our":[163],"mined":[164],"repositories.":[165],"Conclusions:":[166],"Our":[167],"into":[169],"extends":[171],"comments'":[175],"benefiting":[181],"developers,":[182],"scientists,":[183],"researchers":[185],"community.":[189]},"counts_by_year":[],"updated_date":"2026-08-01T09:00:35.917206","created_date":"2026-06-27T00:00:00"}