{"id":"https://openalex.org/W4382363179","doi":"https://doi.org/10.1145/3589806.3600042","title":"A Siren Song of Open Source Reproducibility, Examples from Machine Learning","display_name":"A Siren Song of Open Source Reproducibility, Examples from Machine Learning","publication_year":2023,"publication_date":"2023-06-27","ids":{"openalex":"https://openalex.org/W4382363179","doi":"https://doi.org/10.1145/3589806.3600042"},"language":"en","primary_location":{"id":"doi:10.1145/3589806.3600042","is_oa":false,"landing_page_url":"https://doi.org/10.1145/3589806.3600042","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Proceedings of the 2023 ACM Conference on Reproducibility and Replicability","raw_type":"proceedings-article"},"type":"article","indexed_in":["crossref"],"open_access":{"is_oa":false,"oa_status":"closed","oa_url":null,"any_repository_has_fulltext":false},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5068036546","display_name":"Edward Raff","orcid":"https://orcid.org/0000-0002-9900-1972"},"institutions":[{"id":"https://openalex.org/I1322124587","display_name":"Booz Allen Hamilton (United States)","ror":"https://ror.org/051rcp357","country_code":"US","type":"company","lineage":["https://openalex.org/I1322124587"]},{"id":"https://openalex.org/I79272384","display_name":"University of Maryland, Baltimore County","ror":"https://ror.org/02qskvh78","country_code":"US","type":"education","lineage":["https://openalex.org/I79272384"]}],"countries":["US"],"is_corresponding":true,"raw_author_name":"Edward Raff","raw_affiliation_strings":["Booz Allen Hamilton, USA and Department of Computer Science and Electrical Engineering, University of Maryland, Baltimore County, USA"],"raw_orcid":"https://orcid.org/0000-0002-9900-1972","affiliations":[{"raw_affiliation_string":"Booz Allen Hamilton, USA and Department of Computer Science and Electrical Engineering, University of Maryland, Baltimore County, USA","institution_ids":["https://openalex.org/I1322124587","https://openalex.org/I79272384"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5018573642","display_name":"Andrew Farris","orcid":"https://orcid.org/0000-0003-2023-9636"},"institutions":[{"id":"https://openalex.org/I1322124587","display_name":"Booz Allen Hamilton (United States)","ror":"https://ror.org/051rcp357","country_code":"US","type":"company","lineage":["https://openalex.org/I1322124587"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"Andrew L. Farris","raw_affiliation_strings":["Booz Allen Hamilton, USA"],"raw_orcid":"https://orcid.org/0000-0003-2023-9636","affiliations":[{"raw_affiliation_string":"Booz Allen Hamilton, USA","institution_ids":["https://openalex.org/I1322124587"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":2,"corresponding_author_ids":["https://openalex.org/A5068036546"],"corresponding_institution_ids":["https://openalex.org/I1322124587","https://openalex.org/I79272384"],"apc_list":null,"apc_paid":null,"fwci":4.3141,"has_fulltext":false,"cited_by_count":8,"citation_normalized_percentile":{"value":0.9481433,"is_in_top_1_percent":false,"is_in_top_10_percent":true},"cited_by_percentile_year":{"min":90,"max":98},"biblio":{"volume":null,"issue":null,"first_page":"115","last_page":"120"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T11986","display_name":"Scientific Computing and Data Management","score":0.9986000061035156,"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":0.9986000061035156,"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/T12026","display_name":"Explainable Artificial Intelligence (XAI)","score":0.9945999979972839,"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"}},{"id":"https://openalex.org/T12859","display_name":"Cell Image Analysis Techniques","score":0.9733999967575073,"subfield":{"id":"https://openalex.org/subfields/1304","display_name":"Biophysics"},"field":{"id":"https://openalex.org/fields/13","display_name":"Biochemistry, Genetics and Molecular Biology"},"domain":{"id":"https://openalex.org/domains/1","display_name":"Life Sciences"}}],"keywords":[{"id":"https://openalex.org/keywords/code","display_name":"Code (set theory)","score":0.7027918696403503},{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.6923231482505798},{"id":"https://openalex.org/keywords/action","display_name":"Action (physics)","score":0.6129350066184998},{"id":"https://openalex.org/keywords/focus","display_name":"Focus (optics)","score":0.5709376931190491},{"id":"https://openalex.org/keywords/open-source","display_name":"Open source","score":0.500596284866333},{"id":"https://openalex.org/keywords/source-code","display_name":"Source code","score":0.47936421632766724},{"id":"https://openalex.org/keywords/open-research","display_name":"Open research","score":0.4661043584346771},{"id":"https://openalex.org/keywords/reproducibility","display_name":"Reproducibility","score":0.45216524600982666},{"id":"https://openalex.org/keywords/siren","display_name":"Siren (mythology)","score":0.42631879448890686},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.3769603967666626},{"id":"https://openalex.org/keywords/data-science","display_name":"Data science","score":0.3693084418773651},{"id":"https://openalex.org/keywords/epistemology","display_name":"Epistemology","score":0.21646186709403992},{"id":"https://openalex.org/keywords/programming-language","display_name":"Programming language","score":0.18601518869400024},{"id":"https://openalex.org/keywords/world-wide-web","display_name":"World Wide Web","score":0.14997994899749756},{"id":"https://openalex.org/keywords/software","display_name":"Software","score":0.08125236630439758},{"id":"https://openalex.org/keywords/history","display_name":"History","score":0.07072201371192932}],"concepts":[{"id":"https://openalex.org/C2776760102","wikidata":"https://www.wikidata.org/wiki/Q5139990","display_name":"Code (set theory)","level":3,"score":0.7027918696403503},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.6923231482505798},{"id":"https://openalex.org/C2780791683","wikidata":"https://www.wikidata.org/wiki/Q846785","display_name":"Action (physics)","level":2,"score":0.6129350066184998},{"id":"https://openalex.org/C192209626","wikidata":"https://www.wikidata.org/wiki/Q190909","display_name":"Focus (optics)","level":2,"score":0.5709376931190491},{"id":"https://openalex.org/C3018397939","wikidata":"https://www.wikidata.org/wiki/Q3644502","display_name":"Open source","level":3,"score":0.500596284866333},{"id":"https://openalex.org/C43126263","wikidata":"https://www.wikidata.org/wiki/Q128751","display_name":"Source code","level":2,"score":0.47936421632766724},{"id":"https://openalex.org/C2778464652","wikidata":"https://www.wikidata.org/wiki/Q309849","display_name":"Open research","level":2,"score":0.4661043584346771},{"id":"https://openalex.org/C9893847","wikidata":"https://www.wikidata.org/wiki/Q1425625","display_name":"Reproducibility","level":2,"score":0.45216524600982666},{"id":"https://openalex.org/C160844653","wikidata":"https://www.wikidata.org/wiki/Q150986","display_name":"Siren (mythology)","level":2,"score":0.42631879448890686},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.3769603967666626},{"id":"https://openalex.org/C2522767166","wikidata":"https://www.wikidata.org/wiki/Q2374463","display_name":"Data science","level":1,"score":0.3693084418773651},{"id":"https://openalex.org/C111472728","wikidata":"https://www.wikidata.org/wiki/Q9471","display_name":"Epistemology","level":1,"score":0.21646186709403992},{"id":"https://openalex.org/C199360897","wikidata":"https://www.wikidata.org/wiki/Q9143","display_name":"Programming language","level":1,"score":0.18601518869400024},{"id":"https://openalex.org/C136764020","wikidata":"https://www.wikidata.org/wiki/Q466","display_name":"World Wide Web","level":1,"score":0.14997994899749756},{"id":"https://openalex.org/C2777904410","wikidata":"https://www.wikidata.org/wiki/Q7397","display_name":"Software","level":2,"score":0.08125236630439758},{"id":"https://openalex.org/C95457728","wikidata":"https://www.wikidata.org/wiki/Q309","display_name":"History","level":0,"score":0.07072201371192932},{"id":"https://openalex.org/C120665830","wikidata":"https://www.wikidata.org/wiki/Q14620","display_name":"Optics","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/C62520636","wikidata":"https://www.wikidata.org/wiki/Q944","display_name":"Quantum mechanics","level":1,"score":0.0},{"id":"https://openalex.org/C74916050","wikidata":"https://www.wikidata.org/wiki/Q841090","display_name":"Classics","level":1,"score":0.0},{"id":"https://openalex.org/C177264268","wikidata":"https://www.wikidata.org/wiki/Q1514741","display_name":"Set (abstract data type)","level":2,"score":0.0},{"id":"https://openalex.org/C121332964","wikidata":"https://www.wikidata.org/wiki/Q413","display_name":"Physics","level":0,"score":0.0}],"mesh":[],"locations_count":1,"locations":[{"id":"doi:10.1145/3589806.3600042","is_oa":false,"landing_page_url":"https://doi.org/10.1145/3589806.3600042","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Proceedings of the 2023 ACM Conference on Reproducibility and Replicability","raw_type":"proceedings-article"}],"best_oa_location":null,"sustainable_development_goals":[{"display_name":"Gender equality","score":0.5400000214576721,"id":"https://metadata.un.org/sdg/5"}],"awards":[],"funders":[],"has_content":{"grobid_xml":false,"pdf":false},"content_urls":null,"referenced_works_count":31,"referenced_works":["https://openalex.org/W1583837637","https://openalex.org/W2020859734","https://openalex.org/W2022557060","https://openalex.org/W2044258775","https://openalex.org/W2051434435","https://openalex.org/W2090625011","https://openalex.org/W2103018059","https://openalex.org/W2103887425","https://openalex.org/W2106186687","https://openalex.org/W2110915073","https://openalex.org/W2132339004","https://openalex.org/W2142262899","https://openalex.org/W2150706391","https://openalex.org/W2155653793","https://openalex.org/W2161336914","https://openalex.org/W2789816182","https://openalex.org/W2897042519","https://openalex.org/W2908227887","https://openalex.org/W2912218663","https://openalex.org/W2963636167","https://openalex.org/W3035965352","https://openalex.org/W3099878876","https://openalex.org/W3100191342","https://openalex.org/W3100279624","https://openalex.org/W3111309488","https://openalex.org/W3117100945","https://openalex.org/W3122184684","https://openalex.org/W3173669456","https://openalex.org/W3177746823","https://openalex.org/W3212368439","https://openalex.org/W4223600664"],"related_works":["https://openalex.org/W2113128227","https://openalex.org/W632256878","https://openalex.org/W4211197663","https://openalex.org/W2491403535","https://openalex.org/W3123068371","https://openalex.org/W2479811461","https://openalex.org/W2104915799","https://openalex.org/W4311938462","https://openalex.org/W2355429491","https://openalex.org/W4292973309"],"abstract_inverted_index":{"As":[0],"reproducibility":[1],"becomes":[2],"a":[3,11,23,27,53,95],"greater":[4],"concern,":[5],"conferences":[6,100],"have":[7],"largely":[8],"converged":[9],"to":[10,16,22,62,89,104,117],"strategy":[12],"of":[13,30,55,66,97],"asking":[14],"reviewers":[15],"indicate":[17],"whether":[18,39],"code":[19,51,79,88],"was":[20],"attached":[21],"submission.":[24],"This":[25],"represents":[26],"broader":[28],"pattern":[29],"implementing":[31],"actions":[32,41,103],"based":[33],"on":[34,50,78],"presumed":[35],"ideals,":[36],"without":[37],"studying":[38],"those":[40],"will":[42],"produce":[43],"positive":[44],"results.":[45],"We":[46,109],"argue":[47,110],"that":[48,99,111],"focusing":[49],"as":[52],"means":[54],"reproduction":[56],"is":[57,94],"misguided":[58],"if":[59],"we":[60,74,84],"want":[61],"improve":[63],"the":[64],"state":[65],"reproducible":[67,119],"and":[68,106],"replicable":[69],"research.":[70],"In":[71],"this":[72,76],"study,":[73],"find":[75],"focus":[77],"may":[80],"be":[81,90],"harmful":[82],"\u2014":[83],"should":[85],"not":[86],"force":[87],"submitted.":[91],"Furthermore,":[92],"there":[93],"lack":[96],"evidence":[98],"take":[101,114],"effective":[102],"encourage":[105],"reward":[107],"reproducibility.":[108],"venues":[112],"must":[113],"more":[115],"action":[116],"advance":[118],"machine":[120],"learning":[121],"research":[122],"today.":[123]},"counts_by_year":[{"year":2025,"cited_by_count":1},{"year":2024,"cited_by_count":6},{"year":2023,"cited_by_count":1}],"updated_date":"2025-11-06T03:46:38.306776","created_date":"2025-10-10T00:00:00"}