{"id":"https://openalex.org/W4412613958","doi":"https://doi.org/10.1007/s10664-025-10692-4","title":"Comprehensive predictive analytics for collaborators\u2019 answers, code quality, and dropout: stack overflow case study","display_name":"Comprehensive predictive analytics for collaborators\u2019 answers, code quality, and dropout: stack overflow case study","publication_year":2025,"publication_date":"2025-07-23","ids":{"openalex":"https://openalex.org/W4412613958","doi":"https://doi.org/10.1007/s10664-025-10692-4"},"language":"en","primary_location":{"id":"doi:10.1007/s10664-025-10692-4","is_oa":false,"landing_page_url":"https://doi.org/10.1007/s10664-025-10692-4","pdf_url":null,"source":{"id":"https://openalex.org/S109852484","display_name":"Empirical Software Engineering","issn_l":"1382-3256","issn":["1382-3256","1573-7616"],"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":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Empirical Software Engineering","raw_type":"journal-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/A5059887215","display_name":"Elijah Zolduoarrati","orcid":"https://orcid.org/0000-0001-6975-2890"},"institutions":[{"id":"https://openalex.org/I80281795","display_name":"University of Otago","ror":"https://ror.org/01jmxt844","country_code":"NZ","type":"education","lineage":["https://openalex.org/I80281795"]}],"countries":["NZ"],"is_corresponding":true,"raw_author_name":"Elijah Zolduoarrati","raw_affiliation_strings":["Department of Information Science, University of Otago, Dunedin, New Zealand"],"raw_orcid":"https://orcid.org/0000-0001-6975-2890","affiliations":[{"raw_affiliation_string":"Department of Information Science, University of Otago, Dunedin, New Zealand","institution_ids":["https://openalex.org/I80281795"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5011391821","display_name":"Sherlock A. Licorish","orcid":"https://orcid.org/0000-0001-7318-2421"},"institutions":[{"id":"https://openalex.org/I80281795","display_name":"University of Otago","ror":"https://ror.org/01jmxt844","country_code":"NZ","type":"education","lineage":["https://openalex.org/I80281795"]}],"countries":["NZ"],"is_corresponding":false,"raw_author_name":"Sherlock A. Licorish","raw_affiliation_strings":["Department of Information Science, University of Otago, Dunedin, New Zealand"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Department of Information Science, University of Otago, Dunedin, New Zealand","institution_ids":["https://openalex.org/I80281795"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5075963364","display_name":"Nigel Stanger","orcid":"https://orcid.org/0000-0003-3450-7443"},"institutions":[{"id":"https://openalex.org/I80281795","display_name":"University of Otago","ror":"https://ror.org/01jmxt844","country_code":"NZ","type":"education","lineage":["https://openalex.org/I80281795"]}],"countries":["NZ"],"is_corresponding":false,"raw_author_name":"Nigel Stanger","raw_affiliation_strings":["Department of Information Science, University of Otago, Dunedin, New Zealand"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Department of Information Science, University of Otago, Dunedin, New Zealand","institution_ids":["https://openalex.org/I80281795"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":1,"corresponding_author_ids":["https://openalex.org/A5059887215"],"corresponding_institution_ids":["https://openalex.org/I80281795"],"apc_list":{"value":2890,"currency":"USD","value_usd":2890},"apc_paid":null,"fwci":0.0,"has_fulltext":false,"cited_by_count":0,"citation_normalized_percentile":{"value":0.25399437,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":null,"biblio":{"volume":"30","issue":"5","first_page":null,"last_page":null},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T13274","display_name":"Expert finding and Q&A systems","score":0.9995999932289124,"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"}},"topics":[{"id":"https://openalex.org/T13274","display_name":"Expert finding and Q&A systems","score":0.9995999932289124,"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/T11704","display_name":"Mobile Crowdsensing and Crowdsourcing","score":0.9922999739646912,"subfield":{"id":"https://openalex.org/subfields/1706","display_name":"Computer Science Applications"},"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/T10028","display_name":"Topic Modeling","score":0.9869999885559082,"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"}}],"keywords":[{"id":"https://openalex.org/keywords/dropout","display_name":"Dropout (neural networks)","score":0.7478162050247192},{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.6306873559951782},{"id":"https://openalex.org/keywords/stack","display_name":"Stack (abstract data type)","score":0.6222743988037109},{"id":"https://openalex.org/keywords/analytics","display_name":"Analytics","score":0.6078689098358154},{"id":"https://openalex.org/keywords/predictive-analytics","display_name":"Predictive analytics","score":0.5450577735900879},{"id":"https://openalex.org/keywords/code","display_name":"Code (set theory)","score":0.46096181869506836},{"id":"https://openalex.org/keywords/data-science","display_name":"Data science","score":0.45156362652778625},{"id":"https://openalex.org/keywords/quality","display_name":"Quality (philosophy)","score":0.43612056970596313},{"id":"https://openalex.org/keywords/machine-learning","display_name":"Machine learning","score":0.2622317671775818},{"id":"https://openalex.org/keywords/programming-language","display_name":"Programming language","score":0.1602325141429901}],"concepts":[{"id":"https://openalex.org/C2776145597","wikidata":"https://www.wikidata.org/wiki/Q25339462","display_name":"Dropout (neural networks)","level":2,"score":0.7478162050247192},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.6306873559951782},{"id":"https://openalex.org/C9395851","wikidata":"https://www.wikidata.org/wiki/Q177929","display_name":"Stack (abstract data type)","level":2,"score":0.6222743988037109},{"id":"https://openalex.org/C79158427","wikidata":"https://www.wikidata.org/wiki/Q485396","display_name":"Analytics","level":2,"score":0.6078689098358154},{"id":"https://openalex.org/C83209312","wikidata":"https://www.wikidata.org/wiki/Q1053367","display_name":"Predictive analytics","level":2,"score":0.5450577735900879},{"id":"https://openalex.org/C2776760102","wikidata":"https://www.wikidata.org/wiki/Q5139990","display_name":"Code (set theory)","level":3,"score":0.46096181869506836},{"id":"https://openalex.org/C2522767166","wikidata":"https://www.wikidata.org/wiki/Q2374463","display_name":"Data science","level":1,"score":0.45156362652778625},{"id":"https://openalex.org/C2779530757","wikidata":"https://www.wikidata.org/wiki/Q1207505","display_name":"Quality (philosophy)","level":2,"score":0.43612056970596313},{"id":"https://openalex.org/C119857082","wikidata":"https://www.wikidata.org/wiki/Q2539","display_name":"Machine learning","level":1,"score":0.2622317671775818},{"id":"https://openalex.org/C199360897","wikidata":"https://www.wikidata.org/wiki/Q9143","display_name":"Programming language","level":1,"score":0.1602325141429901},{"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/C138885662","wikidata":"https://www.wikidata.org/wiki/Q5891","display_name":"Philosophy","level":0,"score":0.0},{"id":"https://openalex.org/C111472728","wikidata":"https://www.wikidata.org/wiki/Q9471","display_name":"Epistemology","level":1,"score":0.0}],"mesh":[],"locations_count":1,"locations":[{"id":"doi:10.1007/s10664-025-10692-4","is_oa":false,"landing_page_url":"https://doi.org/10.1007/s10664-025-10692-4","pdf_url":null,"source":{"id":"https://openalex.org/S109852484","display_name":"Empirical Software Engineering","issn_l":"1382-3256","issn":["1382-3256","1573-7616"],"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":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Empirical Software Engineering","raw_type":"journal-article"}],"best_oa_location":null,"sustainable_development_goals":[],"awards":[],"funders":[],"has_content":{"pdf":false,"grobid_xml":false},"content_urls":null,"referenced_works_count":165,"referenced_works":["https://openalex.org/W31519675","https://openalex.org/W1777226941","https://openalex.org/W1964632160","https://openalex.org/W1966447062","https://openalex.org/W1967903496","https://openalex.org/W1974311367","https://openalex.org/W1994059850","https://openalex.org/W2016402392","https://openalex.org/W2037265949","https://openalex.org/W2037314599","https://openalex.org/W2040726420","https://openalex.org/W2056894403","https://openalex.org/W2057415299","https://openalex.org/W2057657600","https://openalex.org/W2059228917","https://openalex.org/W2088326991","https://openalex.org/W2093009585","https://openalex.org/W2095704239","https://openalex.org/W2102114894","https://openalex.org/W2103277132","https://openalex.org/W2122825543","https://openalex.org/W2134406267","https://openalex.org/W2136158063","https://openalex.org/W2145862305","https://openalex.org/W2161920802","https://openalex.org/W2165717273","https://openalex.org/W2170045560","https://openalex.org/W2184061389","https://openalex.org/W2193899264","https://openalex.org/W2197753807","https://openalex.org/W2203366176","https://openalex.org/W2216680210","https://openalex.org/W2261488057","https://openalex.org/W2293638506","https://openalex.org/W2295690276","https://openalex.org/W2312383716","https://openalex.org/W2329515581","https://openalex.org/W2335783870","https://openalex.org/W2342792048","https://openalex.org/W2342901387","https://openalex.org/W2401290433","https://openalex.org/W2405637012","https://openalex.org/W2473178196","https://openalex.org/W2496114304","https://openalex.org/W2500060407","https://openalex.org/W2562524868","https://openalex.org/W2620829832","https://openalex.org/W2621507218","https://openalex.org/W2626017178","https://openalex.org/W2759903677","https://openalex.org/W2766900003","https://openalex.org/W2795368212","https://openalex.org/W2800943703","https://openalex.org/W2885057386","https://openalex.org/W2890708415","https://openalex.org/W2897316866","https://openalex.org/W2899545466","https://openalex.org/W2922716635","https://openalex.org/W2937374610","https://openalex.org/W2942002031","https://openalex.org/W2946763628","https://openalex.org/W2949676527","https://openalex.org/W2965373594","https://openalex.org/W2966112319","https://openalex.org/W2980708516","https://openalex.org/W2990198009","https://openalex.org/W3002549948","https://openalex.org/W3013437827","https://openalex.org/W3023116132","https://openalex.org/W3027408461","https://openalex.org/W3034503357","https://openalex.org/W3036573352","https://openalex.org/W3040901374","https://openalex.org/W3046517298","https://openalex.org/W3047496417","https://openalex.org/W3081912112","https://openalex.org/W3083593400","https://openalex.org/W3092248103","https://openalex.org/W3096160408","https://openalex.org/W3097170121","https://openalex.org/W3098605233","https://openalex.org/W3105711352","https://openalex.org/W3111140248","https://openalex.org/W3115208054","https://openalex.org/W3121678941","https://openalex.org/W3128376221","https://openalex.org/W3135544356","https://openalex.org/W3136874626","https://openalex.org/W3138095899","https://openalex.org/W3158776408","https://openalex.org/W3159926663","https://openalex.org/W3161224560","https://openalex.org/W3174220201","https://openalex.org/W3175187130","https://openalex.org/W3175387705","https://openalex.org/W3192231545","https://openalex.org/W3201849546","https://openalex.org/W3208213519","https://openalex.org/W3213321795","https://openalex.org/W3214422142","https://openalex.org/W3217001695","https://openalex.org/W3217656104","https://openalex.org/W4200492042","https://openalex.org/W4200627848","https://openalex.org/W4205886139","https://openalex.org/W4210327430","https://openalex.org/W4221064989","https://openalex.org/W4221159558","https://openalex.org/W4224232948","https://openalex.org/W4225771429","https://openalex.org/W4226214462","https://openalex.org/W4226268452","https://openalex.org/W4230998791","https://openalex.org/W4234964001","https://openalex.org/W4240066335","https://openalex.org/W4280500988","https://openalex.org/W4280562623","https://openalex.org/W4280593525","https://openalex.org/W4283522586","https://openalex.org/W4283660410","https://openalex.org/W4286530321","https://openalex.org/W4289293306","https://openalex.org/W4290058058","https://openalex.org/W4292716489","https://openalex.org/W4295095676","https://openalex.org/W4300862292","https://openalex.org/W4306880617","https://openalex.org/W4312193761","https://openalex.org/W4313012368","https://openalex.org/W4316469706","https://openalex.org/W4316657816","https://openalex.org/W4323825490","https://openalex.org/W4323852252","https://openalex.org/W4361865856","https://openalex.org/W4362515116","https://openalex.org/W4364381145","https://openalex.org/W4376139181","https://openalex.org/W4381304075","https://openalex.org/W4383102112","https://openalex.org/W4385484133","https://openalex.org/W4385521225","https://openalex.org/W4385602869","https://openalex.org/W4386089865","https://openalex.org/W4386281023","https://openalex.org/W4386456405","https://openalex.org/W4389145981","https://openalex.org/W4389250221","https://openalex.org/W4389438812","https://openalex.org/W4389486425","https://openalex.org/W4391004788","https://openalex.org/W4391318072","https://openalex.org/W4391855109","https://openalex.org/W4392077003","https://openalex.org/W4392817873","https://openalex.org/W4396832043","https://openalex.org/W4399489464","https://openalex.org/W4399782414","https://openalex.org/W4402321055","https://openalex.org/W4403159732","https://openalex.org/W4404785115","https://openalex.org/W4405993682","https://openalex.org/W4406039573","https://openalex.org/W4407317745","https://openalex.org/W6930844153","https://openalex.org/W6949575339"],"related_works":["https://openalex.org/W3122673936","https://openalex.org/W2570647323","https://openalex.org/W2206805568","https://openalex.org/W2076942471","https://openalex.org/W2863268765","https://openalex.org/W3027285423","https://openalex.org/W2896245927","https://openalex.org/W4205879366","https://openalex.org/W1961101704","https://openalex.org/W4254129905"],"abstract_inverted_index":null,"counts_by_year":[],"updated_date":"2026-07-23T08:03:31.855105","created_date":"2025-10-10T00:00:00"}
