{"id":"https://openalex.org/W4367333341","doi":"https://doi.org/10.1007/978-3-031-31726-2_3","title":"Does Active Learning Reduce Human Coding?: A Systematic Comparison of Neural Network with nCoder","display_name":"Does Active Learning Reduce Human Coding?: A Systematic Comparison of Neural Network with nCoder","publication_year":2023,"publication_date":"2023-01-01","ids":{"openalex":"https://openalex.org/W4367333341","doi":"https://doi.org/10.1007/978-3-031-31726-2_3"},"language":"en","primary_location":{"id":"doi:10.1007/978-3-031-31726-2_3","is_oa":false,"landing_page_url":"https://doi.org/10.1007/978-3-031-31726-2_3","pdf_url":null,"source":{"id":"https://openalex.org/S2764900261","display_name":"Communications in computer and information science","issn_l":"1865-0929","issn":["1865-0929","1865-0937"],"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":"book series"},"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Communications in Computer and Information Science","raw_type":"book-chapter"},"type":"book-chapter","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/A5044255664","display_name":"Jaeyoon Choi","orcid":null},"institutions":[{"id":"https://openalex.org/I135310074","display_name":"University of Wisconsin\u2013Madison","ror":"https://ror.org/01y2jtd41","country_code":"US","type":"education","lineage":["https://openalex.org/I135310074"]}],"countries":["US"],"is_corresponding":true,"raw_author_name":"Jaeyoon Choi","raw_affiliation_strings":["University of Wisconsin-Madison, Madison, WI, 53706, USA"],"raw_orcid":"https://orcid.org/0000-0002-8893-7898","affiliations":[{"raw_affiliation_string":"University of Wisconsin-Madison, Madison, WI, 53706, USA","institution_ids":["https://openalex.org/I135310074"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5065446765","display_name":"A. R. Ruis","orcid":"https://orcid.org/0000-0003-1382-4677"},"institutions":[{"id":"https://openalex.org/I135310074","display_name":"University of Wisconsin\u2013Madison","ror":"https://ror.org/01y2jtd41","country_code":"US","type":"education","lineage":["https://openalex.org/I135310074"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"Andrew R. Ruis","raw_affiliation_strings":["University of Wisconsin-Madison, Madison, WI, 53706, USA"],"raw_orcid":"https://orcid.org/0000-0003-1382-4677","affiliations":[{"raw_affiliation_string":"University of Wisconsin-Madison, Madison, WI, 53706, USA","institution_ids":["https://openalex.org/I135310074"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5101651345","display_name":"Zhiqiang Cai","orcid":"https://orcid.org/0000-0002-2107-3378"},"institutions":[{"id":"https://openalex.org/I135310074","display_name":"University of Wisconsin\u2013Madison","ror":"https://ror.org/01y2jtd41","country_code":"US","type":"education","lineage":["https://openalex.org/I135310074"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"Zhiqiang Cai","raw_affiliation_strings":["University of Wisconsin-Madison, Madison, WI, 53706, USA"],"raw_orcid":"https://orcid.org/0000-0002-2107-3378","affiliations":[{"raw_affiliation_string":"University of Wisconsin-Madison, Madison, WI, 53706, USA","institution_ids":["https://openalex.org/I135310074"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5061166172","display_name":"Brendan Eagan","orcid":"https://orcid.org/0000-0002-9189-1747"},"institutions":[{"id":"https://openalex.org/I135310074","display_name":"University of Wisconsin\u2013Madison","ror":"https://ror.org/01y2jtd41","country_code":"US","type":"education","lineage":["https://openalex.org/I135310074"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"Brendan Eagan","raw_affiliation_strings":["University of Wisconsin-Madison, Madison, WI, 53706, USA"],"raw_orcid":"https://orcid.org/0000-0002-9189-1747","affiliations":[{"raw_affiliation_string":"University of Wisconsin-Madison, Madison, WI, 53706, USA","institution_ids":["https://openalex.org/I135310074"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5043097802","display_name":"David Williamson Shaffer","orcid":"https://orcid.org/0000-0001-9613-5740"},"institutions":[{"id":"https://openalex.org/I135310074","display_name":"University of Wisconsin\u2013Madison","ror":"https://ror.org/01y2jtd41","country_code":"US","type":"education","lineage":["https://openalex.org/I135310074"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"David Williamson Shaffer","raw_affiliation_strings":["University of Wisconsin-Madison, Madison, WI, 53706, USA"],"raw_orcid":"https://orcid.org/0000-0001-9613-5740","affiliations":[{"raw_affiliation_string":"University of Wisconsin-Madison, Madison, WI, 53706, USA","institution_ids":["https://openalex.org/I135310074"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":5,"corresponding_author_ids":["https://openalex.org/A5044255664"],"corresponding_institution_ids":["https://openalex.org/I135310074"],"apc_list":null,"apc_paid":null,"fwci":4.1619,"has_fulltext":false,"cited_by_count":8,"citation_normalized_percentile":{"value":0.94729087,"is_in_top_1_percent":false,"is_in_top_10_percent":true},"cited_by_percentile_year":{"min":94,"max":98},"biblio":{"volume":null,"issue":null,"first_page":"30","last_page":"42"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T12072","display_name":"Machine Learning and Algorithms","score":0.9228000044822693,"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"}},"topics":[{"id":"https://openalex.org/T12072","display_name":"Machine Learning and Algorithms","score":0.9228000044822693,"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/T10320","display_name":"Neural Networks and Applications","score":0.9205999970436096,"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/T12535","display_name":"Machine Learning and Data Classification","score":0.9175000190734863,"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/computer-science","display_name":"Computer science","score":0.782139003276825},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.6727086901664734},{"id":"https://openalex.org/keywords/machine-learning","display_name":"Machine learning","score":0.640826404094696},{"id":"https://openalex.org/keywords/artificial-neural-network","display_name":"Artificial neural network","score":0.6363954544067383},{"id":"https://openalex.org/keywords/classifier","display_name":"Classifier (UML)","score":0.5886542797088623},{"id":"https://openalex.org/keywords/coding","display_name":"Coding (social sciences)","score":0.5503597855567932},{"id":"https://openalex.org/keywords/predictive-coding","display_name":"Predictive coding","score":0.48870065808296204},{"id":"https://openalex.org/keywords/training-set","display_name":"Training set","score":0.474327027797699},{"id":"https://openalex.org/keywords/deep-neural-networks","display_name":"Deep neural networks","score":0.451579213142395},{"id":"https://openalex.org/keywords/supervised-learning","display_name":"Supervised learning","score":0.4288696050643921},{"id":"https://openalex.org/keywords/mathematics","display_name":"Mathematics","score":0.07095333933830261}],"concepts":[{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.782139003276825},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.6727086901664734},{"id":"https://openalex.org/C119857082","wikidata":"https://www.wikidata.org/wiki/Q2539","display_name":"Machine learning","level":1,"score":0.640826404094696},{"id":"https://openalex.org/C50644808","wikidata":"https://www.wikidata.org/wiki/Q192776","display_name":"Artificial neural network","level":2,"score":0.6363954544067383},{"id":"https://openalex.org/C95623464","wikidata":"https://www.wikidata.org/wiki/Q1096149","display_name":"Classifier (UML)","level":2,"score":0.5886542797088623},{"id":"https://openalex.org/C179518139","wikidata":"https://www.wikidata.org/wiki/Q5140297","display_name":"Coding (social sciences)","level":2,"score":0.5503597855567932},{"id":"https://openalex.org/C2778061373","wikidata":"https://www.wikidata.org/wiki/Q1315146","display_name":"Predictive coding","level":3,"score":0.48870065808296204},{"id":"https://openalex.org/C51632099","wikidata":"https://www.wikidata.org/wiki/Q3985153","display_name":"Training set","level":2,"score":0.474327027797699},{"id":"https://openalex.org/C2984842247","wikidata":"https://www.wikidata.org/wiki/Q197536","display_name":"Deep neural networks","level":3,"score":0.451579213142395},{"id":"https://openalex.org/C136389625","wikidata":"https://www.wikidata.org/wiki/Q334384","display_name":"Supervised learning","level":3,"score":0.4288696050643921},{"id":"https://openalex.org/C33923547","wikidata":"https://www.wikidata.org/wiki/Q395","display_name":"Mathematics","level":0,"score":0.07095333933830261},{"id":"https://openalex.org/C105795698","wikidata":"https://www.wikidata.org/wiki/Q12483","display_name":"Statistics","level":1,"score":0.0}],"mesh":[],"locations_count":1,"locations":[{"id":"doi:10.1007/978-3-031-31726-2_3","is_oa":false,"landing_page_url":"https://doi.org/10.1007/978-3-031-31726-2_3","pdf_url":null,"source":{"id":"https://openalex.org/S2764900261","display_name":"Communications in computer and information science","issn_l":"1865-0929","issn":["1865-0929","1865-0937"],"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":"book series"},"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Communications in Computer and Information Science","raw_type":"book-chapter"}],"best_oa_location":null,"sustainable_development_goals":[{"score":0.800000011920929,"id":"https://metadata.un.org/sdg/4","display_name":"Quality Education"}],"awards":[],"funders":[],"has_content":{"pdf":false,"grobid_xml":false},"content_urls":null,"referenced_works_count":16,"referenced_works":["https://openalex.org/W2042665141","https://openalex.org/W2127499922","https://openalex.org/W2145584390","https://openalex.org/W2486569932","https://openalex.org/W2505990019","https://openalex.org/W2891166615","https://openalex.org/W2898339904","https://openalex.org/W2944162469","https://openalex.org/W2951611748","https://openalex.org/W2962686197","https://openalex.org/W2979983855","https://openalex.org/W3126087996","https://openalex.org/W3126260890","https://openalex.org/W3128886963","https://openalex.org/W3128957660","https://openalex.org/W4285782966"],"related_works":["https://openalex.org/W2981877337","https://openalex.org/W3203938600","https://openalex.org/W4286910063","https://openalex.org/W2163707935","https://openalex.org/W83146503","https://openalex.org/W202723009","https://openalex.org/W2145955964","https://openalex.org/W2188612292","https://openalex.org/W4206462905","https://openalex.org/W3000197790"],"abstract_inverted_index":null,"counts_by_year":[{"year":2025,"cited_by_count":2},{"year":2024,"cited_by_count":2},{"year":2023,"cited_by_count":4}],"updated_date":"2025-11-06T03:46:38.306776","created_date":"2025-10-10T00:00:00"}
