{"id":"https://openalex.org/W3112239309","doi":"https://doi.org/10.1109/fie44824.2020.9273996","title":"Exploring the Relationship between SPOC Forum Behaviors and Learning Outcomes Based on Social Network Analysis","display_name":"Exploring the Relationship between SPOC Forum Behaviors and Learning Outcomes Based on Social Network Analysis","publication_year":2020,"publication_date":"2020-10-21","ids":{"openalex":"https://openalex.org/W3112239309","doi":"https://doi.org/10.1109/fie44824.2020.9273996","mag":"3112239309"},"language":"en","primary_location":{"id":"doi:10.1109/fie44824.2020.9273996","is_oa":false,"landing_page_url":"https://doi.org/10.1109/fie44824.2020.9273996","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"2020 IEEE Frontiers in Education Conference (FIE)","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/A5101545018","display_name":"Han Wan","orcid":"https://orcid.org/0000-0002-9238-451X"},"institutions":[{"id":"https://openalex.org/I82880672","display_name":"Beihang University","ror":"https://ror.org/00wk2mp56","country_code":"CN","type":"education","lineage":["https://openalex.org/I82880672"]}],"countries":["CN"],"is_corresponding":true,"raw_author_name":"Han Wan","raw_affiliation_strings":["School of Computer Science and Engineering, Beihang University, Beijing, China"],"affiliations":[{"raw_affiliation_string":"School of Computer Science and Engineering, Beihang University, Beijing, China","institution_ids":["https://openalex.org/I82880672"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5101730142","display_name":"Lina Tang","orcid":"https://orcid.org/0000-0002-7314-4027"},"institutions":[{"id":"https://openalex.org/I82880672","display_name":"Beihang University","ror":"https://ror.org/00wk2mp56","country_code":"CN","type":"education","lineage":["https://openalex.org/I82880672"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Lina Tang","raw_affiliation_strings":["School of Computer Science and Engineering, Beihang University, Beijing, China"],"affiliations":[{"raw_affiliation_string":"School of Computer Science and Engineering, Beihang University, Beijing, China","institution_ids":["https://openalex.org/I82880672"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5045078202","display_name":"Kangxu Liu","orcid":"https://orcid.org/0000-0003-1273-1778"},"institutions":[{"id":"https://openalex.org/I82880672","display_name":"Beihang University","ror":"https://ror.org/00wk2mp56","country_code":"CN","type":"education","lineage":["https://openalex.org/I82880672"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Kangxu Liu","raw_affiliation_strings":["School of Computer Science and Engineering, Beihang University, Beijing, China"],"affiliations":[{"raw_affiliation_string":"School of Computer Science and Engineering, Beihang University, Beijing, China","institution_ids":["https://openalex.org/I82880672"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5070810885","display_name":"Xiaopeng Gao","orcid":"https://orcid.org/0000-0003-3442-4373"},"institutions":[{"id":"https://openalex.org/I82880672","display_name":"Beihang University","ror":"https://ror.org/00wk2mp56","country_code":"CN","type":"education","lineage":["https://openalex.org/I82880672"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Xiaopeng Gao","raw_affiliation_strings":["School of Computer Science and Engineering, Beihang University, Beijing, China"],"affiliations":[{"raw_affiliation_string":"School of Computer Science and Engineering, Beihang University, Beijing, China","institution_ids":["https://openalex.org/I82880672"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":4,"corresponding_author_ids":["https://openalex.org/A5101545018"],"corresponding_institution_ids":["https://openalex.org/I82880672"],"apc_list":null,"apc_paid":null,"fwci":0.4914,"has_fulltext":false,"cited_by_count":3,"citation_normalized_percentile":{"value":0.74691535,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":{"min":91,"max":96},"biblio":{"volume":null,"issue":null,"first_page":"1","last_page":"5"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T11122","display_name":"Online Learning and Analytics","score":0.9993000030517578,"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"}},"topics":[{"id":"https://openalex.org/T11122","display_name":"Online Learning and Analytics","score":0.9993000030517578,"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/T13731","display_name":"Advanced Computing and Algorithms","score":0.9569000005722046,"subfield":{"id":"https://openalex.org/subfields/3322","display_name":"Urban Studies"},"field":{"id":"https://openalex.org/fields/33","display_name":"Social Sciences"},"domain":{"id":"https://openalex.org/domains/2","display_name":"Social Sciences"}},{"id":"https://openalex.org/T10162","display_name":"Online and Blended Learning","score":0.9520000219345093,"subfield":{"id":"https://openalex.org/subfields/3304","display_name":"Education"},"field":{"id":"https://openalex.org/fields/33","display_name":"Social Sciences"},"domain":{"id":"https://openalex.org/domains/2","display_name":"Social Sciences"}}],"keywords":[{"id":"https://openalex.org/keywords/centrality","display_name":"Centrality","score":0.7585413455963135},{"id":"https://openalex.org/keywords/adaptability","display_name":"Adaptability","score":0.5951865315437317},{"id":"https://openalex.org/keywords/social-network-analysis","display_name":"Social network analysis","score":0.5741753578186035},{"id":"https://openalex.org/keywords/feeling","display_name":"Feeling","score":0.5573508143424988},{"id":"https://openalex.org/keywords/online-discussion","display_name":"Online discussion","score":0.5475162863731384},{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.5383706092834473},{"id":"https://openalex.org/keywords/curriculum","display_name":"Curriculum","score":0.532173216342926},{"id":"https://openalex.org/keywords/mathematics-education","display_name":"Mathematics education","score":0.45542803406715393},{"id":"https://openalex.org/keywords/psychology","display_name":"Psychology","score":0.4396771192550659},{"id":"https://openalex.org/keywords/social-media","display_name":"Social media","score":0.43392711877822876},{"id":"https://openalex.org/keywords/online-course","display_name":"Online course","score":0.4175852835178375},{"id":"https://openalex.org/keywords/pedagogy","display_name":"Pedagogy","score":0.2830519676208496},{"id":"https://openalex.org/keywords/world-wide-web","display_name":"World Wide Web","score":0.2202792465686798},{"id":"https://openalex.org/keywords/social-psychology","display_name":"Social psychology","score":0.13538962602615356}],"concepts":[{"id":"https://openalex.org/C53811970","wikidata":"https://www.wikidata.org/wiki/Q5062194","display_name":"Centrality","level":2,"score":0.7585413455963135},{"id":"https://openalex.org/C177606310","wikidata":"https://www.wikidata.org/wiki/Q5674297","display_name":"Adaptability","level":2,"score":0.5951865315437317},{"id":"https://openalex.org/C114713312","wikidata":"https://www.wikidata.org/wiki/Q7551269","display_name":"Social network analysis","level":3,"score":0.5741753578186035},{"id":"https://openalex.org/C122980154","wikidata":"https://www.wikidata.org/wiki/Q205555","display_name":"Feeling","level":2,"score":0.5573508143424988},{"id":"https://openalex.org/C2780656832","wikidata":"https://www.wikidata.org/wiki/Q796573","display_name":"Online discussion","level":2,"score":0.5475162863731384},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.5383706092834473},{"id":"https://openalex.org/C47177190","wikidata":"https://www.wikidata.org/wiki/Q207137","display_name":"Curriculum","level":2,"score":0.532173216342926},{"id":"https://openalex.org/C145420912","wikidata":"https://www.wikidata.org/wiki/Q853077","display_name":"Mathematics education","level":1,"score":0.45542803406715393},{"id":"https://openalex.org/C15744967","wikidata":"https://www.wikidata.org/wiki/Q9418","display_name":"Psychology","level":0,"score":0.4396771192550659},{"id":"https://openalex.org/C518677369","wikidata":"https://www.wikidata.org/wiki/Q202833","display_name":"Social media","level":2,"score":0.43392711877822876},{"id":"https://openalex.org/C2986081426","wikidata":"https://www.wikidata.org/wiki/Q1068473","display_name":"Online course","level":2,"score":0.4175852835178375},{"id":"https://openalex.org/C19417346","wikidata":"https://www.wikidata.org/wiki/Q7922","display_name":"Pedagogy","level":1,"score":0.2830519676208496},{"id":"https://openalex.org/C136764020","wikidata":"https://www.wikidata.org/wiki/Q466","display_name":"World Wide Web","level":1,"score":0.2202792465686798},{"id":"https://openalex.org/C77805123","wikidata":"https://www.wikidata.org/wiki/Q161272","display_name":"Social psychology","level":1,"score":0.13538962602615356},{"id":"https://openalex.org/C33923547","wikidata":"https://www.wikidata.org/wiki/Q395","display_name":"Mathematics","level":0,"score":0.0},{"id":"https://openalex.org/C18903297","wikidata":"https://www.wikidata.org/wiki/Q7150","display_name":"Ecology","level":1,"score":0.0},{"id":"https://openalex.org/C86803240","wikidata":"https://www.wikidata.org/wiki/Q420","display_name":"Biology","level":0,"score":0.0},{"id":"https://openalex.org/C114614502","wikidata":"https://www.wikidata.org/wiki/Q76592","display_name":"Combinatorics","level":1,"score":0.0}],"mesh":[],"locations_count":1,"locations":[{"id":"doi:10.1109/fie44824.2020.9273996","is_oa":false,"landing_page_url":"https://doi.org/10.1109/fie44824.2020.9273996","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"2020 IEEE Frontiers in Education Conference (FIE)","raw_type":"proceedings-article"}],"best_oa_location":null,"sustainable_development_goals":[{"display_name":"Quality Education","score":0.8299999833106995,"id":"https://metadata.un.org/sdg/4"}],"awards":[],"funders":[{"id":"https://openalex.org/F4320321001","display_name":"National Natural Science Foundation of China","ror":"https://ror.org/01h0zpd94"}],"has_content":{"grobid_xml":false,"pdf":false},"content_urls":null,"referenced_works_count":8,"referenced_works":["https://openalex.org/W2009154360","https://openalex.org/W2056944867","https://openalex.org/W2086349030","https://openalex.org/W2120692903","https://openalex.org/W2337186181","https://openalex.org/W2796406146","https://openalex.org/W2805019553","https://openalex.org/W2993236249"],"related_works":["https://openalex.org/W2775281403","https://openalex.org/W2111828149","https://openalex.org/W2525684585","https://openalex.org/W1663961612","https://openalex.org/W4386562244","https://openalex.org/W2126991419","https://openalex.org/W2611574733","https://openalex.org/W2017965876","https://openalex.org/W4247946391","https://openalex.org/W2185295010"],"abstract_inverted_index":{"This":[0],"paper":[1],"presents":[2],"research":[3,60],"that":[4,87],"works":[5],"in":[6,23,106,114,144],"progress.":[7],"Small":[8],"private":[9],"online":[10,129],"courses":[11],"(SPOCs)":[12],"have":[13,110],"received":[14],"widespread":[15],"attention":[16],"for":[17,66],"their":[18,115,158],"adaptability":[19],"to":[20,75,97,123,150],"blended":[21],"teaching":[22],"higher":[24],"education.":[25],"As":[26],"an":[27],"interactive":[28],"tool,":[29],"the":[30,53,59,77,81,107,125,137,145,152],"SPOC":[31,65],"discussion":[32,82,108,146,153],"forum":[33,109,154],"generates":[34],"a":[35,64,111],"large":[36],"amount":[37],"of":[38,91,139],"data":[39],"every":[40],"day,":[41],"including":[42],"learning":[43,98,130,159],"contents":[44],"discussion,":[45],"questions":[46],"raising":[47],"and":[48,100,127,156],"feedback.":[49],"In":[50],"this":[51],"paper,":[52],"computer":[54],"structure":[55],"course":[56],"served":[57],"as":[58,135],"object,":[61],"which":[62],"is":[63],"sophomores.":[67],"Social":[68],"network":[69,78],"analysis":[70],"(SNA)":[71],"methods":[72],"were":[73],"utilized":[74],"explore":[76],"extracted":[79],"from":[80],"forum.":[83],"The":[84],"results":[85,119],"show":[86],"learners'":[88],"three":[89],"measures":[90],"centrality":[92],"are":[93],"significantly":[94],"positively":[95],"related":[96],"outcomes,":[99],"learners":[101],"who":[102],"play":[103],"different":[104],"roles":[105],"significant":[112],"difference":[113],"final":[116],"grades.":[117],"Our":[118],"can":[120],"enable":[121],"faculties":[122],"improve":[124],"curriculum":[126],"use":[128],"forums":[131],"more":[132],"effectively,":[133],"such":[134],"increasing":[136],"number":[138],"teacher":[140],"assistants":[141],"(TAs)":[142],"participating":[143],"forum,":[147],"encouraging":[148],"students":[149],"check":[151],"regularly":[155],"post":[157],"feelings":[160],"or":[161],"questions.":[162]},"counts_by_year":[{"year":2025,"cited_by_count":1},{"year":2023,"cited_by_count":2}],"updated_date":"2026-02-27T16:54:17.756197","created_date":"2025-10-10T00:00:00"}
