{"id":"https://openalex.org/W4287307848","doi":"https://doi.org/10.1007/s11412-022-09369-7","title":"Patterns of action transitions in online collaborative problem solving: A network analysis approach","display_name":"Patterns of action transitions in online collaborative problem solving: A network analysis approach","publication_year":2022,"publication_date":"2022-06-01","ids":{"openalex":"https://openalex.org/W4287307848","doi":"https://doi.org/10.1007/s11412-022-09369-7"},"language":"en","primary_location":{"id":"doi:10.1007/s11412-022-09369-7","is_oa":true,"landing_page_url":"https://doi.org/10.1007/s11412-022-09369-7","pdf_url":"https://link.springer.com/content/pdf/10.1007/s11412-022-09369-7.pdf","source":{"id":"https://openalex.org/S64184962","display_name":"International Journal of Computer-Supported Collaborative Learning","issn_l":"1556-1607","issn":["1556-1607","1556-1615"],"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":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"International Journal of Computer-Supported Collaborative Learning","raw_type":"journal-article"},"type":"article","indexed_in":["crossref"],"open_access":{"is_oa":true,"oa_status":"hybrid","oa_url":"https://link.springer.com/content/pdf/10.1007/s11412-022-09369-7.pdf","any_repository_has_fulltext":true},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5087584507","display_name":"Shupin Li","orcid":"https://orcid.org/0000-0002-2801-0724"},"institutions":[{"id":"https://openalex.org/I192156838","display_name":"Research Institute of the Finnish Economy","ror":"https://ror.org/0262pp157","country_code":"FI","type":"facility","lineage":["https://openalex.org/I192156838"]},{"id":"https://openalex.org/I94722563","display_name":"University of Jyv\u00e4skyl\u00e4","ror":"https://ror.org/05n3dz165","country_code":"FI","type":"education","lineage":["https://openalex.org/I94722563"]}],"countries":["FI"],"is_corresponding":true,"raw_author_name":"Shupin Li","raw_affiliation_strings":["Finnish Institute for Educational Research, University of Jyv\u00e4skyl\u00e4, P.O. Box 35, FI-40014, Jyv\u00e4skyl\u00e4, Finland"],"raw_orcid":"https://orcid.org/0000-0002-2801-0724","affiliations":[{"raw_affiliation_string":"Finnish Institute for Educational Research, University of Jyv\u00e4skyl\u00e4, P.O. Box 35, FI-40014, Jyv\u00e4skyl\u00e4, Finland","institution_ids":["https://openalex.org/I192156838","https://openalex.org/I94722563"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5075111538","display_name":"Johanna P\u00f6ys\u00e4\u2010Tarhonen","orcid":"https://orcid.org/0000-0001-6614-0098"},"institutions":[{"id":"https://openalex.org/I192156838","display_name":"Research Institute of the Finnish Economy","ror":"https://ror.org/0262pp157","country_code":"FI","type":"facility","lineage":["https://openalex.org/I192156838"]},{"id":"https://openalex.org/I94722563","display_name":"University of Jyv\u00e4skyl\u00e4","ror":"https://ror.org/05n3dz165","country_code":"FI","type":"education","lineage":["https://openalex.org/I94722563"]}],"countries":["FI"],"is_corresponding":false,"raw_author_name":"Johanna P\u00f6ys\u00e4-Tarhonen","raw_affiliation_strings":["Finnish Institute for Educational Research, University of Jyv\u00e4skyl\u00e4, P.O. Box 35, FI-40014, Jyv\u00e4skyl\u00e4, Finland"],"raw_orcid":"https://orcid.org/0000-0001-6614-0098","affiliations":[{"raw_affiliation_string":"Finnish Institute for Educational Research, University of Jyv\u00e4skyl\u00e4, P.O. Box 35, FI-40014, Jyv\u00e4skyl\u00e4, Finland","institution_ids":["https://openalex.org/I192156838","https://openalex.org/I94722563"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5053599985","display_name":"P\u00e4ivi H\u00e4kkinen","orcid":"https://orcid.org/0000-0001-6616-9114"},"institutions":[{"id":"https://openalex.org/I192156838","display_name":"Research Institute of the Finnish Economy","ror":"https://ror.org/0262pp157","country_code":"FI","type":"facility","lineage":["https://openalex.org/I192156838"]},{"id":"https://openalex.org/I94722563","display_name":"University of Jyv\u00e4skyl\u00e4","ror":"https://ror.org/05n3dz165","country_code":"FI","type":"education","lineage":["https://openalex.org/I94722563"]}],"countries":["FI"],"is_corresponding":false,"raw_author_name":"P\u00e4ivi H\u00e4kkinen","raw_affiliation_strings":["Finnish Institute for Educational Research, University of Jyv\u00e4skyl\u00e4, P.O. Box 35, FI-40014, Jyv\u00e4skyl\u00e4, Finland"],"raw_orcid":"https://orcid.org/0000-0001-6616-9114","affiliations":[{"raw_affiliation_string":"Finnish Institute for Educational Research, University of Jyv\u00e4skyl\u00e4, P.O. Box 35, FI-40014, Jyv\u00e4skyl\u00e4, Finland","institution_ids":["https://openalex.org/I192156838","https://openalex.org/I94722563"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":2,"corresponding_author_ids":["https://openalex.org/A5087584507"],"corresponding_institution_ids":["https://openalex.org/I192156838","https://openalex.org/I94722563"],"apc_list":{"value":2390,"currency":"EUR","value_usd":2990},"apc_paid":{"value":2390,"currency":"EUR","value_usd":2990},"fwci":6.2108,"has_fulltext":true,"cited_by_count":24,"citation_normalized_percentile":{"value":0.96815583,"is_in_top_1_percent":false,"is_in_top_10_percent":true},"cited_by_percentile_year":{"min":98,"max":99},"biblio":{"volume":"17","issue":"2","first_page":"191","last_page":"223"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T10636","display_name":"Innovative Teaching and Learning Methods","score":0.9997000098228455,"subfield":{"id":"https://openalex.org/subfields/3204","display_name":"Developmental and Educational Psychology"},"field":{"id":"https://openalex.org/fields/32","display_name":"Psychology"},"domain":{"id":"https://openalex.org/domains/2","display_name":"Social Sciences"}},"topics":[{"id":"https://openalex.org/T10636","display_name":"Innovative Teaching and Learning Methods","score":0.9997000098228455,"subfield":{"id":"https://openalex.org/subfields/3204","display_name":"Developmental and Educational Psychology"},"field":{"id":"https://openalex.org/fields/32","display_name":"Psychology"},"domain":{"id":"https://openalex.org/domains/2","display_name":"Social Sciences"}},{"id":"https://openalex.org/T11122","display_name":"Online Learning and Analytics","score":0.9879999756813049,"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/T12028","display_name":"Knowledge Management and Sharing","score":0.9740999937057495,"subfield":{"id":"https://openalex.org/subfields/3315","display_name":"Communication"},"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/action","display_name":"Action (physics)","score":0.6238051056861877},{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.5214214324951172},{"id":"https://openalex.org/keywords/reciprocity","display_name":"Reciprocity (cultural anthropology)","score":0.5113999247550964},{"id":"https://openalex.org/keywords/transition","display_name":"Transition (genetics)","score":0.5101454854011536},{"id":"https://openalex.org/keywords/mathematics-education","display_name":"Mathematics education","score":0.3645806908607483},{"id":"https://openalex.org/keywords/psychology","display_name":"Psychology","score":0.3062058389186859},{"id":"https://openalex.org/keywords/social-psychology","display_name":"Social psychology","score":0.25240814685821533}],"concepts":[{"id":"https://openalex.org/C2780791683","wikidata":"https://www.wikidata.org/wiki/Q846785","display_name":"Action (physics)","level":2,"score":0.6238051056861877},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.5214214324951172},{"id":"https://openalex.org/C169903001","wikidata":"https://www.wikidata.org/wiki/Q3264987","display_name":"Reciprocity (cultural anthropology)","level":2,"score":0.5113999247550964},{"id":"https://openalex.org/C194232998","wikidata":"https://www.wikidata.org/wiki/Q1606712","display_name":"Transition (genetics)","level":3,"score":0.5101454854011536},{"id":"https://openalex.org/C145420912","wikidata":"https://www.wikidata.org/wiki/Q853077","display_name":"Mathematics education","level":1,"score":0.3645806908607483},{"id":"https://openalex.org/C15744967","wikidata":"https://www.wikidata.org/wiki/Q9418","display_name":"Psychology","level":0,"score":0.3062058389186859},{"id":"https://openalex.org/C77805123","wikidata":"https://www.wikidata.org/wiki/Q161272","display_name":"Social psychology","level":1,"score":0.25240814685821533},{"id":"https://openalex.org/C185592680","wikidata":"https://www.wikidata.org/wiki/Q2329","display_name":"Chemistry","level":0,"score":0.0},{"id":"https://openalex.org/C55493867","wikidata":"https://www.wikidata.org/wiki/Q7094","display_name":"Biochemistry","level":1,"score":0.0},{"id":"https://openalex.org/C104317684","wikidata":"https://www.wikidata.org/wiki/Q7187","display_name":"Gene","level":2,"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/C121332964","wikidata":"https://www.wikidata.org/wiki/Q413","display_name":"Physics","level":0,"score":0.0}],"mesh":[],"locations_count":2,"locations":[{"id":"doi:10.1007/s11412-022-09369-7","is_oa":true,"landing_page_url":"https://doi.org/10.1007/s11412-022-09369-7","pdf_url":"https://link.springer.com/content/pdf/10.1007/s11412-022-09369-7.pdf","source":{"id":"https://openalex.org/S64184962","display_name":"International Journal of Computer-Supported Collaborative Learning","issn_l":"1556-1607","issn":["1556-1607","1556-1615"],"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":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"International Journal of Computer-Supported Collaborative Learning","raw_type":"journal-article"},{"id":"pmh:oai:jyx.jyu.fi:123456789/82684","is_oa":true,"landing_page_url":"http://urn.fi/URN:NBN:fi:jyu-202208184224","pdf_url":null,"source":{"id":"https://openalex.org/S4306400563","display_name":"Jyv\u00e4skyl\u00e4 University Digital Archive (University of Jyv\u00e4skyl\u00e4)","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"host_organization":"https://openalex.org/I94722563","host_organization_name":"University of Jyv\u00e4skyl\u00e4","host_organization_lineage":["https://openalex.org/I94722563"],"host_organization_lineage_names":[],"type":"repository"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"acceptedVersion","is_accepted":true,"is_published":false,"raw_source_name":null,"raw_type":"research article"}],"best_oa_location":{"id":"doi:10.1007/s11412-022-09369-7","is_oa":true,"landing_page_url":"https://doi.org/10.1007/s11412-022-09369-7","pdf_url":"https://link.springer.com/content/pdf/10.1007/s11412-022-09369-7.pdf","source":{"id":"https://openalex.org/S64184962","display_name":"International Journal of Computer-Supported Collaborative Learning","issn_l":"1556-1607","issn":["1556-1607","1556-1615"],"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":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"International Journal of Computer-Supported Collaborative Learning","raw_type":"journal-article"},"sustainable_development_goals":[{"score":0.4099999964237213,"id":"https://metadata.un.org/sdg/8","display_name":"Decent work and economic growth"}],"awards":[{"id":"https://openalex.org/G1731518575","display_name":null,"funder_award_id":"316836","funder_id":"https://openalex.org/F4320321108","funder_display_name":"Academy of Finland"},{"id":"https://openalex.org/G8181487297","display_name":null,"funder_award_id":"316835","funder_id":"https://openalex.org/F4320321108","funder_display_name":"Academy of Finland"}],"funders":[{"id":"https://openalex.org/F4320321108","display_name":"Academy of Finland","ror":"https://ror.org/05k73zm37"},{"id":"https://openalex.org/F4320323168","display_name":"Jyv\u00e4skyl\u00e4n Yliopisto","ror":"https://ror.org/05n3dz165"}],"has_content":{"grobid_xml":true,"pdf":true},"content_urls":{"pdf":"https://content.openalex.org/works/W4287307848.pdf","grobid_xml":"https://content.openalex.org/works/W4287307848.grobid-xml"},"referenced_works_count":73,"referenced_works":["https://openalex.org/W39300343","https://openalex.org/W151136581","https://openalex.org/W186409017","https://openalex.org/W200875903","https://openalex.org/W950821216","https://openalex.org/W1504164112","https://openalex.org/W1526520475","https://openalex.org/W1535762694","https://openalex.org/W1551289443","https://openalex.org/W1741471588","https://openalex.org/W1777119744","https://openalex.org/W1903093620","https://openalex.org/W1987757213","https://openalex.org/W2002521810","https://openalex.org/W2033635053","https://openalex.org/W2038051144","https://openalex.org/W2056944867","https://openalex.org/W2079010225","https://openalex.org/W2081015462","https://openalex.org/W2087041628","https://openalex.org/W2117080432","https://openalex.org/W2125725243","https://openalex.org/W2127374659","https://openalex.org/W2133237886","https://openalex.org/W2137031837","https://openalex.org/W2138266956","https://openalex.org/W2235699445","https://openalex.org/W2394163282","https://openalex.org/W2415859741","https://openalex.org/W2473303224","https://openalex.org/W2507030775","https://openalex.org/W2524338985","https://openalex.org/W2561138722","https://openalex.org/W2576265988","https://openalex.org/W2582743722","https://openalex.org/W2585780990","https://openalex.org/W2598469359","https://openalex.org/W2604194331","https://openalex.org/W2629418680","https://openalex.org/W2738560331","https://openalex.org/W2740612416","https://openalex.org/W2759596001","https://openalex.org/W2774221595","https://openalex.org/W2793803563","https://openalex.org/W2886279257","https://openalex.org/W2887840079","https://openalex.org/W2897793067","https://openalex.org/W2902415945","https://openalex.org/W2902865782","https://openalex.org/W2910782037","https://openalex.org/W2948741275","https://openalex.org/W2950330308","https://openalex.org/W2979659976","https://openalex.org/W2985098554","https://openalex.org/W3014291086","https://openalex.org/W3029844021","https://openalex.org/W3040045935","https://openalex.org/W3082644670","https://openalex.org/W3127919122","https://openalex.org/W3135699694","https://openalex.org/W3177490489","https://openalex.org/W4232715286","https://openalex.org/W4233718138","https://openalex.org/W4236011364","https://openalex.org/W4237358966","https://openalex.org/W4237392993","https://openalex.org/W4240553644","https://openalex.org/W4249538237","https://openalex.org/W4292414119","https://openalex.org/W6600900477","https://openalex.org/W6665659361","https://openalex.org/W6679887089","https://openalex.org/W6691497934"],"related_works":["https://openalex.org/W2748952813","https://openalex.org/W3121820748","https://openalex.org/W164043708","https://openalex.org/W1734862528","https://openalex.org/W3124926124","https://openalex.org/W2067711064","https://openalex.org/W1984513274","https://openalex.org/W2138015815","https://openalex.org/W2068982824","https://openalex.org/W2049287852"],"abstract_inverted_index":{"Abstract":[0],"In":[1],"today\u2019s":[2],"digital":[3],"society,":[4],"computer-supported":[5],"collaborative":[6,10],"learning":[7],"(CSCL)":[8],"and":[9,66,119,122,146,182,253,279,287,337,412],"problem":[11,317],"solving":[12],"(CPS)":[13],"have":[14,20,45],"received":[15],"increasing":[16],"attention.":[17],"CPS":[18,96,137,282,340,345,392,416,424],"studies":[19],"often":[21],"emphasized":[22],"outcomes":[23,44],"such":[24],"as":[25,326],"skill":[26,124],"levels":[27,125],"of":[28,61,70,75,92,116,135,207,218,221,227,235,255,259,293,306,363,366,374,377,386,408,434,443,451],"CPS,":[29],"whereas":[30],"the":[31,35,39,58,68,76,104,112,132,157,163,186,192,198,216,248,316,319,327,347,359,372,378,387,391,409,431],"action":[32,52,93,117,194,200,208,251,294,375,444],"transitions":[33,53,94,118,187,209,228,295,376],"in":[34,79,97,102,107,131,149,201,210,361,380,415,437],"paths":[36,313],"to":[37,42,56,83,127,143,156,238,244,300,314,430],"solve":[38,315],"problems":[40],"related":[41,126],"these":[43],"been":[46],"scarcely":[47],"studied.":[48],"The":[49,73,129,266],"patterns":[50,91,115,206,257,373,446],"within":[51,263,395],"are":[54],"able":[55],"capture":[57],"mutual":[59,388],"influence":[60,389],"actions":[62,130,177,190,222,286,302,393],"conducted":[63,178,284],"by":[64,179,197,439],"pairs":[65,246,270,328,360,421],"demonstrate":[67],"productivity":[69],"students\u2019":[71,120,410],"CPS.":[72,128,452],"purpose":[74],"study":[77,382,428],"presented":[78],"this":[80,381,427],"paper":[81],"is":[82,195],"examine":[84],"Finnish":[85],"sixth":[86],"graders\u2019":[87],"(N":[88],"=":[89],"166)":[90],"during":[95],"a":[98,141,289,297,355,448],"computer-based":[99,136,423],"assessment":[100,164,450],"environment":[101],"which":[103,245],"students":[105,181],"worked":[106],"pairs.":[108,321,349],"We":[109],"also":[110],"investigated":[111],"relation":[113],"between":[114,188,390],"social":[121,153,278,336,411],"cognitive":[123,281,339,413],"sequential":[133],"processes":[134],"tasks":[138],"included":[139],"using":[140,170],"mouse":[142],"drag":[144],"objects":[145],"typing":[147],"texts":[148],"chat":[150],"windows.":[151],"Applying":[152],"network":[154],"analysis":[155,442],"log":[158],"file":[159],"data":[160],"generated":[161],"from":[162],"environment,":[165],"we":[166,214,351],"created":[167],"transition":[168,212,445],"networks":[169,173],"weighted":[171],"directed":[172,183],"(nodes":[174],"for":[175,185,303,422],"those":[176],"paired":[180],"links":[184],"two":[189,367],"when":[191,417],"first":[193],"followed":[196],"second":[199],"sequence).":[202],"To":[203],"represent":[204],"various":[205],"each":[211],"network,":[213],"calculated":[215],"numbers":[217,254],"nodes":[219],"(numbers":[220,258],"conducted),":[223],"density":[224],"(average":[225],"frequency":[226,292],"among":[229],"actions),":[230,240],"degree":[231],"centralization":[232],"(the":[233,242],"dispersion":[234],"attempts":[236],"given":[237],"different":[239,260,304],"reciprocity":[241],"extent":[243],"revisit":[247],"previous":[249],"one":[250,274,332],"immediately),":[252],"triadic":[256],"repeating":[261],"formats":[262],"three":[264,369],"actions).":[265],"results":[267,401],"showed":[268],"that":[269,309],"having":[271,329],"at":[272,330],"least":[273,331],"member":[275],"with":[276,296,334,447],"high":[277,280,335,338],"skills":[283,341],"more":[285,312,343],"demonstrated":[288],"higher":[290,298],"average":[291],"tendency":[299],"conduct":[301],"number":[305],"times,":[307],"implying":[308],"they":[310],"attempted":[311],"than":[318,346],"other":[320,348],"This":[322],"could":[323],"be":[324],"interpreted":[325],"student":[333],"exhibiting":[342],"productive":[344],"However,":[350],"did":[352],"not":[353],"find":[354],"significant":[356],"difference":[357],"across":[358],"terms":[362],"alternating":[364],"sequences":[365],"or":[368],"actions.":[370],"Investigating":[371],"dyads":[379],"deepens":[383],"our":[384,400],"understanding":[385],"occurring":[394],"dyads.":[396],"Regarding":[397],"pedagogical":[398],"implication,":[399],"offer":[402],"empirical":[403],"evidence":[404],"recommending":[405],"greater":[406],"awareness":[407],"capacities":[414],"assigning":[418],"them":[419],"into":[420],"tasks.":[425],"Further,":[426],"contributes":[429],"methodological":[432],"development":[433],"process-oriented":[435],"research":[436],"CSCL":[438],"integrating":[440],"an":[441],"skill-based":[449]},"counts_by_year":[{"year":2025,"cited_by_count":10},{"year":2024,"cited_by_count":8},{"year":2023,"cited_by_count":6}],"updated_date":"2026-07-02T09:51:11.867554","created_date":"2025-10-10T00:00:00"}
