{"id":"https://openalex.org/W2901608038","doi":"https://doi.org/10.1080/10447318.2018.1543077","title":"Exploring the Relationships between Reading Behavior Patterns and Learning Outcomes Based on Log Data from E-Books: A Human Factor Approach","display_name":"Exploring the Relationships between Reading Behavior Patterns and Learning Outcomes Based on Log Data from E-Books: A Human Factor Approach","publication_year":2018,"publication_date":"2018-11-16","ids":{"openalex":"https://openalex.org/W2901608038","doi":"https://doi.org/10.1080/10447318.2018.1543077","mag":"2901608038"},"language":"en","primary_location":{"id":"doi:10.1080/10447318.2018.1543077","is_oa":false,"landing_page_url":"https://doi.org/10.1080/10447318.2018.1543077","pdf_url":null,"source":{"id":"https://openalex.org/S165559636","display_name":"International Journal of Human-Computer Interaction","issn_l":"1044-7318","issn":["1044-7318","1532-7590"],"is_oa":false,"is_in_doaj":false,"is_core":true,"host_organization":"https://openalex.org/P4310320547","host_organization_name":"Taylor & Francis","host_organization_lineage":["https://openalex.org/P4310320547"],"host_organization_lineage_names":["Taylor & Francis"],"type":"journal"},"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"International Journal of Human\u2013Computer Interaction","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/A5050774918","display_name":"Chengjiu Yin","orcid":"https://orcid.org/0000-0003-1492-5250"},"institutions":[{"id":"https://openalex.org/I135598925","display_name":"Kyushu University","ror":"https://ror.org/00p4k0j84","country_code":"JP","type":"education","lineage":["https://openalex.org/I135598925"]}],"countries":["JP"],"is_corresponding":true,"raw_author_name":"Chengjiu Yin","raw_affiliation_strings":["Faculty of Arts and Science, Kyushu University, Japan"],"affiliations":[{"raw_affiliation_string":"Faculty of Arts and Science, Kyushu University, Japan","institution_ids":["https://openalex.org/I135598925"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5037036505","display_name":"Masanori Yamada","orcid":"https://orcid.org/0000-0002-6493-8554"},"institutions":[{"id":"https://openalex.org/I135598925","display_name":"Kyushu University","ror":"https://ror.org/00p4k0j84","country_code":"JP","type":"education","lineage":["https://openalex.org/I135598925"]}],"countries":["JP"],"is_corresponding":false,"raw_author_name":"Masanori Yamada","raw_affiliation_strings":["Faculty of Arts and Science, Kyushu University, Japan"],"affiliations":[{"raw_affiliation_string":"Faculty of Arts and Science, Kyushu University, Japan","institution_ids":["https://openalex.org/I135598925"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5018458771","display_name":"Misato Oi","orcid":"https://orcid.org/0000-0002-2433-6057"},"institutions":[{"id":"https://openalex.org/I135598925","display_name":"Kyushu University","ror":"https://ror.org/00p4k0j84","country_code":"JP","type":"education","lineage":["https://openalex.org/I135598925"]}],"countries":["JP"],"is_corresponding":false,"raw_author_name":"Misato Oi","raw_affiliation_strings":["Faculty of Arts and Science, Kyushu University, Japan"],"affiliations":[{"raw_affiliation_string":"Faculty of Arts and Science, Kyushu University, Japan","institution_ids":["https://openalex.org/I135598925"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5046057343","display_name":"Atsushi Shimada","orcid":"https://orcid.org/0000-0002-3635-9336"},"institutions":[{"id":"https://openalex.org/I135598925","display_name":"Kyushu University","ror":"https://ror.org/00p4k0j84","country_code":"JP","type":"education","lineage":["https://openalex.org/I135598925"]}],"countries":["JP"],"is_corresponding":false,"raw_author_name":"Atsushi Shimada","raw_affiliation_strings":["Faculty of Arts and Science, Kyushu University, Japan"],"affiliations":[{"raw_affiliation_string":"Faculty of Arts and Science, Kyushu University, Japan","institution_ids":["https://openalex.org/I135598925"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5039581358","display_name":"Fumiya Okubo","orcid":"https://orcid.org/0000-0002-0077-9072"},"institutions":[{"id":"https://openalex.org/I135598925","display_name":"Kyushu University","ror":"https://ror.org/00p4k0j84","country_code":"JP","type":"education","lineage":["https://openalex.org/I135598925"]}],"countries":["JP"],"is_corresponding":false,"raw_author_name":"Fumiya Okubo","raw_affiliation_strings":["Faculty of Arts and Science, Kyushu University, Japan"],"affiliations":[{"raw_affiliation_string":"Faculty of Arts and Science, Kyushu University, Japan","institution_ids":["https://openalex.org/I135598925"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5101893271","display_name":"Kentaro Kojima","orcid":"https://orcid.org/0000-0002-4406-6058"},"institutions":[{"id":"https://openalex.org/I135598925","display_name":"Kyushu University","ror":"https://ror.org/00p4k0j84","country_code":"JP","type":"education","lineage":["https://openalex.org/I135598925"]}],"countries":["JP"],"is_corresponding":false,"raw_author_name":"Kentaro Kojima","raw_affiliation_strings":["Faculty of Arts and Science, Kyushu University, Japan"],"affiliations":[{"raw_affiliation_string":"Faculty of Arts and Science, Kyushu University, Japan","institution_ids":["https://openalex.org/I135598925"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5079543720","display_name":"Hiroaki Ogata","orcid":"https://orcid.org/0000-0001-5216-1576"},"institutions":[{"id":"https://openalex.org/I135598925","display_name":"Kyushu University","ror":"https://ror.org/00p4k0j84","country_code":"JP","type":"education","lineage":["https://openalex.org/I135598925"]}],"countries":["JP"],"is_corresponding":false,"raw_author_name":"Hiroaki Ogata","raw_affiliation_strings":["Faculty of Arts and Science, Kyushu University, Japan"],"affiliations":[{"raw_affiliation_string":"Faculty of Arts and Science, Kyushu University, Japan","institution_ids":["https://openalex.org/I135598925"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":7,"corresponding_author_ids":["https://openalex.org/A5050774918"],"corresponding_institution_ids":["https://openalex.org/I135598925"],"apc_list":null,"apc_paid":null,"fwci":6.3027,"has_fulltext":false,"cited_by_count":42,"citation_normalized_percentile":{"value":0.96264846,"is_in_top_1_percent":false,"is_in_top_10_percent":true},"cited_by_percentile_year":{"min":94,"max":99},"biblio":{"volume":"35","issue":"4-5","first_page":"313","last_page":"322"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T11122","display_name":"Online Learning and Analytics","score":0.9976000189781189,"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":0.9976000189781189,"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/T10162","display_name":"Online and Blended Learning","score":0.9923999905586243,"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"}},{"id":"https://openalex.org/T11902","display_name":"Intelligent Tutoring Systems and Adaptive Learning","score":0.975600004196167,"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/reading","display_name":"Reading (process)","score":0.6810905933380127},{"id":"https://openalex.org/keywords/cluster-analysis","display_name":"Cluster analysis","score":0.5575041770935059},{"id":"https://openalex.org/keywords/style","display_name":"Style (visual arts)","score":0.515338122844696},{"id":"https://openalex.org/keywords/psychology","display_name":"Psychology","score":0.5018653869628906},{"id":"https://openalex.org/keywords/learning-styles","display_name":"Learning styles","score":0.49085932970046997},{"id":"https://openalex.org/keywords/factor","display_name":"Factor (programming language)","score":0.4851556420326233},{"id":"https://openalex.org/keywords/behavioral-pattern","display_name":"Behavioral pattern","score":0.4516696631908417},{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.43936580419540405},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.3089066743850708},{"id":"https://openalex.org/keywords/mathematics-education","display_name":"Mathematics education","score":0.28691554069519043}],"concepts":[{"id":"https://openalex.org/C554936623","wikidata":"https://www.wikidata.org/wiki/Q199657","display_name":"Reading (process)","level":2,"score":0.6810905933380127},{"id":"https://openalex.org/C73555534","wikidata":"https://www.wikidata.org/wiki/Q622825","display_name":"Cluster analysis","level":2,"score":0.5575041770935059},{"id":"https://openalex.org/C2776445246","wikidata":"https://www.wikidata.org/wiki/Q1792644","display_name":"Style (visual arts)","level":2,"score":0.515338122844696},{"id":"https://openalex.org/C15744967","wikidata":"https://www.wikidata.org/wiki/Q9418","display_name":"Psychology","level":0,"score":0.5018653869628906},{"id":"https://openalex.org/C2781285556","wikidata":"https://www.wikidata.org/wiki/Q1820370","display_name":"Learning styles","level":2,"score":0.49085932970046997},{"id":"https://openalex.org/C2781039887","wikidata":"https://www.wikidata.org/wiki/Q1391724","display_name":"Factor (programming language)","level":2,"score":0.4851556420326233},{"id":"https://openalex.org/C83804111","wikidata":"https://www.wikidata.org/wiki/Q1063558","display_name":"Behavioral pattern","level":2,"score":0.4516696631908417},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.43936580419540405},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.3089066743850708},{"id":"https://openalex.org/C145420912","wikidata":"https://www.wikidata.org/wiki/Q853077","display_name":"Mathematics education","level":1,"score":0.28691554069519043},{"id":"https://openalex.org/C17744445","wikidata":"https://www.wikidata.org/wiki/Q36442","display_name":"Political science","level":0,"score":0.0},{"id":"https://openalex.org/C166957645","wikidata":"https://www.wikidata.org/wiki/Q23498","display_name":"Archaeology","level":1,"score":0.0},{"id":"https://openalex.org/C199539241","wikidata":"https://www.wikidata.org/wiki/Q7748","display_name":"Law","level":1,"score":0.0},{"id":"https://openalex.org/C115903868","wikidata":"https://www.wikidata.org/wiki/Q80993","display_name":"Software engineering","level":1,"score":0.0},{"id":"https://openalex.org/C199360897","wikidata":"https://www.wikidata.org/wiki/Q9143","display_name":"Programming language","level":1,"score":0.0},{"id":"https://openalex.org/C95457728","wikidata":"https://www.wikidata.org/wiki/Q309","display_name":"History","level":0,"score":0.0}],"mesh":[],"locations_count":1,"locations":[{"id":"doi:10.1080/10447318.2018.1543077","is_oa":false,"landing_page_url":"https://doi.org/10.1080/10447318.2018.1543077","pdf_url":null,"source":{"id":"https://openalex.org/S165559636","display_name":"International Journal of Human-Computer Interaction","issn_l":"1044-7318","issn":["1044-7318","1532-7590"],"is_oa":false,"is_in_doaj":false,"is_core":true,"host_organization":"https://openalex.org/P4310320547","host_organization_name":"Taylor & Francis","host_organization_lineage":["https://openalex.org/P4310320547"],"host_organization_lineage_names":["Taylor & Francis"],"type":"journal"},"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"International Journal of Human\u2013Computer Interaction","raw_type":"journal-article"}],"best_oa_location":null,"sustainable_development_goals":[{"score":0.8999999761581421,"display_name":"Quality Education","id":"https://metadata.un.org/sdg/4"}],"awards":[],"funders":[{"id":"https://openalex.org/F4320320912","display_name":"Ministry of Education, Culture, Sports, Science and Technology","ror":"https://ror.org/048rj2z13"}],"has_content":{"grobid_xml":false,"pdf":false},"content_urls":null,"referenced_works_count":42,"referenced_works":["https://openalex.org/W67205160","https://openalex.org/W1518112345","https://openalex.org/W1528614120","https://openalex.org/W1535896088","https://openalex.org/W1539947443","https://openalex.org/W1542505676","https://openalex.org/W1601529450","https://openalex.org/W1606509201","https://openalex.org/W1729499202","https://openalex.org/W1867680231","https://openalex.org/W1935776026","https://openalex.org/W1969790170","https://openalex.org/W1977978295","https://openalex.org/W2001869797","https://openalex.org/W2004512185","https://openalex.org/W2010646608","https://openalex.org/W2010890973","https://openalex.org/W2013621991","https://openalex.org/W2022337613","https://openalex.org/W2036647245","https://openalex.org/W2075987864","https://openalex.org/W2080783981","https://openalex.org/W2087606259","https://openalex.org/W2087860659","https://openalex.org/W2097731551","https://openalex.org/W2100656616","https://openalex.org/W2108461008","https://openalex.org/W2140092638","https://openalex.org/W2140190241","https://openalex.org/W2154108130","https://openalex.org/W2183210442","https://openalex.org/W2495359122","https://openalex.org/W2516758715","https://openalex.org/W2527334094","https://openalex.org/W2742032078","https://openalex.org/W2806493261","https://openalex.org/W2905901127","https://openalex.org/W2955378244","https://openalex.org/W2998778915","https://openalex.org/W4230730941","https://openalex.org/W4253379982","https://openalex.org/W4285719527"],"related_works":["https://openalex.org/W2899084033","https://openalex.org/W2748952813","https://openalex.org/W2377222960","https://openalex.org/W1971288970","https://openalex.org/W1151199228","https://openalex.org/W4235530921","https://openalex.org/W2355748453","https://openalex.org/W2117225191","https://openalex.org/W2368870496","https://openalex.org/W2068696535"],"abstract_inverted_index":{"Online":[0],"learning":[1,12,47,64,73,80,87,99],"environments":[2],"presently":[3],"accumulate":[4],"large":[5],"amounts":[6],"of":[7,11,89],"log":[8,16],"data.":[9],"Analysis":[10],"behaviors":[13],"from":[14,33],"these":[15,43],"data":[17],"is":[18],"expected":[19],"to":[20,29,41,105],"benefit":[21],"instructors":[22],"and":[23,40,62],"learners.":[24],"This":[25],"study":[26],"was":[27],"intended":[28],"identify":[30],"effective":[31],"measures":[32,44],"e-book":[34],"materials":[35],"used":[36],"at":[37],"Kyushu":[38],"University":[39],"employ":[42],"for":[45],"analyzing":[46],"behavioral":[48,65,74],"patterns.":[49],"In":[50],"an":[51],"evaluation,":[52],"students":[53,104],"were":[54,67],"grouped":[55],"into":[56],"four":[57],"clusters":[58],"using":[59],"k-means":[60],"clustering,":[61],"their":[63],"patterns":[66,75],"analyzed.":[68],"We":[69],"examined":[70],"whether":[71],"the":[72,79,86],"exhibited":[76],"relations":[77],"with":[78],"outcomes.":[81],"The":[82],"results":[83],"reveal":[84],"that":[85],"behavior":[88],"\u201cbacktrack\u201d":[90],"style":[91],"reading":[92],"exerts":[93],"a":[94],"significant":[95],"positive":[96],"influence":[97],"on":[98],"effectiveness,":[100],"which":[101],"can":[102],"aid":[103],"learn":[106],"more":[107],"efficiently.":[108]},"counts_by_year":[{"year":2025,"cited_by_count":5},{"year":2024,"cited_by_count":2},{"year":2023,"cited_by_count":6},{"year":2022,"cited_by_count":9},{"year":2021,"cited_by_count":12},{"year":2020,"cited_by_count":5},{"year":2019,"cited_by_count":3}],"updated_date":"2025-11-06T03:46:38.306776","created_date":"2025-10-10T00:00:00"}
