{"id":"https://openalex.org/W4294203256","doi":"https://doi.org/10.1007/978-981-19-2840-6_36","title":"Evaluating an Automated Analysis Using Machine Learning and Natural Language Processing Approaches to Classify Computer Science Students\u2019 Reflective Writing","display_name":"Evaluating an Automated Analysis Using Machine Learning and Natural Language Processing Approaches to Classify Computer Science Students\u2019 Reflective Writing","publication_year":2022,"publication_date":"2022-09-01","ids":{"openalex":"https://openalex.org/W4294203256","doi":"https://doi.org/10.1007/978-981-19-2840-6_36"},"language":"en","primary_location":{"id":"doi:10.1007/978-981-19-2840-6_36","doi":"https://doi.org/10.1007/978-981-19-2840-6_36","is_oa":false,"landing_page_url":"https://doi.org/10.1007/978-981-19-2840-6_36","pdf_url":null,"source":{"id":"https://openalex.org/S4210169156","display_name":"Lecture notes in networks and systems","issn_l":"2367-3389","issn":["2367-3389","2367-3370"],"is_oa":false,"is_in_doaj":false,"is_core":true,"listed_in":["cwts-core","jufo-1","norway-1"],"host_organization":"https://openalex.org/P4310319972","host_organization_name":"Springer International Publishing","host_organization_lineage":["https://openalex.org/P4310319972","https://openalex.org/P4310319965"],"host_organization_lineage_names":["Springer International Publishing","Springer Nature"],"type":"book series"},"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Lecture Notes in Networks and Systems","raw_type":"book-chapter"},"volume":{"id":"https://openalex.org/W4294199183","display_name":"Pervasive Computing and Social Networking"},"type":"book-chapter","is_traditional":true,"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/A5041101707","display_name":"Huda Alrashidi","orcid":"https://orcid.org/0000-0002-1649-2375","observed_orcids":["https://orcid.org/0000-0002-1649-2375"]},"institutions":[{"id":"https://openalex.org/I4405266334","display_name":"Ministry of Education, Kuwait","ror":"https://ror.org/0265a3013","country_code":"KW","type":"government","lineage":["https://openalex.org/I4405266334"]}],"countries":["KW"],"is_corresponding":true,"raw_author_name":"Huda Alrashidi","raw_affiliation_strings":["Ministry of Education, Kuwait, Al Farwaniyah, Kuwait"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Ministry of Education, Kuwait, Al Farwaniyah, Kuwait","institution_ids":["https://openalex.org/I4405266334"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5005771034","display_name":"Nouf Abdullah Almujally","orcid":"https://orcid.org/0000-0003-4405-9912","observed_orcids":["https://orcid.org/0000-0003-4405-9912"]},"institutions":[{"id":"https://openalex.org/I106778892","display_name":"Princess Nourah bint Abdulrahman University","ror":"https://ror.org/05b0cyh02","country_code":"SA","type":"education","lineage":["https://openalex.org/I106778892"]}],"countries":["SA"],"is_corresponding":false,"raw_author_name":"Nouf Almujally","raw_affiliation_strings":["Princess Nourah Bint Abdul Rahman University, Riyadh, Saudi Arabia"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Princess Nourah Bint Abdul Rahman University, Riyadh, Saudi Arabia","institution_ids":["https://openalex.org/I106778892"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5001713471","display_name":"Methaq Kadhum","orcid":null,"observed_orcids":[]},"institutions":[],"countries":[],"is_corresponding":false,"raw_author_name":"Methaq Kadhum","raw_affiliation_strings":["Ashur Un\u0131vers\u0131ty College, Bagdad, Iraq"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Ashur Un\u0131vers\u0131ty College, Bagdad, Iraq","institution_ids":[]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5036750262","display_name":"Thomas Ullmann","orcid":"https://orcid.org/0000-0001-6445-7913","observed_orcids":["https://orcid.org/0000-0001-6445-7913"]},"institutions":[{"id":"https://openalex.org/I204136569","display_name":"The Open University","ror":"https://ror.org/05mzfcs16","country_code":"GB","type":"education","lineage":["https://openalex.org/I204136569"]}],"countries":["GB"],"is_corresponding":false,"raw_author_name":"Thomas Daniel Ullmann","raw_affiliation_strings":["Institute of Educational Technology, The Open University, Milton Keynes, UK"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Institute of Educational Technology, The Open University, Milton Keynes, UK","institution_ids":["https://openalex.org/I204136569"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5012585972","display_name":"Mike S. Joy","orcid":"https://orcid.org/0000-0001-9826-5928","observed_orcids":["https://orcid.org/0000-0001-9826-5928","https://orcid.org/0009-0008-0159-6754"]},"institutions":[{"id":"https://openalex.org/I39555362","display_name":"University of Warwick","ror":"https://ror.org/01a77tt86","country_code":"GB","type":"education","lineage":["https://openalex.org/I39555362"]}],"countries":["GB"],"is_corresponding":false,"raw_author_name":"Mike Joy","raw_affiliation_strings":["University of Warwick, Coventry, UK"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"University of Warwick, Coventry, UK","institution_ids":["https://openalex.org/I39555362"]}]}],"institutions":[],"countries_distinct_count":3,"institutions_distinct_count":4,"corresponding_author_ids":["https://openalex.org/A5041101707"],"corresponding_institution_ids":["https://openalex.org/I4405266334"],"apc_list":null,"apc_paid":null,"fwci":9.2654,"has_fulltext":false,"cited_by_count":14,"citation_normalized_percentile":{"value":0.97690666,"is_in_top_1_percent":false,"is_in_top_10_percent":true},"cited_by_percentile_year":{"min":93,"max":99},"biblio":{"volume":null,"issue":null,"first_page":"463","last_page":"477"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T12500","display_name":"Reflective Practices in Education","score":0.9775000214576721,"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"}},"topics":[{"id":"https://openalex.org/T12500","display_name":"Reflective Practices in Education","score":0.9775000214576721,"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/T11122","display_name":"Online Learning and Analytics","score":0.01360000018030405,"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/T10664","display_name":"Sentiment Analysis and Opinion Mining","score":0.002400000113993883,"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/reflective-writing","display_name":"reflective writing","score":0.9850000143051147},{"id":"https://openalex.org/keywords/automated-assessment","display_name":"automated assessment","score":0.5699999928474426},{"id":"https://openalex.org/keywords/computer-science-education","display_name":"computer science education","score":0.6959999799728394},{"id":"https://openalex.org/keywords/n-gram-features","display_name":"n-gram features","score":0.7990000247955322},{"id":"https://openalex.org/keywords/part-of-speech-n-grams","display_name":"part-of-speech n-grams","score":0.9279999732971191},{"id":"https://openalex.org/keywords/random-forest","display_name":"random forest","score":0.8420000076293945},{"id":"https://openalex.org/keywords/reflective-skills","display_name":"reflective skills","score":0.5649999976158142},{"id":"https://openalex.org/keywords/personalized-learning-support","display_name":"personalized learning support","score":0.8569999933242798},{"id":"https://openalex.org/keywords/student-essays","display_name":"student essays","score":0.3160000145435333}],"concepts":[{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.665458083152771},{"id":"https://openalex.org/C204321447","wikidata":"https://www.wikidata.org/wiki/Q30642","display_name":"Natural language processing","level":1,"score":0.5052891373634338},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.42933520674705505},{"id":"https://openalex.org/C145420912","wikidata":"https://www.wikidata.org/wiki/Q853077","display_name":"Mathematics education","level":1,"score":0.42827799916267395},{"id":"https://openalex.org/C15744967","wikidata":"https://www.wikidata.org/wiki/Q9418","display_name":"Psychology","level":0,"score":0.24897155165672302}],"mesh":[],"locations_count":3,"locations":[{"id":"doi:10.1007/978-981-19-2840-6_36","doi":"https://doi.org/10.1007/978-981-19-2840-6_36","is_oa":false,"landing_page_url":"https://doi.org/10.1007/978-981-19-2840-6_36","pdf_url":null,"source":{"id":"https://openalex.org/S4210169156","display_name":"Lecture notes in networks and systems","issn_l":"2367-3389","issn":["2367-3389","2367-3370"],"is_oa":false,"is_in_doaj":false,"is_core":true,"listed_in":["cwts-core","jufo-1","norway-1"],"host_organization":"https://openalex.org/P4310319972","host_organization_name":"Springer International Publishing","host_organization_lineage":["https://openalex.org/P4310319972","https://openalex.org/P4310319965"],"host_organization_lineage_names":["Springer International Publishing","Springer Nature"],"type":"book series"},"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Lecture Notes in Networks and Systems","raw_type":"book-chapter"},{"id":"pmh:oai:oro.open.ac.uk:82477","doi":null,"is_oa":false,"landing_page_url":"https://oro.open.ac.uk/82477/1/ICPCSN_2022_paper_98.pdf","pdf_url":"https://oro.open.ac.uk/82477/1/ICPCSN_2022_paper_98.pdf","source":{"id":"https://openalex.org/S4377196284","display_name":"Open Research Online - ORO (The Open University)","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"listed_in":[],"host_organization":"https://openalex.org/I204136569","host_organization_name":"The Open University","host_organization_lineage":["https://openalex.org/I204136569"],"host_organization_lineage_names":[],"type":"repository"},"license":null,"license_id":null,"version":"acceptedVersion","is_accepted":true,"is_published":false,"raw_source_name":"","raw_type":"Conference or Workshop Item"},{"id":"pmh:oai:wrap.warwick.ac.uk:170525","doi":null,"is_oa":false,"landing_page_url":"https://wrap.warwick.ac.uk/170525/","pdf_url":null,"source":{"id":"https://openalex.org/S4306400665","display_name":"Warwick Research Archive Portal (University of Warwick)","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"listed_in":[],"host_organization":"https://openalex.org/I39555362","host_organization_name":"University of Warwick","host_organization_lineage":["https://openalex.org/I39555362"],"host_organization_lineage_names":[],"type":"repository"},"license":null,"license_id":null,"version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":"","raw_type":"Conference Item"}],"best_oa_location":null,"sustainable_development_goals":[{"display_name":"Quality education","score":0.9235000014305115,"id":"https://metadata.un.org/sdg/4"}],"study_designs":[],"awards":[],"funders":[],"has_content":{"grobid_xml":false,"pdf":false},"content_urls":null,"referenced_works_count":36,"referenced_works":["https://openalex.org/W349893698","https://openalex.org/W630470173","https://openalex.org/W2000711351","https://openalex.org/W2009929460","https://openalex.org/W2014906644","https://openalex.org/W2020143450","https://openalex.org/W2034342030","https://openalex.org/W2047900248","https://openalex.org/W2053938810","https://openalex.org/W2082227919","https://openalex.org/W2083352046","https://openalex.org/W2093880331","https://openalex.org/W2147222947","https://openalex.org/W2152338595","https://openalex.org/W2158002939","https://openalex.org/W2164777277","https://openalex.org/W2256830129","https://openalex.org/W2592147208","https://openalex.org/W2594018861","https://openalex.org/W2791401923","https://openalex.org/W2806577477","https://openalex.org/W2911994647","https://openalex.org/W2917318605","https://openalex.org/W2950745044","https://openalex.org/W2960040626","https://openalex.org/W2997702416","https://openalex.org/W3006930919","https://openalex.org/W3010648623","https://openalex.org/W3033831725","https://openalex.org/W3042383456","https://openalex.org/W3131488675","https://openalex.org/W4232909505","https://openalex.org/W4238743409","https://openalex.org/W4245456745","https://openalex.org/W4254977989","https://openalex.org/W4297957988"],"related_works":["https://openalex.org/W4405241315","https://openalex.org/W2911994647","https://openalex.org/W2957104100","https://openalex.org/W2950745044","https://openalex.org/W2298032215","https://openalex.org/W3033831725","https://openalex.org/W7169754586","https://openalex.org/W4396578672","https://openalex.org/W3113089437","https://openalex.org/W2962970460"],"abstract_inverted_index":null,"counts_by_year":[{"year":2026,"cited_by_count":7},{"year":2025,"cited_by_count":3},{"year":2024,"cited_by_count":2},{"year":2023,"cited_by_count":2}],"updated_date":"2026-11-12T12:28:57.059296","created_date":"2022-09-02T00:00:00"}