{"id":"https://openalex.org/W4296312542","doi":"https://doi.org/10.3390/bdcc6030099","title":"Triggers and Tweets: Implicit Aspect-Based Sentiment and Emotion Analysis of Community Chatter Relevant to Education Post-COVID-19","display_name":"Triggers and Tweets: Implicit Aspect-Based Sentiment and Emotion Analysis of Community Chatter Relevant to Education Post-COVID-19","publication_year":2022,"publication_date":"2022-09-16","ids":{"openalex":"https://openalex.org/W4296312542","doi":"https://doi.org/10.3390/bdcc6030099"},"language":"en","primary_location":{"id":"doi:10.3390/bdcc6030099","is_oa":true,"landing_page_url":"https://doi.org/10.3390/bdcc6030099","pdf_url":"https://www.mdpi.com/2504-2289/6/3/99/pdf?version=1663479578","source":{"id":"https://openalex.org/S4210238752","display_name":"Big Data and Cognitive Computing","issn_l":"2504-2289","issn":["2504-2289"],"is_oa":true,"is_in_doaj":true,"is_core":true,"host_organization":"https://openalex.org/P4310310987","host_organization_name":"Multidisciplinary Digital Publishing Institute","host_organization_lineage":["https://openalex.org/P4310310987"],"host_organization_lineage_names":["Multidisciplinary Digital Publishing Institute"],"type":"journal"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Big Data and Cognitive Computing","raw_type":"journal-article"},"type":"article","indexed_in":["crossref","doaj"],"open_access":{"is_oa":true,"oa_status":"gold","oa_url":"https://www.mdpi.com/2504-2289/6/3/99/pdf?version=1663479578","any_repository_has_fulltext":true},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5059210597","display_name":"Heba Ismail","orcid":"https://orcid.org/0000-0002-7891-9872"},"institutions":[{"id":"https://openalex.org/I117222138","display_name":"Abu Dhabi University","ror":"https://ror.org/01r3kjq03","country_code":"AE","type":"education","lineage":["https://openalex.org/I117222138"]}],"countries":["AE"],"is_corresponding":true,"raw_author_name":"Heba Ismail","raw_affiliation_strings":["College of Engineering, Abu Dhabi University, Abu Dhabi P.O. Box 59911, United Arab Emirates"],"raw_orcid":"https://orcid.org/0000-0002-7891-9872","affiliations":[{"raw_affiliation_string":"College of Engineering, Abu Dhabi University, Abu Dhabi P.O. Box 59911, United Arab Emirates","institution_ids":["https://openalex.org/I117222138"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5074885987","display_name":"Ashraf Khalil","orcid":"https://orcid.org/0000-0003-1584-8525"},"institutions":[{"id":"https://openalex.org/I91044093","display_name":"Zayed University","ror":"https://ror.org/03snqfa66","country_code":"AE","type":"education","lineage":["https://openalex.org/I91044093"]}],"countries":["AE"],"is_corresponding":false,"raw_author_name":"Ashraf Khalil","raw_affiliation_strings":["College of Technological Innovation, Zayed University, Abu Dhabi P.O. Box 144534, United Arab Emirates"],"raw_orcid":"https://orcid.org/0000-0003-1584-8525","affiliations":[{"raw_affiliation_string":"College of Technological Innovation, Zayed University, Abu Dhabi P.O. Box 144534, United Arab Emirates","institution_ids":["https://openalex.org/I91044093"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5004488361","display_name":"Nada Hussein","orcid":"https://orcid.org/0000-0002-8029-1455"},"institutions":[{"id":"https://openalex.org/I117222138","display_name":"Abu Dhabi University","ror":"https://ror.org/01r3kjq03","country_code":"AE","type":"education","lineage":["https://openalex.org/I117222138"]}],"countries":["AE"],"is_corresponding":false,"raw_author_name":"Nada Hussein","raw_affiliation_strings":["College of Engineering, Abu Dhabi University, Abu Dhabi P.O. Box 59911, United Arab Emirates"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"College of Engineering, Abu Dhabi University, Abu Dhabi P.O. Box 59911, United Arab Emirates","institution_ids":["https://openalex.org/I117222138"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5068040291","display_name":"Rawan Elabyad","orcid":null},"institutions":[{"id":"https://openalex.org/I117222138","display_name":"Abu Dhabi University","ror":"https://ror.org/01r3kjq03","country_code":"AE","type":"education","lineage":["https://openalex.org/I117222138"]}],"countries":["AE"],"is_corresponding":false,"raw_author_name":"Rawan Elabyad","raw_affiliation_strings":["College of Engineering, Abu Dhabi University, Abu Dhabi P.O. Box 59911, United Arab Emirates"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"College of Engineering, Abu Dhabi University, Abu Dhabi P.O. Box 59911, United Arab Emirates","institution_ids":["https://openalex.org/I117222138"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":4,"corresponding_author_ids":["https://openalex.org/A5059210597"],"corresponding_institution_ids":["https://openalex.org/I117222138"],"apc_list":{"value":1400,"currency":"CHF","value_usd":1515},"apc_paid":{"value":1400,"currency":"CHF","value_usd":1515},"fwci":2.7015,"has_fulltext":true,"cited_by_count":14,"citation_normalized_percentile":{"value":0.89880309,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":{"min":94,"max":98},"biblio":{"volume":"6","issue":"3","first_page":"99","last_page":"99"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T10168","display_name":"COVID-19 and Mental Health","score":0.996399998664856,"subfield":{"id":"https://openalex.org/subfields/3203","display_name":"Clinical 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/T10168","display_name":"COVID-19 and Mental Health","score":0.996399998664856,"subfield":{"id":"https://openalex.org/subfields/3203","display_name":"Clinical 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/T11711","display_name":"COVID-19 Pandemic Impacts","score":0.9560999870300293,"subfield":{"id":"https://openalex.org/subfields/2002","display_name":"Economics and Econometrics"},"field":{"id":"https://openalex.org/fields/20","display_name":"Economics, Econometrics and Finance"},"domain":{"id":"https://openalex.org/domains/2","display_name":"Social Sciences"}},{"id":"https://openalex.org/T14064","display_name":"Organizational and Employee Performance","score":0.9491000175476074,"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/sentiment-analysis","display_name":"Sentiment analysis","score":0.8026253581047058},{"id":"https://openalex.org/keywords/recall","display_name":"Recall","score":0.6797972321510315},{"id":"https://openalex.org/keywords/analytics","display_name":"Analytics","score":0.635320782661438},{"id":"https://openalex.org/keywords/social-media-analytics","display_name":"Social media analytics","score":0.6082141399383545},{"id":"https://openalex.org/keywords/classifier","display_name":"Classifier (UML)","score":0.6074855923652649},{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.597927987575531},{"id":"https://openalex.org/keywords/support-vector-machine","display_name":"Support vector machine","score":0.5524734258651733},{"id":"https://openalex.org/keywords/precision-and-recall","display_name":"Precision and recall","score":0.5474087595939636},{"id":"https://openalex.org/keywords/coronavirus-disease-2019","display_name":"Coronavirus disease 2019 (COVID-19)","score":0.511601984500885},{"id":"https://openalex.org/keywords/data-science","display_name":"Data science","score":0.5080938339233398},{"id":"https://openalex.org/keywords/feeling","display_name":"Feeling","score":0.475263774394989},{"id":"https://openalex.org/keywords/social-media","display_name":"Social media","score":0.45672518014907837},{"id":"https://openalex.org/keywords/process","display_name":"Process (computing)","score":0.42373746633529663},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.39241188764572144},{"id":"https://openalex.org/keywords/machine-learning","display_name":"Machine learning","score":0.34630078077316284},{"id":"https://openalex.org/keywords/psychology","display_name":"Psychology","score":0.3023560643196106},{"id":"https://openalex.org/keywords/world-wide-web","display_name":"World Wide Web","score":0.18300816416740417},{"id":"https://openalex.org/keywords/cognitive-psychology","display_name":"Cognitive psychology","score":0.1815611720085144},{"id":"https://openalex.org/keywords/social-psychology","display_name":"Social psychology","score":0.13156726956367493}],"concepts":[{"id":"https://openalex.org/C66402592","wikidata":"https://www.wikidata.org/wiki/Q2271421","display_name":"Sentiment analysis","level":2,"score":0.8026253581047058},{"id":"https://openalex.org/C100660578","wikidata":"https://www.wikidata.org/wiki/Q18733","display_name":"Recall","level":2,"score":0.6797972321510315},{"id":"https://openalex.org/C79158427","wikidata":"https://www.wikidata.org/wiki/Q485396","display_name":"Analytics","level":2,"score":0.635320782661438},{"id":"https://openalex.org/C2778729106","wikidata":"https://www.wikidata.org/wiki/Q1140126","display_name":"Social media analytics","level":3,"score":0.6082141399383545},{"id":"https://openalex.org/C95623464","wikidata":"https://www.wikidata.org/wiki/Q1096149","display_name":"Classifier (UML)","level":2,"score":0.6074855923652649},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.597927987575531},{"id":"https://openalex.org/C12267149","wikidata":"https://www.wikidata.org/wiki/Q282453","display_name":"Support vector machine","level":2,"score":0.5524734258651733},{"id":"https://openalex.org/C81669768","wikidata":"https://www.wikidata.org/wiki/Q2359161","display_name":"Precision and recall","level":2,"score":0.5474087595939636},{"id":"https://openalex.org/C3008058167","wikidata":"https://www.wikidata.org/wiki/Q84263196","display_name":"Coronavirus disease 2019 (COVID-19)","level":4,"score":0.511601984500885},{"id":"https://openalex.org/C2522767166","wikidata":"https://www.wikidata.org/wiki/Q2374463","display_name":"Data science","level":1,"score":0.5080938339233398},{"id":"https://openalex.org/C122980154","wikidata":"https://www.wikidata.org/wiki/Q205555","display_name":"Feeling","level":2,"score":0.475263774394989},{"id":"https://openalex.org/C518677369","wikidata":"https://www.wikidata.org/wiki/Q202833","display_name":"Social media","level":2,"score":0.45672518014907837},{"id":"https://openalex.org/C98045186","wikidata":"https://www.wikidata.org/wiki/Q205663","display_name":"Process (computing)","level":2,"score":0.42373746633529663},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.39241188764572144},{"id":"https://openalex.org/C119857082","wikidata":"https://www.wikidata.org/wiki/Q2539","display_name":"Machine learning","level":1,"score":0.34630078077316284},{"id":"https://openalex.org/C15744967","wikidata":"https://www.wikidata.org/wiki/Q9418","display_name":"Psychology","level":0,"score":0.3023560643196106},{"id":"https://openalex.org/C136764020","wikidata":"https://www.wikidata.org/wiki/Q466","display_name":"World Wide Web","level":1,"score":0.18300816416740417},{"id":"https://openalex.org/C180747234","wikidata":"https://www.wikidata.org/wiki/Q23373","display_name":"Cognitive psychology","level":1,"score":0.1815611720085144},{"id":"https://openalex.org/C77805123","wikidata":"https://www.wikidata.org/wiki/Q161272","display_name":"Social psychology","level":1,"score":0.13156726956367493},{"id":"https://openalex.org/C142724271","wikidata":"https://www.wikidata.org/wiki/Q7208","display_name":"Pathology","level":1,"score":0.0},{"id":"https://openalex.org/C71924100","wikidata":"https://www.wikidata.org/wiki/Q11190","display_name":"Medicine","level":0,"score":0.0},{"id":"https://openalex.org/C2779134260","wikidata":"https://www.wikidata.org/wiki/Q12136","display_name":"Disease","level":2,"score":0.0},{"id":"https://openalex.org/C524204448","wikidata":"https://www.wikidata.org/wiki/Q788926","display_name":"Infectious disease (medical specialty)","level":3,"score":0.0},{"id":"https://openalex.org/C111919701","wikidata":"https://www.wikidata.org/wiki/Q9135","display_name":"Operating system","level":1,"score":0.0}],"mesh":[],"locations_count":3,"locations":[{"id":"doi:10.3390/bdcc6030099","is_oa":true,"landing_page_url":"https://doi.org/10.3390/bdcc6030099","pdf_url":"https://www.mdpi.com/2504-2289/6/3/99/pdf?version=1663479578","source":{"id":"https://openalex.org/S4210238752","display_name":"Big Data and Cognitive Computing","issn_l":"2504-2289","issn":["2504-2289"],"is_oa":true,"is_in_doaj":true,"is_core":true,"host_organization":"https://openalex.org/P4310310987","host_organization_name":"Multidisciplinary Digital Publishing Institute","host_organization_lineage":["https://openalex.org/P4310310987"],"host_organization_lineage_names":["Multidisciplinary Digital Publishing Institute"],"type":"journal"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Big Data and Cognitive Computing","raw_type":"journal-article"},{"id":"pmh:oai:doaj.org/article:71d93d2589e44a06a6047f3f05a1c918","is_oa":true,"landing_page_url":"https://doaj.org/article/71d93d2589e44a06a6047f3f05a1c918","pdf_url":null,"source":{"id":"https://openalex.org/S4306401280","display_name":"DOAJ (DOAJ: Directory of Open Access Journals)","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"host_organization":null,"host_organization_name":null,"host_organization_lineage":[],"host_organization_lineage_names":[],"type":"repository"},"license":"cc-by-sa","license_id":"https://openalex.org/licenses/cc-by-sa","version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":"Big Data and Cognitive Computing, Vol 6, Iss 3, p 99 (2022)","raw_type":"article"},{"id":"pmh:oai:mdpi.com:/2504-2289/6/3/99/","is_oa":true,"landing_page_url":"https://dx.doi.org/10.3390/bdcc6030099","pdf_url":null,"source":{"id":"https://openalex.org/S4306400947","display_name":"MDPI (MDPI AG)","issn_l":null,"issn":null,"is_oa":true,"is_in_doaj":false,"is_core":false,"host_organization":"https://openalex.org/I4210097602","host_organization_name":"Multidisciplinary Digital Publishing Institute (Switzerland)","host_organization_lineage":["https://openalex.org/I4210097602"],"host_organization_lineage_names":[],"type":"repository"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":"Big Data and Cognitive Computing; Volume 6; Issue 3; Pages: 99","raw_type":"Text"}],"best_oa_location":{"id":"doi:10.3390/bdcc6030099","is_oa":true,"landing_page_url":"https://doi.org/10.3390/bdcc6030099","pdf_url":"https://www.mdpi.com/2504-2289/6/3/99/pdf?version=1663479578","source":{"id":"https://openalex.org/S4210238752","display_name":"Big Data and Cognitive Computing","issn_l":"2504-2289","issn":["2504-2289"],"is_oa":true,"is_in_doaj":true,"is_core":true,"host_organization":"https://openalex.org/P4310310987","host_organization_name":"Multidisciplinary Digital Publishing Institute","host_organization_lineage":["https://openalex.org/P4310310987"],"host_organization_lineage_names":["Multidisciplinary Digital Publishing Institute"],"type":"journal"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Big Data and Cognitive Computing","raw_type":"journal-article"},"sustainable_development_goals":[],"awards":[],"funders":[],"has_content":{"pdf":true,"grobid_xml":true},"content_urls":{"pdf":"https://content.openalex.org/works/W4296312542.pdf","grobid_xml":"https://content.openalex.org/works/W4296312542.grobid-xml"},"referenced_works_count":53,"referenced_works":["https://openalex.org/W2012397029","https://openalex.org/W2100163188","https://openalex.org/W2117283646","https://openalex.org/W2499581503","https://openalex.org/W2584056073","https://openalex.org/W2761073490","https://openalex.org/W2781812520","https://openalex.org/W2787322434","https://openalex.org/W2792682186","https://openalex.org/W2891575196","https://openalex.org/W2931896640","https://openalex.org/W2960680116","https://openalex.org/W3004758714","https://openalex.org/W3014513422","https://openalex.org/W3015931679","https://openalex.org/W3023192946","https://openalex.org/W3033454914","https://openalex.org/W3035269559","https://openalex.org/W3035915797","https://openalex.org/W3036966439","https://openalex.org/W3039868574","https://openalex.org/W3042389377","https://openalex.org/W3045484893","https://openalex.org/W3046636553","https://openalex.org/W3047517096","https://openalex.org/W3048314991","https://openalex.org/W3049547760","https://openalex.org/W3049561391","https://openalex.org/W3056980705","https://openalex.org/W3080085783","https://openalex.org/W3083948943","https://openalex.org/W3090848160","https://openalex.org/W3100424807","https://openalex.org/W3100868298","https://openalex.org/W3117516462","https://openalex.org/W3120523998","https://openalex.org/W3124004752","https://openalex.org/W3129318751","https://openalex.org/W3138862721","https://openalex.org/W3154556092","https://openalex.org/W3163113915","https://openalex.org/W3165459728","https://openalex.org/W3170743177","https://openalex.org/W3186947753","https://openalex.org/W3212997998","https://openalex.org/W4210924962","https://openalex.org/W4214882263","https://openalex.org/W4224287650","https://openalex.org/W4225484863","https://openalex.org/W6608233565","https://openalex.org/W6775909754","https://openalex.org/W6778936813","https://openalex.org/W6795349836"],"related_works":["https://openalex.org/W2358294942","https://openalex.org/W1440043730","https://openalex.org/W4232432449","https://openalex.org/W2752017774","https://openalex.org/W2252197266","https://openalex.org/W2770020120","https://openalex.org/W2309196980","https://openalex.org/W3095817971","https://openalex.org/W4386456676","https://openalex.org/W4200138770"],"abstract_inverted_index":{"This":[0],"research":[1,44],"proposes":[2],"a":[3,34],"well-being":[4,23],"analytical":[5],"framework":[6,14,69],"using":[7,200],"social":[8],"media":[9],"chatter":[10,72],"data.":[11],"The":[12,67,100,143],"proposed":[13,68],"infers":[15],"analytics":[16,102,206],"and":[17,28,37,55,63,84,90,108,121,128,134,138,167,190],"provides":[18],"insights":[19,114],"into":[20],"the":[21,30,48,58,76,82,87,119,124,130,136,141,151,172,205,211,215,222],"public\u2019s":[22],"relevant":[24,74],"to":[25,46,75,110,117],"education":[26,77,216],"throughout":[27],"post":[29],"COVID-19":[31,202],"pandemic":[32,137],"through":[33,97],"comprehensive":[35,113],"Emotion":[36],"Aspect-based":[38],"Sentiment":[39],"Analysis":[40],"(ABSA).":[41],"Moreover,":[42,171],"this":[43],"aims":[45],"examine":[47],"variability":[49],"in":[50,123,160,180],"emotions":[51],"of":[52,162,169,182,188,192],"students,":[53],"parents,":[54],"faculty":[56],"toward":[57,140],"e-learning":[59],"process":[60,132,217],"over":[61],"time":[62,109],"across":[64],"different":[65],"locations.":[66],"curates":[70],"Twitter":[71],"data":[73],"sector,":[78],"identifies":[79,86],"tweets":[80],"with":[81,94,210],"sentiment,":[83],"then":[85,104],"exact":[88],"emotion":[89,147],"emotional":[91],"triggers":[92],"associated":[93],"those":[95],"feelings":[96],"implicit":[98],"ABSA.":[99],"produced":[101],"are":[103],"factored":[105],"by":[106],"location":[107],"provide":[111],"more":[112],"that":[115,150,218],"aim":[116],"assist":[118],"decision-makers":[120],"personnel":[122],"educational":[125,131],"sector":[126],"enhance":[127],"adapt":[129],"during":[133,221],"following":[135],"looking":[139],"future.":[142],"experimental":[144],"results":[145],"for":[146,194],"classification":[148],"show":[149,207],"Linear":[152],"Support":[153],"Vector":[154],"Classifier":[155],"(SVC)":[156],"outperformed":[157,176],"other":[158,178],"classifiers":[159,179],"terms":[161,181],"overall":[163,183],"accuracy,":[164,184],"precision,":[165],"recall,":[166,185],"F-measure":[168,187],"91%.":[170],"Logistic":[173],"Regression":[174],"classifier":[175],"all":[177],"an":[186],"81%,":[189],"precision":[191],"83%":[193],"aspect":[195],"classification.":[196],"In":[197],"online":[198],"experiments":[199],"UAE":[201],"education-related":[203],"data,":[204],"high":[208],"relevance":[209],"public":[212],"concerns":[213],"around":[214],"were":[219],"reported":[220],"experiment\u2019s":[223],"timeframe.":[224]},"counts_by_year":[{"year":2025,"cited_by_count":2},{"year":2024,"cited_by_count":4},{"year":2023,"cited_by_count":6},{"year":2022,"cited_by_count":2}],"updated_date":"2026-05-21T06:26:12.895304","created_date":"2025-10-10T00:00:00"}
