{"id":"https://openalex.org/W4214608365","doi":"https://doi.org/10.3390/fi14030076","title":"Forecasting Students Dropout: A UTAD University Study","display_name":"Forecasting Students Dropout: A UTAD University Study","publication_year":2022,"publication_date":"2022-02-28","ids":{"openalex":"https://openalex.org/W4214608365","doi":"https://doi.org/10.3390/fi14030076"},"language":"en","primary_location":{"id":"doi:10.3390/fi14030076","is_oa":true,"landing_page_url":"https://doi.org/10.3390/fi14030076","pdf_url":"https://www.mdpi.com/1999-5903/14/3/76/pdf?version=1646043637","source":{"id":"https://openalex.org/S34838331","display_name":"Future Internet","issn_l":"1999-5903","issn":["1999-5903"],"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":"Future Internet","raw_type":"journal-article"},"type":"article","indexed_in":["crossref","doaj"],"open_access":{"is_oa":true,"oa_status":"gold","oa_url":"https://www.mdpi.com/1999-5903/14/3/76/pdf?version=1646043637","any_repository_has_fulltext":false},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5024380416","display_name":"Diogo E. Moreira da Silva","orcid":"https://orcid.org/0000-0002-4236-545X"},"institutions":[{"id":"https://openalex.org/I155381812","display_name":"University of Tr\u00e1s-os-Montes and Alto Douro","ror":"https://ror.org/03qc8vh97","country_code":"PT","type":"education","lineage":["https://openalex.org/I155381812"]}],"countries":["PT"],"is_corresponding":false,"raw_author_name":"Diogo E. Moreira da Silva","raw_affiliation_strings":["ECT\u2013UTAD Escola de Ci\u00eancias e Tecnologia, Universidade de Tr\u00e1s-os-Montes e Alto Douro, 5000-811 Vila Real, Portugal"],"raw_orcid":"https://orcid.org/0000-0002-4236-545X","affiliations":[{"raw_affiliation_string":"ECT\u2013UTAD Escola de Ci\u00eancias e Tecnologia, Universidade de Tr\u00e1s-os-Montes e Alto Douro, 5000-811 Vila Real, Portugal","institution_ids":["https://openalex.org/I155381812"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5009707287","display_name":"E. J. Solteiro Pires","orcid":"https://orcid.org/0000-0003-3224-4926"},"institutions":[{"id":"https://openalex.org/I121345201","display_name":"Instituto de Engenharia de Sistemas e Computadores Investiga\u00e7\u00e3o e Desenvolvimento","ror":"https://ror.org/04mqy3p58","country_code":"PT","type":"nonprofit","lineage":["https://openalex.org/I121345201","https://openalex.org/I4210125590"]},{"id":"https://openalex.org/I155381812","display_name":"University of Tr\u00e1s-os-Montes and Alto Douro","ror":"https://ror.org/03qc8vh97","country_code":"PT","type":"education","lineage":["https://openalex.org/I155381812"]},{"id":"https://openalex.org/I4210166615","display_name":"INESC TEC","ror":"https://ror.org/05fa8ka61","country_code":"PT","type":"nonprofit","lineage":["https://openalex.org/I4210125590","https://openalex.org/I4210166615"]}],"countries":["PT"],"is_corresponding":false,"raw_author_name":"Eduardo J. Solteiro Pires","raw_affiliation_strings":["ECT\u2013UTAD Escola de Ci\u00eancias e Tecnologia, Universidade de Tr\u00e1s-os-Montes e Alto Douro, 5000-811 Vila Real, Portugal","INESC TEC\u2014INESC Technology and Science (UTAD Pole), 5001-801 Vila Real, Portugal"],"raw_orcid":"https://orcid.org/0000-0003-3224-4926","affiliations":[{"raw_affiliation_string":"ECT\u2013UTAD Escola de Ci\u00eancias e Tecnologia, Universidade de Tr\u00e1s-os-Montes e Alto Douro, 5000-811 Vila Real, Portugal","institution_ids":["https://openalex.org/I155381812"]},{"raw_affiliation_string":"INESC TEC\u2014INESC Technology and Science (UTAD Pole), 5001-801 Vila Real, Portugal","institution_ids":["https://openalex.org/I121345201","https://openalex.org/I4210166615"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5012200138","display_name":"Ars\u00e9nio Reis","orcid":"https://orcid.org/0000-0002-9818-7090"},"institutions":[{"id":"https://openalex.org/I121345201","display_name":"Instituto de Engenharia de Sistemas e Computadores Investiga\u00e7\u00e3o e Desenvolvimento","ror":"https://ror.org/04mqy3p58","country_code":"PT","type":"nonprofit","lineage":["https://openalex.org/I121345201","https://openalex.org/I4210125590"]},{"id":"https://openalex.org/I155381812","display_name":"University of Tr\u00e1s-os-Montes and Alto Douro","ror":"https://ror.org/03qc8vh97","country_code":"PT","type":"education","lineage":["https://openalex.org/I155381812"]},{"id":"https://openalex.org/I4210166615","display_name":"INESC TEC","ror":"https://ror.org/05fa8ka61","country_code":"PT","type":"nonprofit","lineage":["https://openalex.org/I4210125590","https://openalex.org/I4210166615"]}],"countries":["PT"],"is_corresponding":true,"raw_author_name":"Ars\u00e9nio Reis","raw_affiliation_strings":["ECT\u2013UTAD Escola de Ci\u00eancias e Tecnologia, Universidade de Tr\u00e1s-os-Montes e Alto Douro, 5000-811 Vila Real, Portugal","INESC TEC\u2014INESC Technology and Science (UTAD Pole), 5001-801 Vila Real, Portugal"],"raw_orcid":"https://orcid.org/0000-0002-9818-7090","affiliations":[{"raw_affiliation_string":"ECT\u2013UTAD Escola de Ci\u00eancias e Tecnologia, Universidade de Tr\u00e1s-os-Montes e Alto Douro, 5000-811 Vila Real, Portugal","institution_ids":["https://openalex.org/I155381812"]},{"raw_affiliation_string":"INESC TEC\u2014INESC Technology and Science (UTAD Pole), 5001-801 Vila Real, Portugal","institution_ids":["https://openalex.org/I121345201","https://openalex.org/I4210166615"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5004386406","display_name":"Paulo Moura Oliveira","orcid":"https://orcid.org/0000-0003-4283-1243"},"institutions":[{"id":"https://openalex.org/I121345201","display_name":"Instituto de Engenharia de Sistemas e Computadores Investiga\u00e7\u00e3o e Desenvolvimento","ror":"https://ror.org/04mqy3p58","country_code":"PT","type":"nonprofit","lineage":["https://openalex.org/I121345201","https://openalex.org/I4210125590"]},{"id":"https://openalex.org/I155381812","display_name":"University of Tr\u00e1s-os-Montes and Alto Douro","ror":"https://ror.org/03qc8vh97","country_code":"PT","type":"education","lineage":["https://openalex.org/I155381812"]},{"id":"https://openalex.org/I4210166615","display_name":"INESC TEC","ror":"https://ror.org/05fa8ka61","country_code":"PT","type":"nonprofit","lineage":["https://openalex.org/I4210125590","https://openalex.org/I4210166615"]}],"countries":["PT"],"is_corresponding":false,"raw_author_name":"Paulo B. de Moura Oliveira","raw_affiliation_strings":["ECT\u2013UTAD Escola de Ci\u00eancias e Tecnologia, Universidade de Tr\u00e1s-os-Montes e Alto Douro, 5000-811 Vila Real, Portugal","INESC TEC\u2014INESC Technology and Science (UTAD Pole), 5001-801 Vila Real, Portugal"],"raw_orcid":"https://orcid.org/0000-0003-4283-1243","affiliations":[{"raw_affiliation_string":"ECT\u2013UTAD Escola de Ci\u00eancias e Tecnologia, Universidade de Tr\u00e1s-os-Montes e Alto Douro, 5000-811 Vila Real, Portugal","institution_ids":["https://openalex.org/I155381812"]},{"raw_affiliation_string":"INESC TEC\u2014INESC Technology and Science (UTAD Pole), 5001-801 Vila Real, Portugal","institution_ids":["https://openalex.org/I121345201","https://openalex.org/I4210166615"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5078919198","display_name":"Jo\u00e3o Barroso","orcid":"https://orcid.org/0000-0003-4847-5104"},"institutions":[{"id":"https://openalex.org/I121345201","display_name":"Instituto de Engenharia de Sistemas e Computadores Investiga\u00e7\u00e3o e Desenvolvimento","ror":"https://ror.org/04mqy3p58","country_code":"PT","type":"nonprofit","lineage":["https://openalex.org/I121345201","https://openalex.org/I4210125590"]},{"id":"https://openalex.org/I155381812","display_name":"University of Tr\u00e1s-os-Montes and Alto Douro","ror":"https://ror.org/03qc8vh97","country_code":"PT","type":"education","lineage":["https://openalex.org/I155381812"]},{"id":"https://openalex.org/I4210166615","display_name":"INESC TEC","ror":"https://ror.org/05fa8ka61","country_code":"PT","type":"nonprofit","lineage":["https://openalex.org/I4210125590","https://openalex.org/I4210166615"]}],"countries":["PT"],"is_corresponding":false,"raw_author_name":"Jo\u00e3o Barroso","raw_affiliation_strings":["ECT\u2013UTAD Escola de Ci\u00eancias e Tecnologia, Universidade de Tr\u00e1s-os-Montes e Alto Douro, 5000-811 Vila Real, Portugal","INESC TEC\u2014INESC Technology and Science (UTAD Pole), 5001-801 Vila Real, Portugal"],"raw_orcid":"https://orcid.org/0000-0003-4847-5104","affiliations":[{"raw_affiliation_string":"ECT\u2013UTAD Escola de Ci\u00eancias e Tecnologia, Universidade de Tr\u00e1s-os-Montes e Alto Douro, 5000-811 Vila Real, Portugal","institution_ids":["https://openalex.org/I155381812"]},{"raw_affiliation_string":"INESC TEC\u2014INESC Technology and Science (UTAD Pole), 5001-801 Vila Real, Portugal","institution_ids":["https://openalex.org/I121345201","https://openalex.org/I4210166615"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":3,"corresponding_author_ids":["https://openalex.org/A5012200138"],"corresponding_institution_ids":["https://openalex.org/I121345201","https://openalex.org/I155381812","https://openalex.org/I4210166615"],"apc_list":{"value":1400,"currency":"CHF","value_usd":1466},"apc_paid":{"value":1400,"currency":"CHF","value_usd":1466},"fwci":5.4222,"has_fulltext":true,"cited_by_count":33,"citation_normalized_percentile":{"value":0.9577475,"is_in_top_1_percent":false,"is_in_top_10_percent":true},"cited_by_percentile_year":{"min":89,"max":99},"biblio":{"volume":"14","issue":"3","first_page":"76","last_page":"76"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T11122","display_name":"Online Learning and Analytics","score":0.9932000041007996,"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":0.9932000041007996,"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/T11512","display_name":"Anomaly Detection Techniques and Applications","score":0.9318000078201294,"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/dropout","display_name":"Dropout (neural networks)","score":0.9326810836791992},{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.7489014863967896},{"id":"https://openalex.org/keywords/drop-out","display_name":"Drop out","score":0.5778322815895081},{"id":"https://openalex.org/keywords/machine-learning","display_name":"Machine learning","score":0.573218822479248},{"id":"https://openalex.org/keywords/feature-engineering","display_name":"Feature engineering","score":0.5186033248901367},{"id":"https://openalex.org/keywords/permutation","display_name":"Permutation (music)","score":0.5060355067253113},{"id":"https://openalex.org/keywords/feature","display_name":"Feature (linguistics)","score":0.4672040343284607},{"id":"https://openalex.org/keywords/set","display_name":"Set (abstract data type)","score":0.4532904624938965},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.4471566379070282},{"id":"https://openalex.org/keywords/data-set","display_name":"Data set","score":0.4308518171310425},{"id":"https://openalex.org/keywords/mathematics-education","display_name":"Mathematics education","score":0.36737489700317383},{"id":"https://openalex.org/keywords/deep-learning","display_name":"Deep learning","score":0.12766972184181213},{"id":"https://openalex.org/keywords/mathematics","display_name":"Mathematics","score":0.11564990878105164}],"concepts":[{"id":"https://openalex.org/C2776145597","wikidata":"https://www.wikidata.org/wiki/Q25339462","display_name":"Dropout (neural networks)","level":2,"score":0.9326810836791992},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.7489014863967896},{"id":"https://openalex.org/C2984949393","wikidata":"https://www.wikidata.org/wiki/Q1260241","display_name":"Drop out","level":2,"score":0.5778322815895081},{"id":"https://openalex.org/C119857082","wikidata":"https://www.wikidata.org/wiki/Q2539","display_name":"Machine learning","level":1,"score":0.573218822479248},{"id":"https://openalex.org/C2778827112","wikidata":"https://www.wikidata.org/wiki/Q22245680","display_name":"Feature engineering","level":3,"score":0.5186033248901367},{"id":"https://openalex.org/C21308566","wikidata":"https://www.wikidata.org/wiki/Q7169365","display_name":"Permutation (music)","level":2,"score":0.5060355067253113},{"id":"https://openalex.org/C2776401178","wikidata":"https://www.wikidata.org/wiki/Q12050496","display_name":"Feature (linguistics)","level":2,"score":0.4672040343284607},{"id":"https://openalex.org/C177264268","wikidata":"https://www.wikidata.org/wiki/Q1514741","display_name":"Set (abstract data type)","level":2,"score":0.4532904624938965},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.4471566379070282},{"id":"https://openalex.org/C58489278","wikidata":"https://www.wikidata.org/wiki/Q1172284","display_name":"Data set","level":2,"score":0.4308518171310425},{"id":"https://openalex.org/C145420912","wikidata":"https://www.wikidata.org/wiki/Q853077","display_name":"Mathematics education","level":1,"score":0.36737489700317383},{"id":"https://openalex.org/C108583219","wikidata":"https://www.wikidata.org/wiki/Q197536","display_name":"Deep learning","level":2,"score":0.12766972184181213},{"id":"https://openalex.org/C33923547","wikidata":"https://www.wikidata.org/wiki/Q395","display_name":"Mathematics","level":0,"score":0.11564990878105164},{"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/C121332964","wikidata":"https://www.wikidata.org/wiki/Q413","display_name":"Physics","level":0,"score":0.0},{"id":"https://openalex.org/C138885662","wikidata":"https://www.wikidata.org/wiki/Q5891","display_name":"Philosophy","level":0,"score":0.0},{"id":"https://openalex.org/C4249254","wikidata":"https://www.wikidata.org/wiki/Q3044431","display_name":"Demographic economics","level":1,"score":0.0},{"id":"https://openalex.org/C162324750","wikidata":"https://www.wikidata.org/wiki/Q8134","display_name":"Economics","level":0,"score":0.0},{"id":"https://openalex.org/C24890656","wikidata":"https://www.wikidata.org/wiki/Q82811","display_name":"Acoustics","level":1,"score":0.0},{"id":"https://openalex.org/C41895202","wikidata":"https://www.wikidata.org/wiki/Q8162","display_name":"Linguistics","level":1,"score":0.0}],"mesh":[],"locations_count":3,"locations":[{"id":"doi:10.3390/fi14030076","is_oa":true,"landing_page_url":"https://doi.org/10.3390/fi14030076","pdf_url":"https://www.mdpi.com/1999-5903/14/3/76/pdf?version=1646043637","source":{"id":"https://openalex.org/S34838331","display_name":"Future Internet","issn_l":"1999-5903","issn":["1999-5903"],"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":"Future Internet","raw_type":"journal-article"},{"id":"pmh:oai:RePEc:gam:jftint:v:14:y:2022:i:3:p:76-:d:760686","is_oa":false,"landing_page_url":"https://www.mdpi.com/1999-5903/14/3/76/","pdf_url":null,"source":{"id":"https://openalex.org/S4306401271","display_name":"RePEc: Research Papers in Economics","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"host_organization":"https://openalex.org/I77793887","host_organization_name":"Federal Reserve Bank of St. Louis","host_organization_lineage":["https://openalex.org/I77793887"],"host_organization_lineage_names":[],"type":"repository"},"license":null,"license_id":null,"version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":null,"raw_type":"article"},{"id":"pmh:oai:doaj.org/article:5ed6db9067694b28b7f2990cfd7eccbe","is_oa":false,"landing_page_url":"https://doaj.org/article/5ed6db9067694b28b7f2990cfd7eccbe","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":null,"license_id":null,"version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":"Future Internet, Vol 14, Iss 3, p 76 (2022)","raw_type":"article"}],"best_oa_location":{"id":"doi:10.3390/fi14030076","is_oa":true,"landing_page_url":"https://doi.org/10.3390/fi14030076","pdf_url":"https://www.mdpi.com/1999-5903/14/3/76/pdf?version=1646043637","source":{"id":"https://openalex.org/S34838331","display_name":"Future Internet","issn_l":"1999-5903","issn":["1999-5903"],"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":"Future Internet","raw_type":"journal-article"},"sustainable_development_goals":[],"awards":[],"funders":[],"has_content":{"grobid_xml":true,"pdf":true},"content_urls":{"pdf":"https://content.openalex.org/works/W4214608365.pdf","grobid_xml":"https://content.openalex.org/works/W4214608365.grobid-xml"},"referenced_works_count":25,"referenced_works":["https://openalex.org/W1534477342","https://openalex.org/W1965848727","https://openalex.org/W2035549557","https://openalex.org/W2088794999","https://openalex.org/W2118978333","https://openalex.org/W2238013688","https://openalex.org/W2295598076","https://openalex.org/W2557795582","https://openalex.org/W2783032002","https://openalex.org/W2901400593","https://openalex.org/W2901680763","https://openalex.org/W2911964244","https://openalex.org/W2936400010","https://openalex.org/W2949458503","https://openalex.org/W2964663964","https://openalex.org/W2967938568","https://openalex.org/W3012403260","https://openalex.org/W3035383124","https://openalex.org/W3090572406","https://openalex.org/W3175302149","https://openalex.org/W3203763991","https://openalex.org/W3209670306","https://openalex.org/W3213316413","https://openalex.org/W4241005218","https://openalex.org/W6690128647"],"related_works":["https://openalex.org/W2783917878","https://openalex.org/W2058575413","https://openalex.org/W3161635404","https://openalex.org/W3094219133","https://openalex.org/W2992630927","https://openalex.org/W1480756546","https://openalex.org/W1543794443","https://openalex.org/W2114414302","https://openalex.org/W2979226657","https://openalex.org/W3205604289"],"abstract_inverted_index":{"In":[0,106],"Portugal,":[1],"the":[2,12,23,38,43,66,71,101,107,114,130,149],"dropout":[3,40],"rate":[4,19],"of":[5,25,58,146],"university":[6],"courses":[7],"is":[8],"around":[9],"29%.":[10],"Understanding":[11],"reasons":[13],"behind":[14],"such":[15],"a":[16],"high":[17],"desertion":[18],"can":[20],"drastically":[21],"improve":[22],"success":[24],"students":[26,60,84],"and":[27,53,126],"universities.":[28],"This":[29],"work":[30],"applies":[31],"existing":[32,91],"data":[33,96],"mining":[34],"techniques":[35,50],"to":[36,82,112,128,133],"predict":[37,113,134],"academic":[39,44,135],"mainly":[41],"using":[42,90,100],"grades.":[45],"Four":[46],"different":[47],"machine":[48,120],"learning":[49,121],"are":[51],"presented":[52],"analyzed.":[54],"The":[55,79,93,137],"dataset":[56],"consists":[57],"331":[59],"who":[61,85],"were":[62,98,116,124],"previously":[63],"enrolled":[64],"in":[65,148],"Computer":[67],"Engineering":[68],"degree":[69],"at":[70],"Universidade":[72],"de":[73],"Tr\u00e1s-os-Montes":[74],"e":[75],"Alto":[76],"Douro":[77],"(UTAD).":[78],"study":[80],"aims":[81],"detect":[83],"may":[86],"prematurely":[87],"drop":[88],"out":[89],"methods.":[92],"most":[94],"relevant":[95],"features":[97],"identified":[99],"Permutation":[102],"Feature":[103],"Importance":[104],"technique.":[105],"second":[108],"phase,":[109],"several":[110],"methods":[111,138],"dropouts":[115],"applied.":[117],"Then,":[118],"each":[119],"technique\u2019s":[122],"results":[123],"displayed":[125],"compared":[127],"select":[129],"best":[131],"approach":[132],"dropout.":[136],"used":[139],"achieved":[140],"good":[141],"results,":[142],"reaching":[143],"an":[144],"F1-Score":[145],"81%":[147],"final":[150],"test":[151],"set,":[152],"concluding":[153],"that":[154],"students\u2019":[155],"marks":[156],"somehow":[157],"incorporate":[158],"their":[159],"living":[160],"conditions.":[161]},"counts_by_year":[{"year":2026,"cited_by_count":7},{"year":2025,"cited_by_count":7},{"year":2024,"cited_by_count":7},{"year":2023,"cited_by_count":11},{"year":2022,"cited_by_count":1}],"updated_date":"2026-08-28T12:50:07.497085","created_date":"2025-10-10T00:00:00"}
