{"id":"https://openalex.org/W7223679302","doi":"https://doi.org/10.1108/gs-05-2026-0149","title":"A hybrid approach to evaluating mental health indicators and predicting student mental health risk","display_name":"A hybrid approach to evaluating mental health indicators and predicting student mental health risk","publication_year":2026,"publication_date":"2026-10-26","ids":{"openalex":"https://openalex.org/W7223679302","doi":"https://doi.org/10.1108/gs-05-2026-0149"},"language":"en","primary_location":{"id":"doi:10.1108/gs-05-2026-0149","doi":"https://doi.org/10.1108/gs-05-2026-0149","is_oa":false,"landing_page_url":"https://doi.org/10.1108/gs-05-2026-0149","pdf_url":null,"source":{"id":"https://openalex.org/S4210188239","display_name":"Grey Systems Theory and Application","issn_l":"2043-9377","issn":["2043-9377","2043-9385"],"is_oa":false,"is_in_doaj":false,"is_core":true,"listed_in":["cwts-core","dongbi-c","poland-70","russia-white-list-2"],"host_organization":"https://openalex.org/P4310319811","host_organization_name":"Emerald Publishing Limited","host_organization_lineage":["https://openalex.org/P4310319811"],"host_organization_lineage_names":["Emerald Publishing Limited"],"type":"journal"},"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Grey Systems: Theory and Application","raw_type":"journal-article"},"volume":null,"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/A5020126549","display_name":"Emine Rumeysa KOCAER","orcid":"https://orcid.org/0000-0002-1822-7540","observed_orcids":["https://orcid.org/0000-0002-1822-7540"]},"institutions":[{"id":"https://openalex.org/I175124709","display_name":"S\u00fcleyman Demirel \u00dcniversitesi","ror":"https://ror.org/04fjtte88","country_code":"TR","type":"education","lineage":["https://openalex.org/I175124709"]},{"id":"https://openalex.org/I4210120897","display_name":"Suleyman Demirel University","ror":"https://ror.org/02s8x5a25","country_code":"KZ","type":"education","lineage":["https://openalex.org/I4210120897"]}],"countries":["KZ","TR"],"is_corresponding":true,"raw_author_name":"Emine Rumeysa Atmaca","raw_affiliation_strings":["Suleyman Demirel University Department of Industrial Engineering, , ,"],"raw_orcid":"https://orcid.org/0000-0002-1822-7540","affiliations":[{"raw_affiliation_string":"Suleyman Demirel University Department of Industrial Engineering, , ,","institution_ids":["https://openalex.org/I175124709","https://openalex.org/I4210120897"]}]}],"institutions":[],"countries_distinct_count":2,"institutions_distinct_count":2,"corresponding_author_ids":["https://openalex.org/A5020126549"],"corresponding_institution_ids":["https://openalex.org/I175124709","https://openalex.org/I4210120897"],"apc_list":null,"apc_paid":null,"fwci":0.0,"has_fulltext":false,"cited_by_count":0,"citation_normalized_percentile":{"value":0.93562262,"is_in_top_1_percent":false,"is_in_top_10_percent":true},"cited_by_percentile_year":null,"biblio":{"volume":null,"issue":null,"first_page":"1","last_page":"19"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T14085","display_name":"Student Stress and Coping","score":0.6845999956130981,"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/T14085","display_name":"Student Stress and Coping","score":0.6845999956130981,"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/T14313","display_name":"Health and Well-being Studies","score":0.11909999698400497,"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/T11122","display_name":"Online Learning and Analytics","score":0.031099999323487282,"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"}}],"keywords":[{"id":"https://openalex.org/keywords/student-mental-health","display_name":"student mental health","score":0.8169999718666077},{"id":"https://openalex.org/keywords/mental-health-risk-prediction","display_name":"mental health risk prediction","score":0.9539999961853027},{"id":"https://openalex.org/keywords/academic-achievement","display_name":"academic performance","score":0.843999981880188},{"id":"https://openalex.org/keywords/grade-point-average","display_name":"grade point average","score":0.9449999928474426},{"id":"https://openalex.org/keywords/anxiety","display_name":"anxiety","score":0.8349999785423279},{"id":"https://openalex.org/keywords/depression","display_name":"depression","score":1.0},{"id":"https://openalex.org/keywords/stress","display_name":"stress","score":0.9259999990463257},{"id":"https://openalex.org/keywords/sleep-quality","display_name":"sleep quality","score":0.8610000014305115},{"id":"https://openalex.org/keywords/diet-quality","display_name":"diet quality","score":0.9789999723434448},{"id":"https://openalex.org/keywords/well-being","display_name":"well-being","score":0.5839999914169312},{"id":"https://openalex.org/keywords/human-factors","display_name":"human factors","score":0.8830000162124634},{"id":"https://openalex.org/keywords/grey-relational-analysis","display_name":"grey relational analysis","score":0.8259999752044678},{"id":"https://openalex.org/keywords/machine-learning-classification","display_name":"machine learning classification","score":0.8730000257492065},{"id":"https://openalex.org/keywords/adaboost","display_name":"AdaBoost","score":0.7850000262260437},{"id":"https://openalex.org/keywords/college-students","display_name":"university students","score":0.8820000290870667}],"concepts":[{"id":"https://openalex.org/C134362201","wikidata":"https://www.wikidata.org/wiki/Q317309","display_name":"Mental health","level":2,"score":0.6845999956130981},{"id":"https://openalex.org/C15744967","wikidata":"https://www.wikidata.org/wiki/Q9418","display_name":"Psychology","level":0,"score":0.5906999707221985},{"id":"https://openalex.org/C70410870","wikidata":"https://www.wikidata.org/wiki/Q199906","display_name":"Clinical psychology","level":1,"score":0.4729999899864197},{"id":"https://openalex.org/C165957694","wikidata":"https://www.wikidata.org/wiki/Q5421350","display_name":"Exploratory factor analysis","level":3,"score":0.44769999384880066},{"id":"https://openalex.org/C97931131","wikidata":"https://www.wikidata.org/wiki/Q5282087","display_name":"Discriminative model","level":2,"score":0.41130000352859497},{"id":"https://openalex.org/C141404830","wikidata":"https://www.wikidata.org/wiki/Q2823869","display_name":"AdaBoost","level":3,"score":0.3968999981880188},{"id":"https://openalex.org/C75630572","wikidata":"https://www.wikidata.org/wiki/Q538904","display_name":"Applied psychology","level":1,"score":0.38940000534057617},{"id":"https://openalex.org/C2776867660","wikidata":"https://www.wikidata.org/wiki/Q1814941","display_name":"Depression (economics)","level":2,"score":0.375900000333786},{"id":"https://openalex.org/C2779545769","wikidata":"https://www.wikidata.org/wiki/Q5135364","display_name":"Closeness","level":2,"score":0.37380000948905945},{"id":"https://openalex.org/C119857082","wikidata":"https://www.wikidata.org/wiki/Q2539","display_name":"Machine learning","level":1,"score":0.3693999946117401},{"id":"https://openalex.org/C85973986","wikidata":"https://www.wikidata.org/wiki/Q1091731","display_name":"Exploratory research","level":2,"score":0.3296000063419342},{"id":"https://openalex.org/C158154518","wikidata":"https://www.wikidata.org/wiki/Q7310970","display_name":"Relevance (law)","level":2,"score":0.3224000036716461},{"id":"https://openalex.org/C64734493","wikidata":"https://www.wikidata.org/wiki/Q5608296","display_name":"Grey relational analysis","level":2,"score":0.3197000026702881},{"id":"https://openalex.org/C142853389","wikidata":"https://www.wikidata.org/wiki/Q744778","display_name":"Association (psychology)","level":2,"score":0.3075999915599823},{"id":"https://openalex.org/C55078378","wikidata":"https://www.wikidata.org/wiki/Q1136628","display_name":"Pearson product-moment correlation coefficient","level":2,"score":0.2994000017642975},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.2992999851703644},{"id":"https://openalex.org/C558461103","wikidata":"https://www.wikidata.org/wiki/Q154430","display_name":"Anxiety","level":2,"score":0.29760000109672546},{"id":"https://openalex.org/C186370098","wikidata":"https://www.wikidata.org/wiki/Q442787","display_name":"Energy (signal processing)","level":2,"score":0.2906999886035919},{"id":"https://openalex.org/C2777267654","wikidata":"https://www.wikidata.org/wiki/Q3519023","display_name":"Test (biology)","level":2,"score":0.2847999930381775},{"id":"https://openalex.org/C50440223","wikidata":"https://www.wikidata.org/wiki/Q1475848","display_name":"Risk factor","level":2,"score":0.2782999873161316},{"id":"https://openalex.org/C204017024","wikidata":"https://www.wikidata.org/wiki/Q485446","display_name":"Optimism","level":2,"score":0.26440000534057617},{"id":"https://openalex.org/C117220453","wikidata":"https://www.wikidata.org/wiki/Q5172842","display_name":"Correlation","level":2,"score":0.257999986410141},{"id":"https://openalex.org/C2780801425","wikidata":"https://www.wikidata.org/wiki/Q5164392","display_name":"Construct (python library)","level":2,"score":0.2574999928474426},{"id":"https://openalex.org/C168563851","wikidata":"https://www.wikidata.org/wiki/Q1436668","display_name":"Randomized controlled trial","level":2,"score":0.25209999084472656},{"id":"https://openalex.org/C27415008","wikidata":"https://www.wikidata.org/wiki/Q7256382","display_name":"Psychological intervention","level":2,"score":0.25040000677108765}],"mesh":[],"locations_count":1,"locations":[{"id":"doi:10.1108/gs-05-2026-0149","doi":"https://doi.org/10.1108/gs-05-2026-0149","is_oa":false,"landing_page_url":"https://doi.org/10.1108/gs-05-2026-0149","pdf_url":null,"source":{"id":"https://openalex.org/S4210188239","display_name":"Grey Systems Theory and Application","issn_l":"2043-9377","issn":["2043-9377","2043-9385"],"is_oa":false,"is_in_doaj":false,"is_core":true,"listed_in":["cwts-core","dongbi-c","poland-70","russia-white-list-2"],"host_organization":"https://openalex.org/P4310319811","host_organization_name":"Emerald Publishing Limited","host_organization_lineage":["https://openalex.org/P4310319811"],"host_organization_lineage_names":["Emerald Publishing Limited"],"type":"journal"},"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Grey Systems: Theory and Application","raw_type":"journal-article"}],"best_oa_location":null,"sustainable_development_goals":[{"display_name":"Good health and well-being","id":"https://metadata.un.org/sdg/3","score":0.9391000270843506}],"study_designs":[{"display_name":"Observational Study","id":"https://openalex.org/study-designs/observational-study"}],"awards":[],"funders":[],"has_content":{"grobid_xml":false,"pdf":false},"content_urls":null,"referenced_works_count":42,"referenced_works":["https://openalex.org/W1567374089","https://openalex.org/W1991768339","https://openalex.org/W2013377700","https://openalex.org/W2030386205","https://openalex.org/W2061935394","https://openalex.org/W2088477804","https://openalex.org/W2118934859","https://openalex.org/W2133097426","https://openalex.org/W2160172778","https://openalex.org/W2799449427","https://openalex.org/W2887232579","https://openalex.org/W2976676609","https://openalex.org/W3018143605","https://openalex.org/W3148181069","https://openalex.org/W3217211640","https://openalex.org/W4200043849","https://openalex.org/W4214821456","https://openalex.org/W4328110100","https://openalex.org/W4378516115","https://openalex.org/W4387856280","https://openalex.org/W4389836206","https://openalex.org/W4390741762","https://openalex.org/W4396930148","https://openalex.org/W4399015476","https://openalex.org/W4401205997","https://openalex.org/W4402642729","https://openalex.org/W4405728232","https://openalex.org/W4405840017","https://openalex.org/W4405881841","https://openalex.org/W4406038520","https://openalex.org/W4406610333","https://openalex.org/W4406707192","https://openalex.org/W4408211200","https://openalex.org/W4409341822","https://openalex.org/W4409669236","https://openalex.org/W4410312364","https://openalex.org/W4411900715","https://openalex.org/W4415152610","https://openalex.org/W4416054031","https://openalex.org/W7128591569","https://openalex.org/W7131624922","https://openalex.org/W7138039384"],"related_works":["https://openalex.org/W7202390778","https://openalex.org/W4415381367","https://openalex.org/W4320737456","https://openalex.org/W7131134744","https://openalex.org/W7168140846","https://openalex.org/W4402006386","https://openalex.org/W7169810147","https://openalex.org/W7171634354","https://openalex.org/W2463994663","https://openalex.org/W7131854952"],"abstract_inverted_index":{"Purpose":[0],"This":[1,208],"study":[2,209],"examines":[3],"relational":[4,65,69,155,232],"closeness":[5],"between":[6,71],"university":[7],"students'":[8],"academic":[9,168],"achievement,":[10],"represented":[11,106],"by":[12],"cumulative":[13],"grade":[14],"point":[15],"average":[16],"(CGPA)":[17],"and":[18,42,48,73,80,95,104,137,150,182,226],"mental":[19,197,218],"health,":[20],"well-being,":[21],"sociodemographic":[22],"variables":[23],"using":[24],"a":[25,107,114,217],"self-reported":[26],"student":[27],"survey.":[28],"Anxiety,":[29,148],"depression,":[30],"stress,":[31],"sleep":[32],"quality,":[33,35],"diet":[34],"physical":[36],"energy":[37],"level,":[38],"age,":[39],"gender,":[40],"department":[41],"scholarship":[43],"status":[44],"were":[45,84,111],"analyzed.":[46],"Relational":[47],"predictive":[49,235],"relevance":[50],"was":[51],"evaluated":[52],"without":[53],"assuming":[54],"causality,":[55],"with":[56,86,157,160,202,234],"an":[57,203],"ergonomic":[58,227],"interpretation":[59],"of":[60,185,205,216],"well-being":[61,181],"indicators.":[62],"Design/methodology/approach":[63],"Grey":[64],"analysis":[66,98,233],"(GRA)":[67],"estimated":[68],"degrees":[70,156],"CGPA":[72,158],"selected":[74],"variables.":[75,163],"Deng's,":[76],"absolute,":[77],"relative,":[78],"comprehensive":[79],"negative":[81],"GRA":[82,212],"models":[83],"applied,":[85],"sensitivity":[87],"analyses":[88],"across":[89],"distinguishing":[90,238],"coefficient":[91],"values.":[92],"Cronbach's":[93],"alpha":[94],"exploratory":[96],"factor":[97],"(EFA)":[99],"examined":[100],"whether":[101],"anxiety,":[102],"depression":[103,149],"stress":[105,151],"common":[108],"structure.":[109],"They":[110],"combined":[112],"into":[113],"risk":[115,199,220,240],"construct":[116],"defined":[117],"as":[118],"\u201cmental":[119],"health":[120,198,219],"risk.\u201d":[121],"Seven":[122],"machine":[123,190,223],"learning":[124,191,224],"algorithms":[125],"classified":[126],"this":[127],"construct.":[128],"Repeated":[129],"randomized":[130],"train-test":[131],"experiments":[132],"assessed":[133],"accuracy,":[134],"precision,":[135],"F1-score":[136],"receiver":[138],"operating":[139],"characteristic":[140],"(ROC)":[141],"area":[142],"under":[143],"the":[144,161,189,195],"curve":[145],"(AUC).":[146],"Findings":[147],"showed":[152],"relatively":[153],"high":[154],"compared":[159],"other":[162],"These":[164],"findings":[165],"suggest":[166],"that":[167],"achievement":[169],"is":[170],"related":[171],"not":[172],"only":[173],"to":[174,179,188],"demographic":[175],"characteristics":[176],"but":[177],"also":[178],"psychological":[180],"ergonomics-related":[183],"conditions":[184],"students.":[186],"According":[187],"results,":[192],"AdaBoost":[193],"achieved":[194],"highest":[196],"classification":[200,236],"performance,":[201],"accuracy":[204],"82.98%.":[206],"Originality/value":[207],"integrates":[210],"comparative":[211],"modeling,":[213],"statistical":[214],"construction":[215],"indicator,":[221],"repeated":[222],"evaluation":[225],"interpretation.":[228],"The":[229],"framework":[230],"links":[231],"while":[237],"analytical":[239],"from":[241],"clinical":[242],"diagnosis.":[243]},"counts_by_year":[],"updated_date":"2026-10-29T09:56:32.521200","created_date":"2026-10-27T00:00:00"}
