{"id":"https://openalex.org/W4396233562","doi":"https://doi.org/10.1515/jisys-2023-0209","title":"Prediction mechanism of depression tendency among college students under computer intelligent systems","display_name":"Prediction mechanism of depression tendency among college students under computer intelligent systems","publication_year":2024,"publication_date":"2024-01-01","ids":{"openalex":"https://openalex.org/W4396233562","doi":"https://doi.org/10.1515/jisys-2023-0209"},"language":"en","primary_location":{"id":"doi:10.1515/jisys-2023-0209","is_oa":true,"landing_page_url":"https://doi.org/10.1515/jisys-2023-0209","pdf_url":"https://www.degruyter.com/document/doi/10.1515/jisys-2023-0209/pdf","source":{"id":"https://openalex.org/S2764846071","display_name":"Journal of Intelligent Systems","issn_l":"0334-1860","issn":["0334-1860","2191-026X"],"is_oa":true,"is_in_doaj":true,"is_core":true,"host_organization":"https://openalex.org/P4310315148","host_organization_name":"IlmuKomputer.Com","host_organization_lineage":["https://openalex.org/P4310315148"],"host_organization_lineage_names":["IlmuKomputer.Com"],"type":"journal"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Journal of Intelligent Systems","raw_type":"journal-article"},"type":"article","indexed_in":["crossref","doaj"],"open_access":{"is_oa":true,"oa_status":"gold","oa_url":"https://www.degruyter.com/document/doi/10.1515/jisys-2023-0209/pdf","any_repository_has_fulltext":false},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5003201391","display_name":"He Zhang","orcid":"https://orcid.org/0000-0002-1832-8480"},"institutions":[{"id":"https://openalex.org/I4210092223","display_name":"Suzhou Vocational University","ror":"https://ror.org/00hn8pj83","country_code":"CN","type":"education","lineage":["https://openalex.org/I4210092223"]}],"countries":["CN"],"is_corresponding":true,"raw_author_name":"Zhang He","raw_affiliation_strings":["School of Marxism, Suzhou Vocational University , Suzhou , 215001 , China"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"School of Marxism, Suzhou Vocational University , Suzhou , 215001 , China","institution_ids":["https://openalex.org/I4210092223"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":1,"corresponding_author_ids":["https://openalex.org/A5003201391"],"corresponding_institution_ids":["https://openalex.org/I4210092223"],"apc_list":{"value":1000,"currency":"EUR","value_usd":1078},"apc_paid":{"value":1000,"currency":"EUR","value_usd":1078},"fwci":1.2439,"has_fulltext":false,"cited_by_count":4,"citation_normalized_percentile":{"value":0.79672687,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":{"min":94,"max":97},"biblio":{"volume":"33","issue":"1","first_page":null,"last_page":null},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T11519","display_name":"Digital Mental Health Interventions","score":0.9807999730110168,"subfield":{"id":"https://openalex.org/subfields/3202","display_name":"Applied 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/T11519","display_name":"Digital Mental Health Interventions","score":0.9807999730110168,"subfield":{"id":"https://openalex.org/subfields/3202","display_name":"Applied 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/T13283","display_name":"Mental Health Research Topics","score":0.9629999995231628,"subfield":{"id":"https://openalex.org/subfields/3205","display_name":"Experimental and Cognitive 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/T12488","display_name":"Mental Health via Writing","score":0.9592999815940857,"subfield":{"id":"https://openalex.org/subfields/3207","display_name":"Social Psychology"},"field":{"id":"https://openalex.org/fields/32","display_name":"Psychology"},"domain":{"id":"https://openalex.org/domains/2","display_name":"Social Sciences"}}],"keywords":[{"id":"https://openalex.org/keywords/depression","display_name":"Depression (economics)","score":0.6801350712776184},{"id":"https://openalex.org/keywords/mechanism","display_name":"Mechanism (biology)","score":0.5633960366249084},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.5524239540100098},{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.5478605031967163},{"id":"https://openalex.org/keywords/beck-depression-inventory","display_name":"Beck Depression Inventory","score":0.5110718011856079},{"id":"https://openalex.org/keywords/construct","display_name":"Construct (python library)","score":0.507813036441803},{"id":"https://openalex.org/keywords/intervention","display_name":"Intervention (counseling)","score":0.5052290558815002},{"id":"https://openalex.org/keywords/machine-learning","display_name":"Machine learning","score":0.48833152651786804},{"id":"https://openalex.org/keywords/affect","display_name":"Affect (linguistics)","score":0.4810250401496887},{"id":"https://openalex.org/keywords/psychology","display_name":"Psychology","score":0.4380875825881958},{"id":"https://openalex.org/keywords/data-collection","display_name":"Data collection","score":0.433257520198822},{"id":"https://openalex.org/keywords/artificial-neural-network","display_name":"Artificial neural network","score":0.43220382928848267},{"id":"https://openalex.org/keywords/service","display_name":"Service (business)","score":0.4306483864784241},{"id":"https://openalex.org/keywords/mathematics-education","display_name":"Mathematics education","score":0.33774706721305847},{"id":"https://openalex.org/keywords/applied-psychology","display_name":"Applied psychology","score":0.3229356110095978},{"id":"https://openalex.org/keywords/anxiety","display_name":"Anxiety","score":0.1479986011981964},{"id":"https://openalex.org/keywords/statistics","display_name":"Statistics","score":0.13577041029930115},{"id":"https://openalex.org/keywords/psychiatry","display_name":"Psychiatry","score":0.10446232557296753},{"id":"https://openalex.org/keywords/mathematics","display_name":"Mathematics","score":0.09104278683662415}],"concepts":[{"id":"https://openalex.org/C2776867660","wikidata":"https://www.wikidata.org/wiki/Q1814941","display_name":"Depression (economics)","level":2,"score":0.6801350712776184},{"id":"https://openalex.org/C89611455","wikidata":"https://www.wikidata.org/wiki/Q6804646","display_name":"Mechanism (biology)","level":2,"score":0.5633960366249084},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.5524239540100098},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.5478605031967163},{"id":"https://openalex.org/C2779631380","wikidata":"https://www.wikidata.org/wiki/Q813655","display_name":"Beck Depression Inventory","level":3,"score":0.5110718011856079},{"id":"https://openalex.org/C2780801425","wikidata":"https://www.wikidata.org/wiki/Q5164392","display_name":"Construct (python library)","level":2,"score":0.507813036441803},{"id":"https://openalex.org/C2780665704","wikidata":"https://www.wikidata.org/wiki/Q959298","display_name":"Intervention (counseling)","level":2,"score":0.5052290558815002},{"id":"https://openalex.org/C119857082","wikidata":"https://www.wikidata.org/wiki/Q2539","display_name":"Machine learning","level":1,"score":0.48833152651786804},{"id":"https://openalex.org/C2776035688","wikidata":"https://www.wikidata.org/wiki/Q1606558","display_name":"Affect (linguistics)","level":2,"score":0.4810250401496887},{"id":"https://openalex.org/C15744967","wikidata":"https://www.wikidata.org/wiki/Q9418","display_name":"Psychology","level":0,"score":0.4380875825881958},{"id":"https://openalex.org/C133462117","wikidata":"https://www.wikidata.org/wiki/Q4929239","display_name":"Data collection","level":2,"score":0.433257520198822},{"id":"https://openalex.org/C50644808","wikidata":"https://www.wikidata.org/wiki/Q192776","display_name":"Artificial neural network","level":2,"score":0.43220382928848267},{"id":"https://openalex.org/C2780378061","wikidata":"https://www.wikidata.org/wiki/Q25351891","display_name":"Service (business)","level":2,"score":0.4306483864784241},{"id":"https://openalex.org/C145420912","wikidata":"https://www.wikidata.org/wiki/Q853077","display_name":"Mathematics education","level":1,"score":0.33774706721305847},{"id":"https://openalex.org/C75630572","wikidata":"https://www.wikidata.org/wiki/Q538904","display_name":"Applied psychology","level":1,"score":0.3229356110095978},{"id":"https://openalex.org/C558461103","wikidata":"https://www.wikidata.org/wiki/Q154430","display_name":"Anxiety","level":2,"score":0.1479986011981964},{"id":"https://openalex.org/C105795698","wikidata":"https://www.wikidata.org/wiki/Q12483","display_name":"Statistics","level":1,"score":0.13577041029930115},{"id":"https://openalex.org/C118552586","wikidata":"https://www.wikidata.org/wiki/Q7867","display_name":"Psychiatry","level":1,"score":0.10446232557296753},{"id":"https://openalex.org/C33923547","wikidata":"https://www.wikidata.org/wiki/Q395","display_name":"Mathematics","level":0,"score":0.09104278683662415},{"id":"https://openalex.org/C111472728","wikidata":"https://www.wikidata.org/wiki/Q9471","display_name":"Epistemology","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/C136264566","wikidata":"https://www.wikidata.org/wiki/Q159810","display_name":"Economy","level":1,"score":0.0},{"id":"https://openalex.org/C46312422","wikidata":"https://www.wikidata.org/wiki/Q11024","display_name":"Communication","level":1,"score":0.0},{"id":"https://openalex.org/C139719470","wikidata":"https://www.wikidata.org/wiki/Q39680","display_name":"Macroeconomics","level":1,"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/C162324750","wikidata":"https://www.wikidata.org/wiki/Q8134","display_name":"Economics","level":0,"score":0.0}],"mesh":[],"locations_count":2,"locations":[{"id":"doi:10.1515/jisys-2023-0209","is_oa":true,"landing_page_url":"https://doi.org/10.1515/jisys-2023-0209","pdf_url":"https://www.degruyter.com/document/doi/10.1515/jisys-2023-0209/pdf","source":{"id":"https://openalex.org/S2764846071","display_name":"Journal of Intelligent Systems","issn_l":"0334-1860","issn":["0334-1860","2191-026X"],"is_oa":true,"is_in_doaj":true,"is_core":true,"host_organization":"https://openalex.org/P4310315148","host_organization_name":"IlmuKomputer.Com","host_organization_lineage":["https://openalex.org/P4310315148"],"host_organization_lineage_names":["IlmuKomputer.Com"],"type":"journal"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Journal of Intelligent Systems","raw_type":"journal-article"},{"id":"pmh:oai:doaj.org/article:dfe60758172d4762a0b2753cee2f373e","is_oa":false,"landing_page_url":"https://doaj.org/article/dfe60758172d4762a0b2753cee2f373e","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":"Journal of Intelligent Systems, Vol 33, Iss 1, Pp 1477-86 (2024)","raw_type":"article"}],"best_oa_location":{"id":"doi:10.1515/jisys-2023-0209","is_oa":true,"landing_page_url":"https://doi.org/10.1515/jisys-2023-0209","pdf_url":"https://www.degruyter.com/document/doi/10.1515/jisys-2023-0209/pdf","source":{"id":"https://openalex.org/S2764846071","display_name":"Journal of Intelligent Systems","issn_l":"0334-1860","issn":["0334-1860","2191-026X"],"is_oa":true,"is_in_doaj":true,"is_core":true,"host_organization":"https://openalex.org/P4310315148","host_organization_name":"IlmuKomputer.Com","host_organization_lineage":["https://openalex.org/P4310315148"],"host_organization_lineage_names":["IlmuKomputer.Com"],"type":"journal"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Journal of Intelligent Systems","raw_type":"journal-article"},"sustainable_development_goals":[{"score":0.8600000143051147,"id":"https://metadata.un.org/sdg/4","display_name":"Quality Education"}],"awards":[],"funders":[],"has_content":{"pdf":true,"grobid_xml":false},"content_urls":{"pdf":"https://content.openalex.org/works/W4396233562.pdf"},"referenced_works_count":26,"referenced_works":["https://openalex.org/W2327012216","https://openalex.org/W2747680751","https://openalex.org/W2759476730","https://openalex.org/W2792419535","https://openalex.org/W2792478259","https://openalex.org/W2887270903","https://openalex.org/W2902663138","https://openalex.org/W2938357253","https://openalex.org/W2947777644","https://openalex.org/W2950516111","https://openalex.org/W2952646165","https://openalex.org/W2961971294","https://openalex.org/W2962551753","https://openalex.org/W2978855205","https://openalex.org/W3001719400","https://openalex.org/W3019166713","https://openalex.org/W3019561257","https://openalex.org/W3041948969","https://openalex.org/W3093354624","https://openalex.org/W3116246670","https://openalex.org/W3155791660","https://openalex.org/W3203726726","https://openalex.org/W4220925901","https://openalex.org/W4231184754","https://openalex.org/W4283325546","https://openalex.org/W4290610305"],"related_works":["https://openalex.org/W2366107444","https://openalex.org/W4388145910","https://openalex.org/W2381570729","https://openalex.org/W1976205134","https://openalex.org/W4248336175","https://openalex.org/W2031260042","https://openalex.org/W2391445434","https://openalex.org/W3009369890","https://openalex.org/W4240262858","https://openalex.org/W2065550140"],"abstract_inverted_index":{"Abstract":[0],"In":[1],"response":[2],"to":[3,20,38,62,71,116],"the":[4,8,23,40,64,78,81,129,140,144,167,178],"existing":[5],"problems":[6],"in":[7,22,99],"prediction":[9,41,119,147,179],"accuracy,":[10],"data":[11,79],"collection,":[12],"real-time":[13],"monitoring,":[14],"and":[15,76,85,88,111,199,212],"consideration":[16],"of":[17,43,131,143,181,214],"factors":[18],"leading":[19],"depression":[21,28,44,123,134,145,182],"current":[24],"mechanism":[25,42,120,148,180],"for":[26,122,202],"predicting":[27,132],"among":[29,45,125,184],"college":[30,46,126,185],"students,":[31,127],"this":[32],"article":[33,49,107],"used":[34],"computer":[35,100,189],"intelligent":[36],"systems":[37,102,191],"study":[39],"students.":[47],"This":[48,106],"conducted":[50],"a":[51,59,118],"survey":[52,60],"on":[53,152,171,177,188],"students":[54,186,205],"at":[55],"University":[56],"A":[57],"using":[58,80],"questionnaire":[61],"understand":[63],"main":[65],"reasons":[66],"that":[67,139],"affect":[68],"their":[69,207],"tendency":[70,146,183],"develop":[72],"depression.":[73],"It":[74],"processed":[75],"analyzed":[77],"Beck":[82],"Depression":[83],"Scale":[84],"Statistical":[86],"Product":[87],"Service":[89],"Solution":[90],"21.0":[91],"(SPSS":[92],"21.0).":[93],"Meanwhile,":[94],"natural":[95],"language":[96],"processing":[97],"techniques":[98],"intelligence":[101,190],"can":[103,192],"be":[104],"utilized.":[105],"combines":[108],"emotional":[109],"dictionaries":[110],"word":[112],"frequency-inverse":[113],"document":[114],"frequency":[115],"construct":[117],"model":[121,149,168],"tendencies":[124],"improving":[128],"accuracy":[130,142],"student":[133],"tendencies.":[135],"The":[136],"experiment":[137],"shows":[138],"average":[141],"constructed":[150,169],"based":[151,170,187],"Natural":[153],"Language":[154],"Processing":[155],"technology":[156],"after":[157],"50":[158],"experiments":[159],"was":[160,163],"97.02%,":[161],"which":[162],"5.33%":[164],"higher":[165],"than":[166],"neural":[172],"network":[173],"calculations.":[174],"Overall,":[175],"research":[176],"provide":[193],"more":[194],"effective":[195],"mental":[196],"health":[197],"support":[198],"intervention":[200],"measures":[201],"schools,":[203],"helping":[204],"improve":[206],"psychological":[208],"state,":[209],"academic":[210],"achievement,":[211],"quality":[213],"life.":[215]},"counts_by_year":[{"year":2026,"cited_by_count":1},{"year":2025,"cited_by_count":3}],"updated_date":"2026-05-21T06:26:12.895304","created_date":"2024-04-30T00:00:00"}
