{"id":"https://openalex.org/W4416937094","doi":"https://doi.org/10.31577/cai_2025_4_961","title":"Modeling and Analyzing Hormonal Effects of Depression Based on Petri Nets and Machine Learning","display_name":"Modeling and Analyzing Hormonal Effects of Depression Based on Petri Nets and Machine Learning","publication_year":2025,"publication_date":"2025-01-01","ids":{"openalex":"https://openalex.org/W4416937094","doi":"https://doi.org/10.31577/cai_2025_4_961"},"language":null,"primary_location":{"id":"doi:10.31577/cai_2025_4_961","is_oa":true,"landing_page_url":"https://doi.org/10.31577/cai_2025_4_961","pdf_url":"https://www.cai.sk/ojs/index.php/cai/article/download/2025_4_961/1371","source":{"id":"https://openalex.org/S4210200093","display_name":"Computing and Informatics","issn_l":"1335-9150","issn":["1335-9150","2585-8807"],"is_oa":true,"is_in_doaj":false,"is_core":true,"host_organization":null,"host_organization_name":null,"host_organization_lineage":[],"host_organization_lineage_names":[],"type":"journal"},"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Computing and Informatics","raw_type":"journal-article"},"type":"article","indexed_in":["crossref"],"open_access":{"is_oa":true,"oa_status":"diamond","oa_url":"https://www.cai.sk/ojs/index.php/cai/article/download/2025_4_961/1371","any_repository_has_fulltext":false},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5100703788","display_name":"Yinglong Wang","orcid":"https://orcid.org/0000-0002-3043-0891"},"institutions":[{"id":"https://openalex.org/I88830068","display_name":"Shaanxi Normal University","ror":"https://ror.org/0170z8493","country_code":"CN","type":"education","lineage":["https://openalex.org/I88830068"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Yinglong Wang","raw_affiliation_strings":["School of Computer Science, Shaanxi Normal University, Xi\u2019an, Shanxi, 710119, China"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"School of Computer Science, Shaanxi Normal University, Xi\u2019an, Shanxi, 710119, China","institution_ids":["https://openalex.org/I88830068"]}]},{"author_position":"middle","author":{"id":null,"display_name":"Wang Lin","orcid":null},"institutions":[{"id":"https://openalex.org/I1328775524","display_name":"Zhejiang Sci-Tech University","ror":"https://ror.org/03893we55","country_code":"CN","type":"education","lineage":["https://openalex.org/I1328775524"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Wang Lin","raw_affiliation_strings":["School of Computer Science and Technology, Zhejiang Sci-Tech University, Hangzhou, Zhejiang, 310018, China"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"School of Computer Science and Technology, Zhejiang Sci-Tech University, Hangzhou, Zhejiang, 310018, China","institution_ids":["https://openalex.org/I1328775524"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5101298009","display_name":"Wangyang Yu","orcid":null},"institutions":[{"id":"https://openalex.org/I88830068","display_name":"Shaanxi Normal University","ror":"https://ror.org/0170z8493","country_code":"CN","type":"education","lineage":["https://openalex.org/I88830068"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Wangyang Yu","raw_affiliation_strings":["School of Computer Science, Shaanxi Normal University, Xi\u2019an, Shanxi, 710119, China"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"School of Computer Science, Shaanxi Normal University, Xi\u2019an, Shanxi, 710119, China","institution_ids":["https://openalex.org/I88830068"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5067992545","display_name":"Xianwen Fang","orcid":"https://orcid.org/0000-0001-8531-7215"},"institutions":[{"id":"https://openalex.org/I184681353","display_name":"Anhui University of Science and Technology","ror":"https://ror.org/00q9atg80","country_code":"CN","type":"education","lineage":["https://openalex.org/I184681353"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Xianwen Fang","raw_affiliation_strings":["Anhui Province Engineering Laboratory for Big Data Analysis and Early Warning Technology of Coal Mine Safety, Anhui University of Science and Technology, Huainan, Anhui, 232001, China"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Anhui Province Engineering Laboratory for Big Data Analysis and Early Warning Technology of Coal Mine Safety, Anhui University of Science and Technology, Huainan, Anhui, 232001, China","institution_ids":["https://openalex.org/I184681353"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5042584242","display_name":"Xiaojun Zhai","orcid":"https://orcid.org/0000-0002-1030-8311"},"institutions":[{"id":"https://openalex.org/I110002522","display_name":"University of Essex","ror":"https://ror.org/02nkf1q06","country_code":"GB","type":"education","lineage":["https://openalex.org/I110002522"]}],"countries":["GB"],"is_corresponding":false,"raw_author_name":"Xiaojun Zhai","raw_affiliation_strings":["School of Computer Science and Electronic Engineering, University of Essex, Colchester, CO4 3SQ, UK"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"School of Computer Science and Electronic Engineering, University of Essex, Colchester, CO4 3SQ, UK","institution_ids":["https://openalex.org/I110002522"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5101788349","display_name":"Lei Meng","orcid":"https://orcid.org/0000-0001-5943-0513"},"institutions":[{"id":"https://openalex.org/I20616075","display_name":"Qinghai Normal University","ror":"https://ror.org/03az1t892","country_code":"CN","type":"education","lineage":["https://openalex.org/I20616075"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Lei Meng","raw_affiliation_strings":["Information Network Center, Qinghai Normal University, Xining, Qinghai, 810016, China"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Information Network Center, Qinghai Normal University, Xining, Qinghai, 810016, China","institution_ids":["https://openalex.org/I20616075"]}]}],"institutions":[],"countries_distinct_count":2,"institutions_distinct_count":5,"corresponding_author_ids":[],"corresponding_institution_ids":[],"apc_list":null,"apc_paid":null,"fwci":1.4563,"has_fulltext":true,"cited_by_count":1,"citation_normalized_percentile":{"value":0.86598396,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":{"min":94,"max":97},"biblio":{"volume":"44","issue":"4","first_page":"961","last_page":"982"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T12488","display_name":"Mental Health via Writing","score":0.1720000058412552,"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"}},"topics":[{"id":"https://openalex.org/T12488","display_name":"Mental Health via Writing","score":0.1720000058412552,"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"}},{"id":"https://openalex.org/T13283","display_name":"Mental Health Research Topics","score":0.1152999997138977,"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/T11083","display_name":"Cardiac Health and Mental Health","score":0.04820000007748604,"subfield":{"id":"https://openalex.org/subfields/2705","display_name":"Cardiology and Cardiovascular Medicine"},"field":{"id":"https://openalex.org/fields/27","display_name":"Medicine"},"domain":{"id":"https://openalex.org/domains/4","display_name":"Health Sciences"}}],"keywords":[{"id":"https://openalex.org/keywords/petri-net","display_name":"Petri net","score":0.6830999851226807},{"id":"https://openalex.org/keywords/depression","display_name":"Depression (economics)","score":0.5311999917030334},{"id":"https://openalex.org/keywords/mental-health","display_name":"Mental health","score":0.484499990940094},{"id":"https://openalex.org/keywords/reachability","display_name":"Reachability","score":0.483599990606308},{"id":"https://openalex.org/keywords/association","display_name":"Association (psychology)","score":0.43970000743865967},{"id":"https://openalex.org/keywords/hormone","display_name":"Hormone","score":0.4032999873161316},{"id":"https://openalex.org/keywords/dimension","display_name":"Dimension (graph theory)","score":0.38260000944137573},{"id":"https://openalex.org/keywords/work","display_name":"Work (physics)","score":0.374099999666214},{"id":"https://openalex.org/keywords/resource","display_name":"Resource (disambiguation)","score":0.35519999265670776}],"concepts":[{"id":"https://openalex.org/C38677869","wikidata":"https://www.wikidata.org/wiki/Q724168","display_name":"Petri net","level":2,"score":0.6830999851226807},{"id":"https://openalex.org/C119857082","wikidata":"https://www.wikidata.org/wiki/Q2539","display_name":"Machine learning","level":1,"score":0.6753000020980835},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.6273000240325928},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.5611000061035156},{"id":"https://openalex.org/C2776867660","wikidata":"https://www.wikidata.org/wiki/Q1814941","display_name":"Depression (economics)","level":2,"score":0.5311999917030334},{"id":"https://openalex.org/C134362201","wikidata":"https://www.wikidata.org/wiki/Q317309","display_name":"Mental health","level":2,"score":0.484499990940094},{"id":"https://openalex.org/C136643341","wikidata":"https://www.wikidata.org/wiki/Q1361526","display_name":"Reachability","level":2,"score":0.483599990606308},{"id":"https://openalex.org/C142853389","wikidata":"https://www.wikidata.org/wiki/Q744778","display_name":"Association (psychology)","level":2,"score":0.43970000743865967},{"id":"https://openalex.org/C15744967","wikidata":"https://www.wikidata.org/wiki/Q9418","display_name":"Psychology","level":0,"score":0.4074000120162964},{"id":"https://openalex.org/C71315377","wikidata":"https://www.wikidata.org/wiki/Q11364","display_name":"Hormone","level":2,"score":0.4032999873161316},{"id":"https://openalex.org/C33676613","wikidata":"https://www.wikidata.org/wiki/Q13415176","display_name":"Dimension (graph theory)","level":2,"score":0.38260000944137573},{"id":"https://openalex.org/C18762648","wikidata":"https://www.wikidata.org/wiki/Q42213","display_name":"Work (physics)","level":2,"score":0.374099999666214},{"id":"https://openalex.org/C206345919","wikidata":"https://www.wikidata.org/wiki/Q20380951","display_name":"Resource (disambiguation)","level":2,"score":0.35519999265670776},{"id":"https://openalex.org/C3019806175","wikidata":"https://www.wikidata.org/wiki/Q11974939","display_name":"Health professionals","level":3,"score":0.3255000114440918},{"id":"https://openalex.org/C48103436","wikidata":"https://www.wikidata.org/wiki/Q599031","display_name":"State (computer science)","level":2,"score":0.32170000672340393},{"id":"https://openalex.org/C26517878","wikidata":"https://www.wikidata.org/wiki/Q228039","display_name":"Key (lock)","level":2,"score":0.31850001215934753},{"id":"https://openalex.org/C2779429828","wikidata":"https://www.wikidata.org/wiki/Q3968640","display_name":"Mental state","level":2,"score":0.3156000077724457},{"id":"https://openalex.org/C3019858935","wikidata":"https://www.wikidata.org/wiki/Q4340209","display_name":"Depressive symptoms","level":3,"score":0.3068999946117401},{"id":"https://openalex.org/C160735492","wikidata":"https://www.wikidata.org/wiki/Q31207","display_name":"Health care","level":2,"score":0.28049999475479126},{"id":"https://openalex.org/C2988170871","wikidata":"https://www.wikidata.org/wiki/Q11000047","display_name":"Healthcare system","level":3,"score":0.27549999952316284},{"id":"https://openalex.org/C112930515","wikidata":"https://www.wikidata.org/wiki/Q4389547","display_name":"Risk analysis (engineering)","level":1,"score":0.267300009727478},{"id":"https://openalex.org/C50644808","wikidata":"https://www.wikidata.org/wiki/Q192776","display_name":"Artificial neural network","level":2,"score":0.262800008058548},{"id":"https://openalex.org/C2777212361","wikidata":"https://www.wikidata.org/wiki/Q5127848","display_name":"Class (philosophy)","level":2,"score":0.2614000141620636},{"id":"https://openalex.org/C180747234","wikidata":"https://www.wikidata.org/wiki/Q23373","display_name":"Cognitive psychology","level":1,"score":0.260699987411499},{"id":"https://openalex.org/C3020255362","wikidata":"https://www.wikidata.org/wiki/Q747883","display_name":"Physical activity","level":2,"score":0.25999999046325684},{"id":"https://openalex.org/C66024118","wikidata":"https://www.wikidata.org/wiki/Q1122506","display_name":"Computational model","level":2,"score":0.2599000036716461},{"id":"https://openalex.org/C2522767166","wikidata":"https://www.wikidata.org/wiki/Q2374463","display_name":"Data science","level":1,"score":0.2599000036716461},{"id":"https://openalex.org/C89611455","wikidata":"https://www.wikidata.org/wiki/Q6804646","display_name":"Mechanism (biology)","level":2,"score":0.2572999894618988}],"mesh":[],"locations_count":1,"locations":[{"id":"doi:10.31577/cai_2025_4_961","is_oa":true,"landing_page_url":"https://doi.org/10.31577/cai_2025_4_961","pdf_url":"https://www.cai.sk/ojs/index.php/cai/article/download/2025_4_961/1371","source":{"id":"https://openalex.org/S4210200093","display_name":"Computing and Informatics","issn_l":"1335-9150","issn":["1335-9150","2585-8807"],"is_oa":true,"is_in_doaj":false,"is_core":true,"host_organization":null,"host_organization_name":null,"host_organization_lineage":[],"host_organization_lineage_names":[],"type":"journal"},"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Computing and Informatics","raw_type":"journal-article"}],"best_oa_location":{"id":"doi:10.31577/cai_2025_4_961","is_oa":true,"landing_page_url":"https://doi.org/10.31577/cai_2025_4_961","pdf_url":"https://www.cai.sk/ojs/index.php/cai/article/download/2025_4_961/1371","source":{"id":"https://openalex.org/S4210200093","display_name":"Computing and Informatics","issn_l":"1335-9150","issn":["1335-9150","2585-8807"],"is_oa":true,"is_in_doaj":false,"is_core":true,"host_organization":null,"host_organization_name":null,"host_organization_lineage":[],"host_organization_lineage_names":[],"type":"journal"},"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Computing and Informatics","raw_type":"journal-article"},"sustainable_development_goals":[],"awards":[],"funders":[{"id":"https://openalex.org/F4320324173","display_name":"Natural Science Foundation of Shaanxi Province","ror":null}],"has_content":{"grobid_xml":true,"pdf":true},"content_urls":{"pdf":"https://content.openalex.org/works/W4416937094.pdf","grobid_xml":"https://content.openalex.org/works/W4416937094.grobid-xml"},"referenced_works_count":0,"referenced_works":[],"related_works":[],"abstract_inverted_index":{"Depression":[0],"has":[1,12],"become":[2],"a":[3,14,43,69,103],"common":[4],"mental":[5],"illness,":[6],"and":[7,27,41,51,59,78,90,125],"the":[8,19,22,73,84,96,108],"number":[9],"of":[10,21,75,110],"patients":[11,33],"shown":[13],"noticeable":[15],"rising":[16],"trend.":[17],"However,":[18],"exploration":[20],"connection":[23],"between":[24,86],"hormone":[25,76,88],"levels":[26,38,77,89],"physical":[28,60],"state":[29],"changes":[30,124],"in":[31,46,80,92],"depression":[32,111],"is":[34],"still":[35],"open.":[36],"Hormone":[37],"are":[39],"complex":[40],"play":[42],"key":[44],"role":[45],"regulating":[47],"multiple":[48],"body":[49],"systems":[50],"functions,":[52],"directly":[53],"or":[54],"indirectly":[55],"influencing":[56],"overall":[57],"health":[58],"state.":[61],"This":[62,114],"work":[63,115],"utilizes":[64],"Petri":[65],"nets":[66],"to":[67,106,119],"establish":[68],"corresponding":[70],"model":[71],"for":[72],"transition":[74],"states":[79,91],"depression,":[81],"focusing":[82],"on":[83,128],"association":[85],"different":[87],"depressive":[93],"patients.":[94],"At":[95],"same":[97],"time,":[98],"machine":[99],"learning":[100],"methods":[101],"offer":[102],"new":[104],"approach":[105],"predicting":[107],"reachability":[109],"patients'":[112,122],"states.":[113],"enables":[116],"healthcare":[117],"professionals":[118],"quickly":[120],"assess":[121],"emotional":[123],"their":[126],"impact":[127],"outcomes,":[129],"improving":[130],"resource":[131],"allocation.":[132]},"counts_by_year":[{"year":2026,"cited_by_count":1}],"updated_date":"2026-03-12T06:13:28.667946","created_date":"2025-12-03T00:00:00"}