{"id":"https://openalex.org/W7131784762","doi":"https://doi.org/10.1134/s0361768825700574","title":"PMAP: A Multimodal Tool for Visual Analysis of Physiological Biomarkers and Audio for Student Mental Health","display_name":"PMAP: A Multimodal Tool for Visual Analysis of Physiological Biomarkers and Audio for Student Mental Health","publication_year":2025,"publication_date":"2025-12-01","ids":{"openalex":"https://openalex.org/W7131784762","doi":"https://doi.org/10.1134/s0361768825700574"},"language":"en","primary_location":{"id":"doi:10.1134/s0361768825700574","is_oa":false,"landing_page_url":"https://doi.org/10.1134/s0361768825700574","pdf_url":null,"source":{"id":"https://openalex.org/S150218641","display_name":"Programming and Computer Software","issn_l":"0361-7688","issn":["0361-7688","1608-3261"],"is_oa":false,"is_in_doaj":false,"is_core":false,"host_organization":"https://openalex.org/P4310320267","host_organization_name":"Pleiades Publishing","host_organization_lineage":["https://openalex.org/P4310320267","https://openalex.org/P4310319965"],"host_organization_lineage_names":["Pleiades Publishing","Springer Nature"],"type":"journal"},"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Programming and Computer Software","raw_type":"journal-article"},"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/A5126965969","display_name":"J. Ruiz","orcid":null},"institutions":[{"id":"https://openalex.org/I98461037","display_name":"Tecnol\u00f3gico de Monterrey","ror":"https://ror.org/03ayjn504","country_code":"MX","type":"education","lineage":["https://openalex.org/I98461037"]}],"countries":["MX"],"is_corresponding":false,"raw_author_name":"J. Ruiz","raw_affiliation_strings":["Tecnol\u00f3gico de Monterrey, Monterrey, N.L., M\u00e9xico"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Tecnol\u00f3gico de Monterrey, Monterrey, N.L., M\u00e9xico","institution_ids":["https://openalex.org/I98461037"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5126978388","display_name":"E. Cossio","orcid":null},"institutions":[{"id":"https://openalex.org/I185077795","display_name":"University of the Valley of Atemajac","ror":"https://ror.org/026p1jb43","country_code":"MX","type":"education","lineage":["https://openalex.org/I185077795"]}],"countries":["MX"],"is_corresponding":false,"raw_author_name":"E. Cossio","raw_affiliation_strings":["Universidad del Valle de Atemajac/Instituto de Informaci\u00f3n Estad\u00edstica y Geogr\u00e1fica de Jalisco, Zapopan, Jalisco, M\u00e9xico"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Universidad del Valle de Atemajac/Instituto de Informaci\u00f3n Estad\u00edstica y Geogr\u00e1fica de Jalisco, Zapopan, Jalisco, M\u00e9xico","institution_ids":["https://openalex.org/I185077795"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5126969733","display_name":"E. L\u00f3pez","orcid":null},"institutions":[{"id":"https://openalex.org/I185077795","display_name":"University of the Valley of Atemajac","ror":"https://ror.org/026p1jb43","country_code":"MX","type":"education","lineage":["https://openalex.org/I185077795"]}],"countries":["MX"],"is_corresponding":false,"raw_author_name":"E. L\u00f3pez","raw_affiliation_strings":["Universidad del Valle de Atemajac, Guadalajara, Jalisco, M\u00e9xico"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Universidad del Valle de Atemajac, Guadalajara, Jalisco, M\u00e9xico","institution_ids":["https://openalex.org/I185077795"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5126959710","display_name":"T. Tovar","orcid":null},"institutions":[{"id":"https://openalex.org/I59361560","display_name":"Instituto Polit\u00e9cnico Nacional","ror":"https://ror.org/059sp8j34","country_code":"MX","type":"education","lineage":["https://openalex.org/I59361560"]}],"countries":["MX"],"is_corresponding":false,"raw_author_name":"T. Tovar","raw_affiliation_strings":["Instituto Polit\u00e9cnico Nacional, Mexico City, M\u00e9xico"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Instituto Polit\u00e9cnico Nacional, Mexico City, M\u00e9xico","institution_ids":["https://openalex.org/I59361560"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5126975479","display_name":"J. Aguilar","orcid":null},"institutions":[{"id":"https://openalex.org/I185077795","display_name":"University of the Valley of Atemajac","ror":"https://ror.org/026p1jb43","country_code":"MX","type":"education","lineage":["https://openalex.org/I185077795"]}],"countries":["MX"],"is_corresponding":false,"raw_author_name":"J. Aguilar","raw_affiliation_strings":["Universidad del Valle de Atemajac, Guadalajara, Jalisco, M\u00e9xico"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Universidad del Valle de Atemajac, Guadalajara, Jalisco, M\u00e9xico","institution_ids":["https://openalex.org/I185077795"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5126973077","display_name":"R. Betancourt","orcid":null},"institutions":[{"id":"https://openalex.org/I196375840","display_name":"Universidad Aut\u00f3noma de Sinaloa","ror":"https://ror.org/05g1mh260","country_code":"MX","type":"education","lineage":["https://openalex.org/I196375840"]}],"countries":["MX"],"is_corresponding":false,"raw_author_name":"R. Betancourt","raw_affiliation_strings":["Universidad Aut\u00f3noma De Sinaloa, Culiac\u00e1n, Sinaloa, M\u00e9xico"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Universidad Aut\u00f3noma De Sinaloa, Culiac\u00e1n, Sinaloa, M\u00e9xico","institution_ids":["https://openalex.org/I196375840"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5126978650","display_name":"J. Ram\u00edrez","orcid":null},"institutions":[{"id":"https://openalex.org/I193181351","display_name":"Universidad de Guadalajara","ror":"https://ror.org/043xj7k26","country_code":"MX","type":"education","lineage":["https://openalex.org/I193181351"]}],"countries":["MX"],"is_corresponding":false,"raw_author_name":"J. Ram\u00edrez","raw_affiliation_strings":["Universidad de Guadalajara, Guadalajara, Jalisco, M\u00e9xico"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Universidad de Guadalajara, Guadalajara, Jalisco, M\u00e9xico","institution_ids":["https://openalex.org/I193181351"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":7,"corresponding_author_ids":[],"corresponding_institution_ids":[],"apc_list":null,"apc_paid":null,"fwci":0.0,"has_fulltext":false,"cited_by_count":0,"citation_normalized_percentile":{"value":0.73170455,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":null,"biblio":{"volume":"51","issue":"8","first_page":"794","last_page":"805"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T10667","display_name":"Emotion and Mood Recognition","score":0.29919999837875366,"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"}},"topics":[{"id":"https://openalex.org/T10667","display_name":"Emotion and Mood Recognition","score":0.29919999837875366,"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/T10863","display_name":"Voice and Speech Disorders","score":0.04349999874830246,"subfield":{"id":"https://openalex.org/subfields/2737","display_name":"Physiology"},"field":{"id":"https://openalex.org/fields/27","display_name":"Medicine"},"domain":{"id":"https://openalex.org/domains/4","display_name":"Health Sciences"}},{"id":"https://openalex.org/T11309","display_name":"Music and Audio Processing","score":0.03500000014901161,"subfield":{"id":"https://openalex.org/subfields/1711","display_name":"Signal Processing"},"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/mental-health","display_name":"Mental health","score":0.6455000042915344},{"id":"https://openalex.org/keywords/objectivity","display_name":"Objectivity (philosophy)","score":0.5485000014305115},{"id":"https://openalex.org/keywords/visualization","display_name":"Visualization","score":0.5472999811172485},{"id":"https://openalex.org/keywords/key","display_name":"Key (lock)","score":0.5038999915122986},{"id":"https://openalex.org/keywords/biometrics","display_name":"Biometrics","score":0.49549999833106995},{"id":"https://openalex.org/keywords/audio-visual","display_name":"Audio visual","score":0.43050000071525574}],"concepts":[{"id":"https://openalex.org/C134362201","wikidata":"https://www.wikidata.org/wiki/Q317309","display_name":"Mental health","level":2,"score":0.6455000042915344},{"id":"https://openalex.org/C2482559","wikidata":"https://www.wikidata.org/wiki/Q206330","display_name":"Objectivity (philosophy)","level":2,"score":0.5485000014305115},{"id":"https://openalex.org/C36464697","wikidata":"https://www.wikidata.org/wiki/Q451553","display_name":"Visualization","level":2,"score":0.5472999811172485},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.5263000130653381},{"id":"https://openalex.org/C26517878","wikidata":"https://www.wikidata.org/wiki/Q228039","display_name":"Key (lock)","level":2,"score":0.5038999915122986},{"id":"https://openalex.org/C184297639","wikidata":"https://www.wikidata.org/wiki/Q177765","display_name":"Biometrics","level":2,"score":0.49549999833106995},{"id":"https://openalex.org/C107457646","wikidata":"https://www.wikidata.org/wiki/Q207434","display_name":"Human\u2013computer interaction","level":1,"score":0.48089998960494995},{"id":"https://openalex.org/C3017588708","wikidata":"https://www.wikidata.org/wiki/Q758901","display_name":"Audio visual","level":2,"score":0.43050000071525574},{"id":"https://openalex.org/C2982912361","wikidata":"https://www.wikidata.org/wiki/Q1851867","display_name":"Mental model","level":2,"score":0.3555000126361847},{"id":"https://openalex.org/C49774154","wikidata":"https://www.wikidata.org/wiki/Q131765","display_name":"Multimedia","level":1,"score":0.34790000319480896},{"id":"https://openalex.org/C174107131","wikidata":"https://www.wikidata.org/wiki/Q191591","display_name":"Emotional intelligence","level":2,"score":0.34200000762939453},{"id":"https://openalex.org/C4051589","wikidata":"https://www.wikidata.org/wiki/Q860959","display_name":"Mental image","level":3,"score":0.3391999900341034},{"id":"https://openalex.org/C2522767166","wikidata":"https://www.wikidata.org/wiki/Q2374463","display_name":"Data science","level":1,"score":0.33500000834465027},{"id":"https://openalex.org/C75630572","wikidata":"https://www.wikidata.org/wiki/Q538904","display_name":"Applied psychology","level":1,"score":0.3301999866962433},{"id":"https://openalex.org/C2984493583","wikidata":"https://www.wikidata.org/wiki/Q3500368","display_name":"Mental stress","level":2,"score":0.33009999990463257},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.3296999931335449},{"id":"https://openalex.org/C15744967","wikidata":"https://www.wikidata.org/wiki/Q9418","display_name":"Psychology","level":0,"score":0.3172999918460846},{"id":"https://openalex.org/C2994086099","wikidata":"https://www.wikidata.org/wiki/Q317309","display_name":"Emotional health","level":3,"score":0.28839999437332153},{"id":"https://openalex.org/C14669888","wikidata":"https://www.wikidata.org/wiki/Q4014850","display_name":"Creative visualization","level":3,"score":0.2773999869823456}],"mesh":[],"locations_count":1,"locations":[{"id":"doi:10.1134/s0361768825700574","is_oa":false,"landing_page_url":"https://doi.org/10.1134/s0361768825700574","pdf_url":null,"source":{"id":"https://openalex.org/S150218641","display_name":"Programming and Computer Software","issn_l":"0361-7688","issn":["0361-7688","1608-3261"],"is_oa":false,"is_in_doaj":false,"is_core":false,"host_organization":"https://openalex.org/P4310320267","host_organization_name":"Pleiades Publishing","host_organization_lineage":["https://openalex.org/P4310320267","https://openalex.org/P4310319965"],"host_organization_lineage_names":["Pleiades Publishing","Springer Nature"],"type":"journal"},"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Programming and Computer Software","raw_type":"journal-article"}],"best_oa_location":null,"sustainable_development_goals":[],"awards":[],"funders":[],"has_content":{"pdf":false,"grobid_xml":false},"content_urls":null,"referenced_works_count":36,"referenced_works":["https://openalex.org/W340425936","https://openalex.org/W1264889757","https://openalex.org/W2023907881","https://openalex.org/W2055752416","https://openalex.org/W2794997027","https://openalex.org/W2908574627","https://openalex.org/W2909568496","https://openalex.org/W2913068231","https://openalex.org/W2914751337","https://openalex.org/W2936297554","https://openalex.org/W3013778231","https://openalex.org/W3014988774","https://openalex.org/W3016595331","https://openalex.org/W3029881688","https://openalex.org/W3037389028","https://openalex.org/W3042750741","https://openalex.org/W3044179424","https://openalex.org/W3045883910","https://openalex.org/W3082112614","https://openalex.org/W3092576445","https://openalex.org/W3097304332","https://openalex.org/W3112050659","https://openalex.org/W3176187724","https://openalex.org/W3183239414","https://openalex.org/W3211256513","https://openalex.org/W4210566008","https://openalex.org/W4214825345","https://openalex.org/W4281692204","https://openalex.org/W4283445681","https://openalex.org/W4309705193","https://openalex.org/W4313490054","https://openalex.org/W4313646859","https://openalex.org/W4386067610","https://openalex.org/W4393951207","https://openalex.org/W4406293370","https://openalex.org/W4410333229"],"related_works":[],"abstract_inverted_index":{"This":[0,32,139],"study":[1],"introduces":[2],"the":[3,64,97,100,130,133],"PMAP":[4],"(Physiological":[5],"Metrics":[6],"and":[7,42,75,92,113,127,147],"Audio":[8],"Platform),":[9],"an":[10,87],"innovative":[11],"tool":[12],"designed":[13],"to":[14,46,55,123],"support":[15,162],"early":[16],"detection":[17],"of":[18,99,107,132],"emotional":[19,52,114],"crises":[20],"in":[21,60,102,145,163],"university":[22],"students":[23],"by":[24],"visualizing":[25],"key":[26],"physiological":[27,108],"biomarkers":[28],"alongside":[29],"audio":[30],"data.":[31],"platform":[33,101,134],"integrates":[34],"noninvasive":[35],"measures,":[36],"including":[37],"heart":[38],"rate,":[39],"body":[40],"temperature,":[41],"audio-based":[43],"vocal":[44],"patterns,":[45],"offer":[47],"a":[48,155],"preliminary":[49],"view":[50],"into":[51],"states,":[53],"aiming":[54],"improve":[56],"mental":[57,136,160],"health":[58,137,161],"resources":[59],"higher":[61],"education.":[62],"Utilizing":[63],"Embrace":[65],"Plus":[66],"device,":[67],"biometric":[68],"data":[69],"was":[70],"collected":[71],"under":[72],"controlled":[73],"conditions":[74],"processed":[76],"using":[77],"Python-based":[78],"artificial":[79],"intelligence":[80],"libraries":[81],"for":[82,90,135,159],"visual":[83],"representation,":[84],"it":[85],"provides":[86],"essential":[88],"foundation":[89],"monitoring":[91,126],"assessment.":[93],"Key":[94],"results":[95],"indicate":[96],"effectiveness":[98,131],"offering":[103],"clear,":[104],"organized":[105],"visualizations":[106],"responses":[109],"associated":[110],"with":[111],"stress":[112],"triggers.":[115],"Future":[116],"enhancements":[117],"will":[118],"incorporate":[119],"machine":[120],"learning":[121],"algorithms":[122],"enable":[124],"real-time":[125],"interpretation,":[128],"enhancing":[129],"professionals.":[138],"approach":[140],"not":[141],"only":[142],"addresses":[143],"limitations":[144],"accessibility":[146],"objectivity":[148],"within":[149],"traditional":[150],"diagnostics":[151],"but":[152],"also":[153],"advances":[154],"proactive,":[156],"data-driven":[157],"model":[158],"academic":[164],"settings,":[165],"promoting":[166],"timely,":[167],"individualized":[168],"interventions.":[169]},"counts_by_year":[],"updated_date":"2026-06-11T09:08:48.828518","created_date":"2026-02-27T00:00:00"}