{"id":"https://openalex.org/W4382632170","doi":"https://doi.org/10.3233/shti230529","title":"Performance of Artificial Intelligence in Predicting Future Depression Levels","display_name":"Performance of Artificial Intelligence in Predicting Future Depression Levels","publication_year":2023,"publication_date":"2023-06-29","ids":{"openalex":"https://openalex.org/W4382632170","doi":"https://doi.org/10.3233/shti230529","pmid":"https://pubmed.ncbi.nlm.nih.gov/37387063"},"language":"en","primary_location":{"id":"doi:10.3233/shti230529","is_oa":true,"landing_page_url":"https://doi.org/10.3233/shti230529","pdf_url":"https://ebooks.iospress.nl/pdf/doi/10.3233/SHTI230529","source":{"id":"https://openalex.org/S4210179765","display_name":"Studies in health technology and informatics","issn_l":"0926-9630","issn":["0926-9630","1879-8365"],"is_oa":false,"is_in_doaj":false,"is_core":true,"host_organization":"https://openalex.org/P4310318577","host_organization_name":"IOS Press","host_organization_lineage":["https://openalex.org/P4310318577"],"host_organization_lineage_names":["IOS Press"],"type":"book series"},"license":"cc-by-nc","license_id":"https://openalex.org/licenses/cc-by-nc","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Studies in Health Technology and Informatics","raw_type":"book-chapter"},"type":"book-chapter","indexed_in":["crossref","pubmed"],"open_access":{"is_oa":true,"oa_status":"hybrid","oa_url":"https://ebooks.iospress.nl/pdf/doi/10.3233/SHTI230529","any_repository_has_fulltext":false},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5056435145","display_name":"Sarah Aziz","orcid":"https://orcid.org/0000-0002-0861-9743"},"institutions":[{"id":"https://openalex.org/I4210152471","display_name":"Weill Cornell Medical College in Qatar","ror":"https://ror.org/05v5hg569","country_code":"QA","type":"education","lineage":["https://openalex.org/I4210152471"]}],"countries":["QA"],"is_corresponding":false,"raw_author_name":"Sarah Aziz","raw_affiliation_strings":["AI Center for Precision Health, Weill Cornell Medicine-Qatar, Doha, Qatar"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"AI Center for Precision Health, Weill Cornell Medicine-Qatar, Doha, Qatar","institution_ids":["https://openalex.org/I4210152471"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5016543807","display_name":"Rawan AlSaad","orcid":"https://orcid.org/0000-0002-3235-0860"},"institutions":[{"id":"https://openalex.org/I4210152471","display_name":"Weill Cornell Medical College in Qatar","ror":"https://ror.org/05v5hg569","country_code":"QA","type":"education","lineage":["https://openalex.org/I4210152471"]}],"countries":["QA"],"is_corresponding":false,"raw_author_name":"Rawan Alsaad","raw_affiliation_strings":["AI Center for Precision Health, Weill Cornell Medicine-Qatar, Doha, Qatar"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"AI Center for Precision Health, Weill Cornell Medicine-Qatar, Doha, Qatar","institution_ids":["https://openalex.org/I4210152471"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5103070560","display_name":"Alaa Abd\u2010Alrazaq","orcid":"https://orcid.org/0000-0001-7695-4626"},"institutions":[{"id":"https://openalex.org/I4210152471","display_name":"Weill Cornell Medical College in Qatar","ror":"https://ror.org/05v5hg569","country_code":"QA","type":"education","lineage":["https://openalex.org/I4210152471"]}],"countries":["QA"],"is_corresponding":false,"raw_author_name":"Alaa Abd-Alrazaq","raw_affiliation_strings":["AI Center for Precision Health, Weill Cornell Medicine-Qatar, Doha, Qatar"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"AI Center for Precision Health, Weill Cornell Medicine-Qatar, Doha, Qatar","institution_ids":["https://openalex.org/I4210152471"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5001592898","display_name":"Arfan Ahmed","orcid":"https://orcid.org/0000-0002-4025-5767"},"institutions":[{"id":"https://openalex.org/I4210152471","display_name":"Weill Cornell Medical College in Qatar","ror":"https://ror.org/05v5hg569","country_code":"QA","type":"education","lineage":["https://openalex.org/I4210152471"]}],"countries":["QA"],"is_corresponding":false,"raw_author_name":"Arfan Ahmed","raw_affiliation_strings":["AI Center for Precision Health, Weill Cornell Medicine-Qatar, Doha, Qatar"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"AI Center for Precision Health, Weill Cornell Medicine-Qatar, Doha, Qatar","institution_ids":["https://openalex.org/I4210152471"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5045843215","display_name":"Javaid I. Sheikh","orcid":"https://orcid.org/0000-0002-5762-4186"},"institutions":[{"id":"https://openalex.org/I4210152471","display_name":"Weill Cornell Medical College in Qatar","ror":"https://ror.org/05v5hg569","country_code":"QA","type":"education","lineage":["https://openalex.org/I4210152471"]}],"countries":["QA"],"is_corresponding":false,"raw_author_name":"Javaid Sheikh","raw_affiliation_strings":["AI Center for Precision Health, Weill Cornell Medicine-Qatar, Doha, Qatar"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"AI Center for Precision Health, Weill Cornell Medicine-Qatar, Doha, Qatar","institution_ids":["https://openalex.org/I4210152471"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":1,"corresponding_author_ids":[],"corresponding_institution_ids":["https://openalex.org/I4210152471"],"apc_list":null,"apc_paid":null,"fwci":8.1823,"has_fulltext":true,"cited_by_count":8,"citation_normalized_percentile":{"value":0.98956852,"is_in_top_1_percent":false,"is_in_top_10_percent":true},"cited_by_percentile_year":{"min":89,"max":98},"biblio":{"volume":"305","issue":null,"first_page":"452","last_page":"455"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T13283","display_name":"Mental Health Research Topics","score":0.9693999886512756,"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/T13283","display_name":"Mental Health Research Topics","score":0.9693999886512756,"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":0.9577999711036682,"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/T11519","display_name":"Digital Mental Health Interventions","score":0.9491999745368958,"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"}}],"keywords":[{"id":"https://openalex.org/keywords/machine-learning","display_name":"Machine learning","score":0.6462194919586182},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.6424028873443604},{"id":"https://openalex.org/keywords/depression","display_name":"Depression (economics)","score":0.6094537973403931},{"id":"https://openalex.org/keywords/multilayer-perceptron","display_name":"Multilayer perceptron","score":0.5883344411849976},{"id":"https://openalex.org/keywords/random-forest","display_name":"Random forest","score":0.5807944536209106},{"id":"https://openalex.org/keywords/wearable-computer","display_name":"Wearable computer","score":0.5505216717720032},{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.5437324047088623},{"id":"https://openalex.org/keywords/support-vector-machine","display_name":"Support vector machine","score":0.5107390880584717},{"id":"https://openalex.org/keywords/gradient-boosting","display_name":"Gradient boosting","score":0.49723342061042786},{"id":"https://openalex.org/keywords/linear-model","display_name":"Linear model","score":0.4859384298324585},{"id":"https://openalex.org/keywords/decision-tree","display_name":"Decision tree","score":0.4374561905860901},{"id":"https://openalex.org/keywords/artificial-neural-network","display_name":"Artificial neural network","score":0.34985285997390747}],"concepts":[{"id":"https://openalex.org/C119857082","wikidata":"https://www.wikidata.org/wiki/Q2539","display_name":"Machine learning","level":1,"score":0.6462194919586182},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.6424028873443604},{"id":"https://openalex.org/C2776867660","wikidata":"https://www.wikidata.org/wiki/Q1814941","display_name":"Depression (economics)","level":2,"score":0.6094537973403931},{"id":"https://openalex.org/C179717631","wikidata":"https://www.wikidata.org/wiki/Q2991667","display_name":"Multilayer perceptron","level":3,"score":0.5883344411849976},{"id":"https://openalex.org/C169258074","wikidata":"https://www.wikidata.org/wiki/Q245748","display_name":"Random forest","level":2,"score":0.5807944536209106},{"id":"https://openalex.org/C150594956","wikidata":"https://www.wikidata.org/wiki/Q1334829","display_name":"Wearable computer","level":2,"score":0.5505216717720032},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.5437324047088623},{"id":"https://openalex.org/C12267149","wikidata":"https://www.wikidata.org/wiki/Q282453","display_name":"Support vector machine","level":2,"score":0.5107390880584717},{"id":"https://openalex.org/C70153297","wikidata":"https://www.wikidata.org/wiki/Q5591907","display_name":"Gradient boosting","level":3,"score":0.49723342061042786},{"id":"https://openalex.org/C163175372","wikidata":"https://www.wikidata.org/wiki/Q3339222","display_name":"Linear model","level":2,"score":0.4859384298324585},{"id":"https://openalex.org/C84525736","wikidata":"https://www.wikidata.org/wiki/Q831366","display_name":"Decision tree","level":2,"score":0.4374561905860901},{"id":"https://openalex.org/C50644808","wikidata":"https://www.wikidata.org/wiki/Q192776","display_name":"Artificial neural network","level":2,"score":0.34985285997390747},{"id":"https://openalex.org/C162324750","wikidata":"https://www.wikidata.org/wiki/Q8134","display_name":"Economics","level":0,"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/C149635348","wikidata":"https://www.wikidata.org/wiki/Q193040","display_name":"Embedded system","level":1,"score":0.0}],"mesh":[{"descriptor_ui":"D000069550","descriptor_name":"Machine Learning","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D000069550","descriptor_name":"Machine Learning","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D000069550","descriptor_name":"Machine Learning","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D001185","descriptor_name":"Artificial Intelligence","qualifier_ui":null,"qualifier_name":null,"is_major_topic":true},{"descriptor_ui":"D001185","descriptor_name":"Artificial Intelligence","qualifier_ui":null,"qualifier_name":null,"is_major_topic":true},{"descriptor_ui":"D001185","descriptor_name":"Artificial Intelligence","qualifier_ui":null,"qualifier_name":null,"is_major_topic":true},{"descriptor_ui":"D003863","descriptor_name":"Depression","qualifier_ui":"Q000175","qualifier_name":"diagnosis","is_major_topic":true},{"descriptor_ui":"D003863","descriptor_name":"Depression","qualifier_ui":"Q000175","qualifier_name":"diagnosis","is_major_topic":true},{"descriptor_ui":"D003863","descriptor_name":"Depression","qualifier_ui":"Q000175","qualifier_name":"diagnosis","is_major_topic":true},{"descriptor_ui":"D006801","descriptor_name":"Humans","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D006801","descriptor_name":"Humans","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D006801","descriptor_name":"Humans","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D007194","descriptor_name":"India","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D007194","descriptor_name":"India","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D007194","descriptor_name":"India","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D016571","descriptor_name":"Neural Networks, Computer","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D016571","descriptor_name":"Neural Networks, Computer","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D016571","descriptor_name":"Neural Networks, Computer","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false}],"locations_count":2,"locations":[{"id":"doi:10.3233/shti230529","is_oa":true,"landing_page_url":"https://doi.org/10.3233/shti230529","pdf_url":"https://ebooks.iospress.nl/pdf/doi/10.3233/SHTI230529","source":{"id":"https://openalex.org/S4210179765","display_name":"Studies in health technology and informatics","issn_l":"0926-9630","issn":["0926-9630","1879-8365"],"is_oa":false,"is_in_doaj":false,"is_core":true,"host_organization":"https://openalex.org/P4310318577","host_organization_name":"IOS Press","host_organization_lineage":["https://openalex.org/P4310318577"],"host_organization_lineage_names":["IOS Press"],"type":"book series"},"license":"cc-by-nc","license_id":"https://openalex.org/licenses/cc-by-nc","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Studies in Health Technology and Informatics","raw_type":"book-chapter"},{"id":"pmid:37387063","is_oa":false,"landing_page_url":"https://pubmed.ncbi.nlm.nih.gov/37387063","pdf_url":null,"source":{"id":"https://openalex.org/S4306525036","display_name":"PubMed","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"host_organization":"https://openalex.org/I1299303238","host_organization_name":"National Institutes of Health","host_organization_lineage":["https://openalex.org/I1299303238"],"host_organization_lineage_names":[],"type":"repository"},"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Studies in health technology and informatics","raw_type":null}],"best_oa_location":{"id":"doi:10.3233/shti230529","is_oa":true,"landing_page_url":"https://doi.org/10.3233/shti230529","pdf_url":"https://ebooks.iospress.nl/pdf/doi/10.3233/SHTI230529","source":{"id":"https://openalex.org/S4210179765","display_name":"Studies in health technology and informatics","issn_l":"0926-9630","issn":["0926-9630","1879-8365"],"is_oa":false,"is_in_doaj":false,"is_core":true,"host_organization":"https://openalex.org/P4310318577","host_organization_name":"IOS Press","host_organization_lineage":["https://openalex.org/P4310318577"],"host_organization_lineage_names":["IOS Press"],"type":"book series"},"license":"cc-by-nc","license_id":"https://openalex.org/licenses/cc-by-nc","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Studies in Health Technology and Informatics","raw_type":"book-chapter"},"sustainable_development_goals":[],"awards":[],"funders":[],"has_content":{"pdf":true,"grobid_xml":false},"content_urls":{"pdf":"https://content.openalex.org/works/W4382632170.pdf"},"referenced_works_count":8,"referenced_works":["https://openalex.org/W2787556368","https://openalex.org/W2941397456","https://openalex.org/W2980820817","https://openalex.org/W3111758161","https://openalex.org/W3183239414","https://openalex.org/W4281750093","https://openalex.org/W4283445681","https://openalex.org/W4295210922"],"related_works":["https://openalex.org/W4386690025","https://openalex.org/W3208169454","https://openalex.org/W4322710485","https://openalex.org/W4366990902","https://openalex.org/W4317732970","https://openalex.org/W4315777889","https://openalex.org/W3008856725","https://openalex.org/W4388550696","https://openalex.org/W4313289487","https://openalex.org/W4321636153"],"abstract_inverted_index":{"Depression":[0],"is":[1,7],"a":[2,90],"prevalent":[3],"mental":[4],"condition":[5],"that":[6],"challenging":[8],"to":[9,44,122],"diagnose":[10],"using":[11,92,163],"conventional":[12],"techniques.":[13],"Using":[14],"machine":[15],"learning":[16,19],"and":[17,33,51,64,79,98,118,127,154,160],"deep":[18],"models":[20,53,66,129],"with":[21],"motor":[22,95,113],"activity":[23,96,114],"data,":[24,97],"wearable":[25,168],"AI":[26],"technology":[27],"has":[28],"shown":[29],"promise":[30],"in":[31,54],"reliably":[32],"effectively":[34,131],"identifying":[35,158],"or":[36],"predicting":[37,86],"depression.":[38],"In":[39],"this":[40],"work,":[41],"we":[42,105],"aim":[43],"examine":[45],"the":[46,55,83,102,107,112,139,146,149],"performance":[47],"of":[48,57,85,116,151],"simple":[49,125],"linear":[50,63,126],"non-linear":[52,65,128],"prediction":[56],"depression":[58,87,133,159],"levels.":[59],"We":[60],"compared":[61],"eight":[62],"(Ridge,":[67],"ElasticNet,":[68],"Lasso,":[69],"Random":[70],"Forest,":[71],"Gradient":[72],"boosting,":[73],"Decision":[74],"trees,":[75],"Support":[76],"vector":[77],"machines,":[78],"Multilayer":[80],"perceptron)":[81],"for":[82,135,141,148,157],"task":[84],"scores":[88,134],"over":[89],"period":[91],"physiological":[93],"features,":[94],"MADRAS":[99],"scores.":[100],"For":[101],"experimental":[103],"evaluation,":[104],"used":[106],"Depresjon":[108],"dataset":[109],"which":[110],"contains":[111],"data":[115],"depressed":[117,136],"non-depressed":[119],"participants.":[120],"According":[121],"our":[123],"findings,":[124],"may":[130],"estimate":[132],"people":[137],"without":[138],"need":[140],"complex":[142],"models.":[143],"This":[144],"opens":[145],"door":[147],"development":[150],"more":[152],"effective":[153],"impartial":[155],"techniques":[156],"treating/preventing":[161],"it":[162],"commonly":[164],"used,":[165],"widely":[166],"accessible":[167],"technology.":[169]},"counts_by_year":[{"year":2025,"cited_by_count":3},{"year":2024,"cited_by_count":4},{"year":2023,"cited_by_count":1}],"updated_date":"2026-07-15T18:14:33.161393","created_date":"2025-10-10T00:00:00"}
