{"id":"https://openalex.org/W4390266890","doi":"https://doi.org/10.3390/s24010164","title":"Towards Personalised Mood Prediction and Explanation for Depression from Biophysical Data","display_name":"Towards Personalised Mood Prediction and Explanation for Depression from Biophysical Data","publication_year":2023,"publication_date":"2023-12-27","ids":{"openalex":"https://openalex.org/W4390266890","doi":"https://doi.org/10.3390/s24010164","pmid":"https://pubmed.ncbi.nlm.nih.gov/38203024"},"language":"en","primary_location":{"id":"doi:10.3390/s24010164","is_oa":true,"landing_page_url":"https://doi.org/10.3390/s24010164","pdf_url":"https://www.mdpi.com/1424-8220/24/1/164/pdf?version=1703690210","source":{"id":"https://openalex.org/S101949793","display_name":"Sensors","issn_l":"1424-8220","issn":["1424-8220"],"is_oa":true,"is_in_doaj":true,"is_core":true,"host_organization":"https://openalex.org/P4310310987","host_organization_name":"Multidisciplinary Digital Publishing Institute","host_organization_lineage":["https://openalex.org/P4310310987"],"host_organization_lineage_names":["Multidisciplinary Digital Publishing Institute"],"type":"journal"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Sensors","raw_type":"journal-article"},"type":"article","indexed_in":["crossref","doaj","pubmed"],"open_access":{"is_oa":true,"oa_status":"gold","oa_url":"https://www.mdpi.com/1424-8220/24/1/164/pdf?version=1703690210","any_repository_has_fulltext":true},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5070448662","display_name":"Sobhan Chatterjee","orcid":"https://orcid.org/0000-0002-7180-7333"},"institutions":[{"id":"https://openalex.org/I154130895","display_name":"University of Auckland","ror":"https://ror.org/03b94tp07","country_code":"NZ","type":"education","lineage":["https://openalex.org/I154130895"]}],"countries":["NZ"],"is_corresponding":true,"raw_author_name":"Sobhan Chatterjee","raw_affiliation_strings":["Department of Electrical, Computer and Software Engineering, Faculty of Engineering, University of Auckland, Auckland 1010, New Zealand"],"raw_orcid":"https://orcid.org/0000-0002-7180-7333","affiliations":[{"raw_affiliation_string":"Department of Electrical, Computer and Software Engineering, Faculty of Engineering, University of Auckland, Auckland 1010, New Zealand","institution_ids":["https://openalex.org/I154130895"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5001755481","display_name":"Jyoti Mishra","orcid":"https://orcid.org/0000-0001-6612-4557"},"institutions":[{"id":"https://openalex.org/I36258959","display_name":"University of California San Diego","ror":"https://ror.org/0168r3w48","country_code":"US","type":"education","lineage":["https://openalex.org/I36258959"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"Jyoti Mishra","raw_affiliation_strings":["Neural Engineering and Translation Labs, Department of Psychiatry, University of California, San Diego, CA 92093, USA"],"raw_orcid":"https://orcid.org/0000-0001-6612-4557","affiliations":[{"raw_affiliation_string":"Neural Engineering and Translation Labs, Department of Psychiatry, University of California, San Diego, CA 92093, USA","institution_ids":["https://openalex.org/I36258959"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5016767488","display_name":"Frederick Sundram","orcid":"https://orcid.org/0000-0002-6311-9856"},"institutions":[{"id":"https://openalex.org/I154130895","display_name":"University of Auckland","ror":"https://ror.org/03b94tp07","country_code":"NZ","type":"education","lineage":["https://openalex.org/I154130895"]}],"countries":["NZ"],"is_corresponding":false,"raw_author_name":"Frederick Sundram","raw_affiliation_strings":["Department of Psychological Medicine, Faculty of Medical and Health Sciences, University of Auckland, Auckland 1023, New Zealand"],"raw_orcid":"https://orcid.org/0000-0002-6311-9856","affiliations":[{"raw_affiliation_string":"Department of Psychological Medicine, Faculty of Medical and Health Sciences, University of Auckland, Auckland 1023, New Zealand","institution_ids":["https://openalex.org/I154130895"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5076621370","display_name":"Partha S. Roop","orcid":"https://orcid.org/0000-0001-9654-5678"},"institutions":[{"id":"https://openalex.org/I154130895","display_name":"University of Auckland","ror":"https://ror.org/03b94tp07","country_code":"NZ","type":"education","lineage":["https://openalex.org/I154130895"]}],"countries":["NZ"],"is_corresponding":true,"raw_author_name":"Partha Roop","raw_affiliation_strings":["Department of Electrical, Computer and Software Engineering, Faculty of Engineering, University of Auckland, Auckland 1010, New Zealand"],"raw_orcid":"https://orcid.org/0000-0001-9654-5678","affiliations":[{"raw_affiliation_string":"Department of Electrical, Computer and Software Engineering, Faculty of Engineering, University of Auckland, Auckland 1010, New Zealand","institution_ids":["https://openalex.org/I154130895"]}]}],"institutions":[],"countries_distinct_count":2,"institutions_distinct_count":2,"corresponding_author_ids":["https://openalex.org/A5070448662","https://openalex.org/A5076621370"],"corresponding_institution_ids":["https://openalex.org/I154130895"],"apc_list":{"value":2400,"currency":"CHF","value_usd":2673},"apc_paid":{"value":2400,"currency":"CHF","value_usd":2673},"fwci":2.6594,"has_fulltext":true,"cited_by_count":13,"citation_normalized_percentile":{"value":0.90486868,"is_in_top_1_percent":false,"is_in_top_10_percent":true},"cited_by_percentile_year":{"min":96,"max":99},"biblio":{"volume":"24","issue":"1","first_page":"164","last_page":"164"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T13283","display_name":"Mental Health Research Topics","score":0.9995999932289124,"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":0.9995999932289124,"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/T10241","display_name":"Functional Brain Connectivity Studies","score":0.9909999966621399,"subfield":{"id":"https://openalex.org/subfields/2805","display_name":"Cognitive Neuroscience"},"field":{"id":"https://openalex.org/fields/28","display_name":"Neuroscience"},"domain":{"id":"https://openalex.org/domains/1","display_name":"Life Sciences"}},{"id":"https://openalex.org/T11519","display_name":"Digital Mental Health Interventions","score":0.9900000095367432,"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/depression","display_name":"Depression (economics)","score":0.6422269344329834},{"id":"https://openalex.org/keywords/mood","display_name":"Mood","score":0.6348040103912354},{"id":"https://openalex.org/keywords/wearable-computer","display_name":"Wearable computer","score":0.602438747882843},{"id":"https://openalex.org/keywords/machine-learning","display_name":"Machine learning","score":0.6016259789466858},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.5892524719238281},{"id":"https://openalex.org/keywords/psychology","display_name":"Psychology","score":0.41710755228996277},{"id":"https://openalex.org/keywords/major-depressive-disorder","display_name":"Major depressive disorder","score":0.4108264744281769},{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.40197592973709106},{"id":"https://openalex.org/keywords/clinical-psychology","display_name":"Clinical psychology","score":0.35715973377227783}],"concepts":[{"id":"https://openalex.org/C2776867660","wikidata":"https://www.wikidata.org/wiki/Q1814941","display_name":"Depression (economics)","level":2,"score":0.6422269344329834},{"id":"https://openalex.org/C2780733359","wikidata":"https://www.wikidata.org/wiki/Q331769","display_name":"Mood","level":2,"score":0.6348040103912354},{"id":"https://openalex.org/C150594956","wikidata":"https://www.wikidata.org/wiki/Q1334829","display_name":"Wearable computer","level":2,"score":0.602438747882843},{"id":"https://openalex.org/C119857082","wikidata":"https://www.wikidata.org/wiki/Q2539","display_name":"Machine learning","level":1,"score":0.6016259789466858},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.5892524719238281},{"id":"https://openalex.org/C15744967","wikidata":"https://www.wikidata.org/wiki/Q9418","display_name":"Psychology","level":0,"score":0.41710755228996277},{"id":"https://openalex.org/C2780051608","wikidata":"https://www.wikidata.org/wiki/Q42844","display_name":"Major depressive disorder","level":3,"score":0.4108264744281769},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.40197592973709106},{"id":"https://openalex.org/C70410870","wikidata":"https://www.wikidata.org/wiki/Q199906","display_name":"Clinical psychology","level":1,"score":0.35715973377227783},{"id":"https://openalex.org/C149635348","wikidata":"https://www.wikidata.org/wiki/Q193040","display_name":"Embedded system","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/C162324750","wikidata":"https://www.wikidata.org/wiki/Q8134","display_name":"Economics","level":0,"score":0.0}],"mesh":[{"descriptor_ui":"D000339","descriptor_name":"Affect","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D000339","descriptor_name":"Affect","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D000339","descriptor_name":"Affect","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D000339","descriptor_name":"Affect","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D000465","descriptor_name":"Algorithms","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D000465","descriptor_name":"Algorithms","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D000465","descriptor_name":"Algorithms","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D000465","descriptor_name":"Algorithms","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":"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":"D003863","descriptor_name":"Depression","qualifier_ui":"Q000175","qualifier_name":"diagnosis","is_major_topic":true},{"descriptor_ui":"D005075","descriptor_name":"Biological Evolution","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D005075","descriptor_name":"Biological Evolution","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D005075","descriptor_name":"Biological Evolution","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D005075","descriptor_name":"Biological Evolution","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":"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}],"locations_count":5,"locations":[{"id":"doi:10.3390/s24010164","is_oa":true,"landing_page_url":"https://doi.org/10.3390/s24010164","pdf_url":"https://www.mdpi.com/1424-8220/24/1/164/pdf?version=1703690210","source":{"id":"https://openalex.org/S101949793","display_name":"Sensors","issn_l":"1424-8220","issn":["1424-8220"],"is_oa":true,"is_in_doaj":true,"is_core":true,"host_organization":"https://openalex.org/P4310310987","host_organization_name":"Multidisciplinary Digital Publishing Institute","host_organization_lineage":["https://openalex.org/P4310310987"],"host_organization_lineage_names":["Multidisciplinary Digital Publishing Institute"],"type":"journal"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Sensors","raw_type":"journal-article"},{"id":"pmid:38203024","is_oa":false,"landing_page_url":"https://pubmed.ncbi.nlm.nih.gov/38203024","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":"Sensors (Basel, Switzerland)","raw_type":null},{"id":"pmh:oai:pubmedcentral.nih.gov:10781272","is_oa":true,"landing_page_url":"https://www.ncbi.nlm.nih.gov/pmc/articles/10781272","pdf_url":"https://pmc.ncbi.nlm.nih.gov/articles/PMC10781272/pdf/sensors-24-00164.pdf","source":{"id":"https://openalex.org/S2764455111","display_name":"PubMed Central","issn_l":null,"issn":null,"is_oa":true,"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":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":"Sensors (Basel)","raw_type":"Text"},{"id":"pmh:oai:doaj.org/article:48f7a9c085b249c38484885a6a215b2a","is_oa":true,"landing_page_url":"https://doaj.org/article/48f7a9c085b249c38484885a6a215b2a","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":"cc-by-sa","license_id":"https://openalex.org/licenses/cc-by-sa","version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":"Sensors, Vol 24, Iss 1, p 164 (2023)","raw_type":"article"},{"id":"pmh:oai:researchspace.auckland.ac.nz:2292/67392","is_oa":true,"landing_page_url":"https://hdl.handle.net/2292/67392","pdf_url":null,"source":{"id":"https://openalex.org/S7407055463","display_name":"ResearchSpace (University of Auckland)","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"host_organization":"https://openalex.org/I154130895","host_organization_name":"University of Auckland","host_organization_lineage":["https://openalex.org/I154130895"],"host_organization_lineage_names":[],"type":"repository"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":null,"raw_type":"Journal Article"}],"best_oa_location":{"id":"doi:10.3390/s24010164","is_oa":true,"landing_page_url":"https://doi.org/10.3390/s24010164","pdf_url":"https://www.mdpi.com/1424-8220/24/1/164/pdf?version=1703690210","source":{"id":"https://openalex.org/S101949793","display_name":"Sensors","issn_l":"1424-8220","issn":["1424-8220"],"is_oa":true,"is_in_doaj":true,"is_core":true,"host_organization":"https://openalex.org/P4310310987","host_organization_name":"Multidisciplinary Digital Publishing Institute","host_organization_lineage":["https://openalex.org/P4310310987"],"host_organization_lineage_names":["Multidisciplinary Digital Publishing Institute"],"type":"journal"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Sensors","raw_type":"journal-article"},"sustainable_development_goals":[],"awards":[],"funders":[],"has_content":{"pdf":true,"grobid_xml":false},"content_urls":{"pdf":"https://content.openalex.org/works/W4390266890.pdf"},"referenced_works_count":69,"referenced_works":["https://openalex.org/W1489637972","https://openalex.org/W1728842521","https://openalex.org/W2046689939","https://openalex.org/W2054125742","https://openalex.org/W2057035153","https://openalex.org/W2066806488","https://openalex.org/W2095852687","https://openalex.org/W2096863518","https://openalex.org/W2101234009","https://openalex.org/W2115098571","https://openalex.org/W2129579709","https://openalex.org/W2132322340","https://openalex.org/W2149402043","https://openalex.org/W2155002669","https://openalex.org/W2169293969","https://openalex.org/W2282821441","https://openalex.org/W2508173530","https://openalex.org/W2560565629","https://openalex.org/W2568220372","https://openalex.org/W2588744525","https://openalex.org/W2605671917","https://openalex.org/W2606234124","https://openalex.org/W2618851150","https://openalex.org/W2773916510","https://openalex.org/W2787556368","https://openalex.org/W2788403449","https://openalex.org/W2794965399","https://openalex.org/W2903886448","https://openalex.org/W2973854560","https://openalex.org/W2981731882","https://openalex.org/W2995352324","https://openalex.org/W3005436344","https://openalex.org/W3016839817","https://openalex.org/W3023846141","https://openalex.org/W3035517615","https://openalex.org/W3037651932","https://openalex.org/W3040426938","https://openalex.org/W3095370616","https://openalex.org/W3112355752","https://openalex.org/W3126710441","https://openalex.org/W3135345798","https://openalex.org/W3148026034","https://openalex.org/W3154272446","https://openalex.org/W3170475262","https://openalex.org/W3181625273","https://openalex.org/W3185835583","https://openalex.org/W3209790906","https://openalex.org/W4205820386","https://openalex.org/W4210434817","https://openalex.org/W4210976090","https://openalex.org/W4221126633","https://openalex.org/W4226396867","https://openalex.org/W4237698051","https://openalex.org/W4281750093","https://openalex.org/W4309271221","https://openalex.org/W4309474908","https://openalex.org/W4311494492","https://openalex.org/W4317214807","https://openalex.org/W4318777968","https://openalex.org/W4383426749","https://openalex.org/W4384501533","https://openalex.org/W4386160962","https://openalex.org/W6631190155","https://openalex.org/W6675354045","https://openalex.org/W6713134421","https://openalex.org/W6725137186","https://openalex.org/W6736394996","https://openalex.org/W6748426178","https://openalex.org/W6855131548"],"related_works":["https://openalex.org/W2294565841","https://openalex.org/W2006668579","https://openalex.org/W3204276839","https://openalex.org/W4229671472","https://openalex.org/W2513792068","https://openalex.org/W4366731957","https://openalex.org/W4293469093","https://openalex.org/W3212388099","https://openalex.org/W4255563580","https://openalex.org/W2603734352"],"abstract_inverted_index":{"Digital":[0],"health":[1,21,303],"applications":[2],"using":[3,160,277],"Artificial":[4],"Intelligence":[5],"(AI)":[6],"are":[7,30,56,65,218,291],"a":[8,100,107,123,206,232,255,310],"promising":[9],"opportunity":[10],"to":[11,40,90,92,99,149,182,196,205,242,274,286],"address":[12],"the":[13,63,73,94,103,144,150,210,228,244,267,271],"widening":[14],"gap":[15],"between":[16,80],"available":[17],"resources":[18],"and":[19,61,72,83,128,176,192,280,293],"mental":[20],"needs":[22],"globally.":[23],"Increasingly,":[24],"passively":[25],"acquired":[26],"data":[27,36,173],"from":[28,37,174,270,282],"wearables":[29,175],"augmented":[31],"with":[32,139,254],"carefully":[33],"selected":[34],"active":[35],"depressed":[38,108,184,311],"individuals":[39],"develop":[41,190],"Machine":[42],"Learning":[43,131],"(ML)":[44],"models":[45,55,85,135,195,217],"of":[46,106,152,170,212],"depression":[47,76],"based":[48,208],"on":[49,209],"mood":[50,104,134,200],"scores.":[51],"However,":[52],"most":[53],"ML":[54],"black":[57],"box":[58],"in":[59,102,305],"nature,":[60],"hence":[62],"outputs":[64],"not":[66],"explainable.":[67],"Depression":[68],"is":[69,116,240],"also":[70],"multimodal,":[71],"reasons":[74],"for":[75,125,136,142,179,231,262],"may":[77],"vary":[78],"significantly":[79],"individuals.":[81],"Explainable":[82],"personalised":[84,113,127,307],"will":[86],"thus":[87,110],"be":[88],"beneficial":[89],"clinicians":[91],"determine":[93],"main":[95],"features":[96],"that":[97,147,226],"lead":[98,148],"decline":[101],"state":[105],"individual,":[109],"enabling":[111],"suitable":[112],"therapy.":[114],"This":[115],"currently":[117],"lacking.":[118],"Therefore,":[119],"this":[120],"study":[121],"presents":[122],"methodology":[124],"developing":[126],"accurate":[129],"Deep":[130],"(DL)-based":[132],"predictive":[133,234,247],"depression,":[137,171],"along":[138],"novel":[140],"methods":[141],"identifying":[143],"key":[145],"facets":[146],"exacerbation":[151],"depressive":[153,214],"symptoms.":[154,215],"We":[155,189,265],"illustrate":[156],"our":[157],"approach":[158],"by":[159],"an":[161],"existing":[162],"multimodal":[163],"dataset":[164],"containing":[165],"longitudinal":[166],"Ecological":[167],"Momentary":[168],"Assessments":[169],"lifestyle":[172],"neurocognitive":[177],"assessments":[178],"14":[180],"mild":[181],"moderately":[183],"participants":[185],"over":[186],"one":[187],"month.":[188],"classification-":[191],"regression-based":[193],"DL":[194,245],"predict":[197],"participants'":[198],"current":[199],"scores-a":[201],"discrete":[202],"score":[203],"given":[204],"participant":[207],"severity":[211],"their":[213],"The":[216],"trained":[219],"inside":[220],"eight":[221],"different":[222],"evolutionary-algorithm-based":[223],"optimisation":[224,272],"schemes":[225],"optimise":[227],"model":[229,256,269],"parameters":[230],"maximum":[233],"performance.":[235],"A":[236],"five-fold":[237],"cross-validation":[238],"scheme":[239],"used":[241],"verify":[243],"model's":[246],"performance":[248],"against":[249],"10":[250],"classical":[251],"ML-based":[252],"models,":[253],"error":[257],"as":[258,260],"low":[259],"6%":[261],"some":[263],"participants.":[264],"use":[266],"best":[268],"process":[273],"extract":[275],"indicators,":[276],"SHAP,":[278],"ALE":[279],"Anchors":[281],"explainable":[283],"AI":[284],"literature":[285],"explain":[287],"why":[288],"certain":[289],"predictions":[290],"made":[292],"how":[294],"they":[295],"affect":[296],"mood.":[297],"These":[298],"feature":[299],"insights":[300],"can":[301],"assist":[302],"professionals":[304],"incorporating":[306],"interventions":[308],"into":[309],"individual's":[312],"treatment":[313],"regimen.":[314]},"counts_by_year":[{"year":2026,"cited_by_count":5},{"year":2025,"cited_by_count":3},{"year":2024,"cited_by_count":5}],"updated_date":"2026-07-22T07:51:19.307946","created_date":"2025-10-10T00:00:00"}