{"id":"https://openalex.org/W4390971048","doi":"https://doi.org/10.1109/bibm58861.2023.10385720","title":"A Network Analysis Approach for the Classification of Psychiatric Disorders Using Multi-Modal Data","display_name":"A Network Analysis Approach for the Classification of Psychiatric Disorders Using Multi-Modal Data","publication_year":2023,"publication_date":"2023-12-05","ids":{"openalex":"https://openalex.org/W4390971048","doi":"https://doi.org/10.1109/bibm58861.2023.10385720"},"language":"en","primary_location":{"id":"doi:10.1109/bibm58861.2023.10385720","is_oa":false,"landing_page_url":"https://doi.org/10.1109/bibm58861.2023.10385720","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"2023 IEEE International Conference on Bioinformatics and Biomedicine (BIBM)","raw_type":"proceedings-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/A5054590460","display_name":"Rama Krishna Thelagathoti","orcid":"https://orcid.org/0000-0002-4986-5027"},"institutions":[{"id":"https://openalex.org/I122266389","display_name":"University of Nebraska at Omaha","ror":"https://ror.org/04yrkc140","country_code":"US","type":"education","lineage":["https://openalex.org/I122266389"]}],"countries":["US"],"is_corresponding":true,"raw_author_name":"Rama Krishna Thelagathoti","raw_affiliation_strings":["University of Nebraska Omaha,College of Information Science and Technology,Omaha,NE,USA,68182"],"affiliations":[{"raw_affiliation_string":"University of Nebraska Omaha,College of Information Science and Technology,Omaha,NE,USA,68182","institution_ids":["https://openalex.org/I122266389"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5047703641","display_name":"Hesham Ali","orcid":"https://orcid.org/0000-0001-6675-7987"},"institutions":[{"id":"https://openalex.org/I122266389","display_name":"University of Nebraska at Omaha","ror":"https://ror.org/04yrkc140","country_code":"US","type":"education","lineage":["https://openalex.org/I122266389"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"Hesham H. Ali","raw_affiliation_strings":["University of Nebraska Omaha,College of Information Science and Technology,Omaha,NE,USA,68182"],"affiliations":[{"raw_affiliation_string":"University of Nebraska Omaha,College of Information Science and Technology,Omaha,NE,USA,68182","institution_ids":["https://openalex.org/I122266389"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":2,"corresponding_author_ids":["https://openalex.org/A5054590460"],"corresponding_institution_ids":["https://openalex.org/I122266389"],"apc_list":null,"apc_paid":null,"fwci":0.2616,"has_fulltext":false,"cited_by_count":1,"citation_normalized_percentile":{"value":0.62988425,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":{"min":91,"max":95},"biblio":{"volume":null,"issue":null,"first_page":"2831","last_page":"2836"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T13283","display_name":"Mental Health Research Topics","score":0.9991000294685364,"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":0.9991000294685364,"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":0.9976999759674072,"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/T10854","display_name":"Bipolar Disorder and Treatment","score":0.996399998664856,"subfield":{"id":"https://openalex.org/subfields/2738","display_name":"Psychiatry and Mental health"},"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/identification","display_name":"Identification (biology)","score":0.604831874370575},{"id":"https://openalex.org/keywords/anxiety","display_name":"Anxiety","score":0.556925356388092},{"id":"https://openalex.org/keywords/population","display_name":"Population","score":0.4814416766166687},{"id":"https://openalex.org/keywords/psychological-intervention","display_name":"Psychological intervention","score":0.44520682096481323},{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.4303465485572815},{"id":"https://openalex.org/keywords/wearable-computer","display_name":"Wearable computer","score":0.4154904782772064},{"id":"https://openalex.org/keywords/data-science","display_name":"Data science","score":0.39345306158065796},{"id":"https://openalex.org/keywords/psychology","display_name":"Psychology","score":0.3778444230556488},{"id":"https://openalex.org/keywords/psychiatry","display_name":"Psychiatry","score":0.35977989435195923},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.3346741795539856},{"id":"https://openalex.org/keywords/machine-learning","display_name":"Machine learning","score":0.3317173421382904},{"id":"https://openalex.org/keywords/clinical-psychology","display_name":"Clinical psychology","score":0.3205074071884155},{"id":"https://openalex.org/keywords/medicine","display_name":"Medicine","score":0.22371742129325867}],"concepts":[{"id":"https://openalex.org/C116834253","wikidata":"https://www.wikidata.org/wiki/Q2039217","display_name":"Identification (biology)","level":2,"score":0.604831874370575},{"id":"https://openalex.org/C558461103","wikidata":"https://www.wikidata.org/wiki/Q154430","display_name":"Anxiety","level":2,"score":0.556925356388092},{"id":"https://openalex.org/C2908647359","wikidata":"https://www.wikidata.org/wiki/Q2625603","display_name":"Population","level":2,"score":0.4814416766166687},{"id":"https://openalex.org/C27415008","wikidata":"https://www.wikidata.org/wiki/Q7256382","display_name":"Psychological intervention","level":2,"score":0.44520682096481323},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.4303465485572815},{"id":"https://openalex.org/C150594956","wikidata":"https://www.wikidata.org/wiki/Q1334829","display_name":"Wearable computer","level":2,"score":0.4154904782772064},{"id":"https://openalex.org/C2522767166","wikidata":"https://www.wikidata.org/wiki/Q2374463","display_name":"Data science","level":1,"score":0.39345306158065796},{"id":"https://openalex.org/C15744967","wikidata":"https://www.wikidata.org/wiki/Q9418","display_name":"Psychology","level":0,"score":0.3778444230556488},{"id":"https://openalex.org/C118552586","wikidata":"https://www.wikidata.org/wiki/Q7867","display_name":"Psychiatry","level":1,"score":0.35977989435195923},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.3346741795539856},{"id":"https://openalex.org/C119857082","wikidata":"https://www.wikidata.org/wiki/Q2539","display_name":"Machine learning","level":1,"score":0.3317173421382904},{"id":"https://openalex.org/C70410870","wikidata":"https://www.wikidata.org/wiki/Q199906","display_name":"Clinical psychology","level":1,"score":0.3205074071884155},{"id":"https://openalex.org/C71924100","wikidata":"https://www.wikidata.org/wiki/Q11190","display_name":"Medicine","level":0,"score":0.22371742129325867},{"id":"https://openalex.org/C86803240","wikidata":"https://www.wikidata.org/wiki/Q420","display_name":"Biology","level":0,"score":0.0},{"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/C59822182","wikidata":"https://www.wikidata.org/wiki/Q441","display_name":"Botany","level":1,"score":0.0},{"id":"https://openalex.org/C99454951","wikidata":"https://www.wikidata.org/wiki/Q932068","display_name":"Environmental health","level":1,"score":0.0}],"mesh":[],"locations_count":1,"locations":[{"id":"doi:10.1109/bibm58861.2023.10385720","is_oa":false,"landing_page_url":"https://doi.org/10.1109/bibm58861.2023.10385720","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"2023 IEEE International Conference on Bioinformatics and Biomedicine (BIBM)","raw_type":"proceedings-article"}],"best_oa_location":null,"sustainable_development_goals":[],"awards":[],"funders":[],"has_content":{"pdf":false,"grobid_xml":false},"content_urls":null,"referenced_works_count":25,"referenced_works":["https://openalex.org/W1574447377","https://openalex.org/W1966119405","https://openalex.org/W1969675850","https://openalex.org/W2005387753","https://openalex.org/W2052674718","https://openalex.org/W2094030471","https://openalex.org/W2099790453","https://openalex.org/W2128142081","https://openalex.org/W2129955735","https://openalex.org/W2131823335","https://openalex.org/W2171369299","https://openalex.org/W2171995598","https://openalex.org/W2410483169","https://openalex.org/W2538898996","https://openalex.org/W2614669943","https://openalex.org/W2787801287","https://openalex.org/W2789958560","https://openalex.org/W2916311422","https://openalex.org/W2953127026","https://openalex.org/W2969216027","https://openalex.org/W3016216480","https://openalex.org/W3171418018","https://openalex.org/W3200892931","https://openalex.org/W4313525875","https://openalex.org/W7074234824"],"related_works":["https://openalex.org/W2294565841","https://openalex.org/W2900068172","https://openalex.org/W3204276839","https://openalex.org/W2238030311","https://openalex.org/W4229671472","https://openalex.org/W2513792068","https://openalex.org/W2519522639","https://openalex.org/W4293469093","https://openalex.org/W1982842519","https://openalex.org/W2166644286"],"abstract_inverted_index":{"Psychiatric":[0],"disorders":[1],"span":[2],"a":[3,100,152,225],"broad":[4],"range":[5],"of":[6,59,65,87,103,158,179,188,216],"conditions,":[7],"exhibiting":[8],"diverse":[9],"clinical":[10,52,80,106,144,221],"and":[11,30,105,129,133,143,155,182,219],"behavioral":[12,21],"traits.":[13],"Traditional":[14],"diagnostic":[15],"methods":[16],"primarily":[17],"reliant":[18],"on":[19,199],"subjective":[20],"assessments":[22],"present":[23,146],"substantial":[24],"challenges":[25],"in":[26,147,224],"achieving":[27],"accurate":[28],"identification":[29,64],"characterization.":[31],"To":[32],"overcome":[33],"this":[34,189],"challenge,":[35],"we":[36,55,72],"propose":[37],"an":[38],"innovative":[39],"data-driven":[40,217],"integrated":[41],"classification":[42,136,227],"approach":[43],"that":[44,192],"combines":[45],"mobility":[46,60,104,142,206],"data":[47,145],"from":[48,212],"wearable":[49],"sensors":[50],"with":[51,119,124,127,131,172],"data.":[53,107],"Initially,":[54],"construct":[56],"network":[57],"representations":[58],"patterns,":[61],"enabling":[62],"the":[63,69,85,94,148,169,177,213],"distinct":[66,91],"communities":[67,92],"within":[68,93],"population.":[70],"Subsequently,":[71],"classify":[73],"each":[74,97],"community":[75],"by":[76,99,139,205],"exploring":[77],"its":[78],"unique":[79,101],"parameters.":[81],"Our":[82],"results":[83,194],"reveal":[84],"presence":[86],"at":[88],"least":[89],"five":[90],"studied":[95],"population,":[96],"characterized":[98],"combination":[102],"These":[108],"groups":[109],"are":[110,195],"identified":[111],"as":[112],"follows:":[113],"ADHD":[114,130],"(Attention-Deficit":[115,121],"/":[116],"Hyperactivity":[117],"Disorder)":[118],"ADD":[120],"Disorder),":[122],"Bipolar":[123,132],"Anxiety,":[125,128],"Unipolar":[126],"Anxiety.":[134],"This":[135],"is":[137,191],"achieved":[138],"leveraging":[140],"both":[141],"dataset,":[149],"allowing":[150],"for":[151],"more":[153],"comprehensive":[154],"nuanced":[156],"understanding":[157],"these":[159],"psychiatric":[160],"conditions.":[161],"The":[162,185],"resulting":[163],"findings":[164],"provide":[165],"valuable":[166],"insights":[167],"into":[168],"heterogeneity":[170],"associated":[171],"different":[173],"disorders,":[174],"thereby":[175],"facilitating":[176],"development":[178],"personalized":[180],"interventions":[181],"treatment":[183],"strategies.":[184],"salient":[186],"aspect":[187],"study":[190],"our":[193],"neither":[196],"predicated":[197],"solely":[198,204],"class":[200],"labels":[201],"nor":[202],"driven":[203],"data;":[207],"instead,":[208],"they":[209],"derive":[210],"strength":[211],"harmonious":[214],"integration":[215],"analysis":[218],"crucial":[220],"insights,":[222],"culminating":[223],"robust":[226],"model.":[228]},"counts_by_year":[{"year":2025,"cited_by_count":1}],"updated_date":"2025-11-06T03:46:38.306776","created_date":"2025-10-10T00:00:00"}