{"id":"https://openalex.org/W4412021373","doi":"https://doi.org/10.1109/cbms65348.2025.00107","title":"MindMap: ML-Based Mapping of the Progression of Alzheimer's Disease Using Human Expression as a Behavioral Biomarker","display_name":"MindMap: ML-Based Mapping of the Progression of Alzheimer's Disease Using Human Expression as a Behavioral Biomarker","publication_year":2025,"publication_date":"2025-06-18","ids":{"openalex":"https://openalex.org/W4412021373","doi":"https://doi.org/10.1109/cbms65348.2025.00107"},"language":"en","primary_location":{"id":"doi:10.1109/cbms65348.2025.00107","is_oa":false,"landing_page_url":"https://doi.org/10.1109/cbms65348.2025.00107","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"2025 IEEE 38th International Symposium on Computer-Based Medical Systems (CBMS)","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/A5118817788","display_name":"Soumik Chemudupati","orcid":null},"institutions":[],"countries":[],"is_corresponding":true,"raw_author_name":"Soumik Chemudupati","raw_affiliation_strings":["Liberal Arts and Science Academy,Austin,USA"],"affiliations":[{"raw_affiliation_string":"Liberal Arts and Science Academy,Austin,USA","institution_ids":[]}]}],"institutions":[],"countries_distinct_count":0,"institutions_distinct_count":1,"corresponding_author_ids":["https://openalex.org/A5118817788"],"corresponding_institution_ids":[],"apc_list":null,"apc_paid":null,"fwci":0.0,"has_fulltext":false,"cited_by_count":0,"citation_normalized_percentile":{"value":0.17651678,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":null,"biblio":{"volume":null,"issue":null,"first_page":"506","last_page":"507"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T10887","display_name":"Bioinformatics and Genomic Networks","score":0.38019999861717224,"subfield":{"id":"https://openalex.org/subfields/1312","display_name":"Molecular Biology"},"field":{"id":"https://openalex.org/fields/13","display_name":"Biochemistry, Genetics and Molecular Biology"},"domain":{"id":"https://openalex.org/domains/1","display_name":"Life Sciences"}},"topics":[{"id":"https://openalex.org/T10887","display_name":"Bioinformatics and Genomic Networks","score":0.38019999861717224,"subfield":{"id":"https://openalex.org/subfields/1312","display_name":"Molecular Biology"},"field":{"id":"https://openalex.org/fields/13","display_name":"Biochemistry, Genetics and Molecular Biology"},"domain":{"id":"https://openalex.org/domains/1","display_name":"Life Sciences"}}],"keywords":[{"id":"https://openalex.org/keywords/biomarker","display_name":"Biomarker","score":0.7401062846183777},{"id":"https://openalex.org/keywords/disease","display_name":"Disease","score":0.49309179186820984},{"id":"https://openalex.org/keywords/medicine","display_name":"Medicine","score":0.37421008944511414},{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.32204294204711914},{"id":"https://openalex.org/keywords/pathology","display_name":"Pathology","score":0.22151362895965576},{"id":"https://openalex.org/keywords/biology","display_name":"Biology","score":0.21851789951324463},{"id":"https://openalex.org/keywords/genetics","display_name":"Genetics","score":0.0604364275932312}],"concepts":[{"id":"https://openalex.org/C2781197716","wikidata":"https://www.wikidata.org/wiki/Q864574","display_name":"Biomarker","level":2,"score":0.7401062846183777},{"id":"https://openalex.org/C2779134260","wikidata":"https://www.wikidata.org/wiki/Q12136","display_name":"Disease","level":2,"score":0.49309179186820984},{"id":"https://openalex.org/C71924100","wikidata":"https://www.wikidata.org/wiki/Q11190","display_name":"Medicine","level":0,"score":0.37421008944511414},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.32204294204711914},{"id":"https://openalex.org/C142724271","wikidata":"https://www.wikidata.org/wiki/Q7208","display_name":"Pathology","level":1,"score":0.22151362895965576},{"id":"https://openalex.org/C86803240","wikidata":"https://www.wikidata.org/wiki/Q420","display_name":"Biology","level":0,"score":0.21851789951324463},{"id":"https://openalex.org/C54355233","wikidata":"https://www.wikidata.org/wiki/Q7162","display_name":"Genetics","level":1,"score":0.0604364275932312}],"mesh":[],"locations_count":1,"locations":[{"id":"doi:10.1109/cbms65348.2025.00107","is_oa":false,"landing_page_url":"https://doi.org/10.1109/cbms65348.2025.00107","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"2025 IEEE 38th International Symposium on Computer-Based Medical Systems (CBMS)","raw_type":"proceedings-article"}],"best_oa_location":null,"sustainable_development_goals":[],"awards":[],"funders":[],"has_content":{"grobid_xml":false,"pdf":false},"content_urls":null,"referenced_works_count":10,"referenced_works":["https://openalex.org/W2058715873","https://openalex.org/W2152592639","https://openalex.org/W2164777277","https://openalex.org/W2560835080","https://openalex.org/W2752287204","https://openalex.org/W3168046494","https://openalex.org/W4210764005","https://openalex.org/W4304987563","https://openalex.org/W4387393207","https://openalex.org/W4392404413"],"related_works":["https://openalex.org/W4391375266","https://openalex.org/W2899084033","https://openalex.org/W2748952813","https://openalex.org/W3031052312","https://openalex.org/W4389568370","https://openalex.org/W3032375762","https://openalex.org/W1995515455","https://openalex.org/W2080531066","https://openalex.org/W3108674512","https://openalex.org/W1506200166"],"abstract_inverted_index":{"A":[0],"third":[1],"of":[2,6,21,38,74,93,108,121,133,158,187],"America's":[3],"elderly":[4],"die":[5],"Alzheimer's":[7,48,94],"or":[8,64],"dementia":[9],"every":[10],"year.":[11],"Treatments":[12],"like":[13],"MRI":[14],"scans":[15],"and":[16,23,129,140,168,172,185,191,219],"injections":[17],"can":[18],"cost":[19],"thousands":[20],"dollars":[22],"fail":[24],"to":[25,82,149,154],"accommodate":[26],"individual":[27],"patient":[28,196],"needs.":[29],"Moreover,":[30,207],"prior":[31],"literature":[32],"has":[33],"prioritized":[34],"disease":[35,95],"detection":[36],"instead":[37],"its":[39],"spread,":[40],"making":[41],"treatment":[42],"less":[43],"effective":[44],"over":[45,142],"time.":[46,143],"While":[47],"produces":[49],"physical":[50],"changes":[51,59,67],"in":[52,70,96,105],"the":[53,85,91,97,101,131,156,159,208],"brain,":[54],"it":[55],"also":[56],"causes":[57],"behavioral":[58,145],"such":[60,137],"as":[61,138],"increased":[62],"repetitiveness":[63],"irritability.":[65],"These":[66,144],"manifest":[68],"themselves":[69],"writings,":[71],"a":[72,119,213],"form":[73],"emotional":[75],"expression.":[76],"The":[77,111,177],"researcher":[78,112],"harnessed":[79],"this":[80,175],"phenomenon":[81],"develop":[83,150],"MindMap,":[84],"first":[86],"webbased":[87],"tool":[88],"that":[89],"maps":[90],"progression":[92,157,221],"brain":[98],"based":[99],"on":[100,195],"psychological":[102,135,205],"features":[103,136,160],"exhibited":[104],"diary":[106,116],"entries":[107,117],"early-stage":[109],"patients.":[110],"assessed":[113],"around":[114],"1000":[115],"across":[118],"set":[120],"patients":[122],"(<tex":[123,222],"xmlns:mml=\"http://www.w3.org/1998/Math/MathML\"":[124,223],"xmlns:xlink=\"http://www.w3.org/1999/xlink\">$\\mathbf{n}":[125],"\\boldsymbol{=}":[126],"\\mathbf{1":[127],"0}$</tex>)":[128],"evaluated":[130],"presence":[132],"various":[134],"positivity":[139],"sensitivity":[141],"biomarkers":[146],"were":[147,170],"used":[148],"personalized":[151],"forecasting":[152],"models":[153,165,180],"map":[155],"within":[161],"each":[162,204],"patient.":[163],"Numerous":[164],"(ARIMA,":[166],"SARIMAX,":[167],"ExponentialSmoothing)":[169],"trained":[171],"hyperparameter-tuned":[173],"for":[174,203],"task.":[176],"best":[178],"performing":[179],"achieved":[181],"average":[182,215],"MAE,":[183],"RMSE,":[184],"MAPE":[186],"about":[188],"0.609,":[189],"0.775,":[190],"25.4":[192],"%":[193],"respectively":[194],"test":[197,211],"data,":[198],"indicating":[199],"high":[200,214],"predictive":[201],"accuracy":[202],"feature.":[206],"Mann-Whitney":[209],"U":[210],"revealed":[212],"correlation":[216],"between":[217],"forecasts":[218],"true":[220],"xmlns:xlink=\"http://www.w3.org/1999/xlink\">$\\mathbf{p":[224],"=":[225],"0.":[226],"8":[227,228],"1}$</tex>).":[229]},"counts_by_year":[],"updated_date":"2025-11-06T03:46:38.306776","created_date":"2025-10-10T00:00:00"}
