{"id":"https://openalex.org/W7216628672","doi":null,"title":"SymptoTrackAI Hybrid RAG Chatbot for Symptom Monitoring","display_name":"SymptoTrackAI Hybrid RAG Chatbot for Symptom Monitoring","publication_year":2026,"publication_date":"2026-03-13","ids":{"openalex":"https://openalex.org/W7216628672"},"language":"en","primary_location":{"id":"pmh:oai:ojs2.ijdim.com:article/1273","doi":null,"is_oa":true,"landing_page_url":"https://ijdim.com/journal/index.php/ijdim/article/view/1273","pdf_url":"https://ijdim.com/journal/index.php/ijdim/article/download/1273/1210","source":{"id":"https://openalex.org/S5407051256","display_name":"International Journal of Data Science and IoT Management System","issn_l":"3068-272X","issn":["3068-272X"],"is_oa":false,"is_in_doaj":false,"is_core":false,"listed_in":[],"host_organization":null,"host_organization_name":null,"host_organization_lineage":[],"host_organization_lineage_names":[],"type":"journal"},"license":"cc-by-nc-nd","license_id":"https://openalex.org/licenses/cc-by-nc-nd","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"3068-272X","raw_type":"info:eu-repo/semantics/article"},"volume":null,"type":"article","is_traditional":true,"indexed_in":[],"open_access":{"is_oa":true,"oa_status":"hybrid","oa_url":"https://ijdim.com/journal/index.php/ijdim/article/download/1273/1210","any_repository_has_fulltext":false},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5155219761","display_name":"2Mr.T.Ravi Kumar 1Boggavarapu Pavankalyan","orcid":null,"observed_orcids":[]},"institutions":[],"countries":[],"is_corresponding":true,"raw_author_name":"1Boggavarapu Pavankalyan, 2Mr.T.Ravi Kumar","raw_affiliation_strings":[],"raw_orcid":null,"affiliations":[]}],"institutions":[],"countries_distinct_count":0,"institutions_distinct_count":0,"corresponding_author_ids":["https://openalex.org/A5155219761"],"corresponding_institution_ids":[],"apc_list":null,"apc_paid":null,"fwci":0.0,"has_fulltext":true,"cited_by_count":0,"citation_normalized_percentile":{"value":0.0,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":null,"biblio":{"volume":null,"issue":null,"first_page":null,"last_page":null},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T11396","display_name":"Artificial Intelligence in Healthcare","score":0.5576000213623047,"subfield":{"id":"https://openalex.org/subfields/3605","display_name":"Health Information Management"},"field":{"id":"https://openalex.org/fields/36","display_name":"Health Professions"},"domain":{"id":"https://openalex.org/domains/4","display_name":"Health Sciences"}},"topics":[{"id":"https://openalex.org/T11396","display_name":"Artificial Intelligence in Healthcare","score":0.5576000213623047,"subfield":{"id":"https://openalex.org/subfields/3605","display_name":"Health Information Management"},"field":{"id":"https://openalex.org/fields/36","display_name":"Health Professions"},"domain":{"id":"https://openalex.org/domains/4","display_name":"Health Sciences"}},{"id":"https://openalex.org/T11636","display_name":"Artificial Intelligence in Healthcare and Education","score":0.2775999903678894,"subfield":{"id":"https://openalex.org/subfields/2718","display_name":"Health Informatics"},"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/T13243","display_name":"Innovation in Digital Healthcare Systems","score":0.10369999706745148,"subfield":{"id":"https://openalex.org/subfields/3605","display_name":"Health Information Management"},"field":{"id":"https://openalex.org/fields/36","display_name":"Health Professions"},"domain":{"id":"https://openalex.org/domains/4","display_name":"Health Sciences"}}],"keywords":[{"id":"https://openalex.org/keywords/symptom-monitoring","display_name":"symptom monitoring","score":0.9909999966621399},{"id":"https://openalex.org/keywords/symptom-checking","display_name":"symptom checking","score":0.5360000133514404},{"id":"https://openalex.org/keywords/semantic-search","display_name":"semantic search","score":0.9179999828338623},{"id":"https://openalex.org/keywords/similarity-analysis","display_name":"similarity analysis","score":0.5950000286102295},{"id":"https://openalex.org/keywords/health-information-retrieval","display_name":"medical information retrieval","score":0.8119999766349792},{"id":"https://openalex.org/keywords/health-guidance","display_name":"health guidance","score":0.4020000100135803}],"concepts":[{"id":"https://openalex.org/C2779041454","wikidata":"https://www.wikidata.org/wiki/Q870780","display_name":"Chatbot","level":2,"score":0.7031000256538391},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.6417999863624573},{"id":"https://openalex.org/C158154518","wikidata":"https://www.wikidata.org/wiki/Q7310970","display_name":"Relevance (law)","level":2,"score":0.5462999939918518},{"id":"https://openalex.org/C2780433410","wikidata":"https://www.wikidata.org/wiki/Q5276090","display_name":"Digital health","level":3,"score":0.47620001435279846},{"id":"https://openalex.org/C43214815","wikidata":"https://www.wikidata.org/wiki/Q7310987","display_name":"Reliability (semiconductor)","level":3,"score":0.460999995470047},{"id":"https://openalex.org/C48044578","wikidata":"https://www.wikidata.org/wiki/Q727490","display_name":"Scalability","level":2,"score":0.4596000015735626},{"id":"https://openalex.org/C195324797","wikidata":"https://www.wikidata.org/wiki/Q33742","display_name":"Natural language","level":2,"score":0.45719999074935913},{"id":"https://openalex.org/C202645933","wikidata":"https://www.wikidata.org/wiki/Q4930","display_name":"eHealth","level":3,"score":0.4352000057697296},{"id":"https://openalex.org/C36503486","wikidata":"https://www.wikidata.org/wiki/Q11235244","display_name":"Domain (mathematical analysis)","level":2,"score":0.4065000116825104},{"id":"https://openalex.org/C2522767166","wikidata":"https://www.wikidata.org/wiki/Q2374463","display_name":"Data science","level":1,"score":0.3822000026702881},{"id":"https://openalex.org/C145642194","wikidata":"https://www.wikidata.org/wiki/Q870895","display_name":"Health informatics","level":3,"score":0.37959998846054077},{"id":"https://openalex.org/C160735492","wikidata":"https://www.wikidata.org/wiki/Q31207","display_name":"Health care","level":2,"score":0.3693000078201294},{"id":"https://openalex.org/C103278499","wikidata":"https://www.wikidata.org/wiki/Q254465","display_name":"Similarity (geometry)","level":3,"score":0.36800000071525574},{"id":"https://openalex.org/C534262118","wikidata":"https://www.wikidata.org/wiki/Q177719","display_name":"Medical diagnosis","level":2,"score":0.3668999969959259},{"id":"https://openalex.org/C184337299","wikidata":"https://www.wikidata.org/wiki/Q1437428","display_name":"Semantics (computer science)","level":2,"score":0.34130001068115234},{"id":"https://openalex.org/C180198813","wikidata":"https://www.wikidata.org/wiki/Q121182","display_name":"Information system","level":2,"score":0.32670000195503235},{"id":"https://openalex.org/C63527458","wikidata":"https://www.wikidata.org/wiki/Q5133829","display_name":"Clinical decision support system","level":3,"score":0.3183000087738037},{"id":"https://openalex.org/C107457646","wikidata":"https://www.wikidata.org/wiki/Q207434","display_name":"Human\u2013computer interaction","level":1,"score":0.3174000084400177},{"id":"https://openalex.org/C107327155","wikidata":"https://www.wikidata.org/wiki/Q330268","display_name":"Decision support system","level":2,"score":0.31709998846054077},{"id":"https://openalex.org/C2776354556","wikidata":"https://www.wikidata.org/wiki/Q10910281","display_name":"Health information technology","level":3,"score":0.3138999938964844},{"id":"https://openalex.org/C56739046","wikidata":"https://www.wikidata.org/wiki/Q192060","display_name":"Knowledge management","level":1,"score":0.3124000132083893},{"id":"https://openalex.org/C2776608160","wikidata":"https://www.wikidata.org/wiki/Q4785462","display_name":"Natural (archaeology)","level":2,"score":0.29190000891685486},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.28369998931884766},{"id":"https://openalex.org/C69505689","wikidata":"https://www.wikidata.org/wiki/Q455338","display_name":"Unified Medical Language System","level":2,"score":0.2721000015735626},{"id":"https://openalex.org/C207685749","wikidata":"https://www.wikidata.org/wiki/Q2088941","display_name":"Domain knowledge","level":2,"score":0.26989999413490295},{"id":"https://openalex.org/C23123220","wikidata":"https://www.wikidata.org/wiki/Q816826","display_name":"Information retrieval","level":1,"score":0.2687999904155731},{"id":"https://openalex.org/C150594956","wikidata":"https://www.wikidata.org/wiki/Q1334829","display_name":"Wearable computer","level":2,"score":0.2644999921321869},{"id":"https://openalex.org/C66782513","wikidata":"https://www.wikidata.org/wiki/Q864601","display_name":"Biomedicine","level":2,"score":0.26190000772476196},{"id":"https://openalex.org/C2779343474","wikidata":"https://www.wikidata.org/wiki/Q3109175","display_name":"Context (archaeology)","level":2,"score":0.26100000739097595},{"id":"https://openalex.org/C56397880","wikidata":"https://www.wikidata.org/wiki/Q6044094","display_name":"Intelligent decision support system","level":2,"score":0.26010000705718994},{"id":"https://openalex.org/C91262260","wikidata":"https://www.wikidata.org/wiki/Q528074","display_name":"End user","level":2,"score":0.26010000705718994},{"id":"https://openalex.org/C2779891985","wikidata":"https://www.wikidata.org/wiki/Q46994","display_name":"Telemedicine","level":3,"score":0.2581999897956848}],"mesh":[],"locations_count":1,"locations":[{"id":"pmh:oai:ojs2.ijdim.com:article/1273","doi":null,"is_oa":true,"landing_page_url":"https://ijdim.com/journal/index.php/ijdim/article/view/1273","pdf_url":"https://ijdim.com/journal/index.php/ijdim/article/download/1273/1210","source":{"id":"https://openalex.org/S5407051256","display_name":"International Journal of Data Science and IoT Management System","issn_l":"3068-272X","issn":["3068-272X"],"is_oa":false,"is_in_doaj":false,"is_core":false,"listed_in":[],"host_organization":null,"host_organization_name":null,"host_organization_lineage":[],"host_organization_lineage_names":[],"type":"journal"},"license":"cc-by-nc-nd","license_id":"https://openalex.org/licenses/cc-by-nc-nd","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"3068-272X","raw_type":"info:eu-repo/semantics/article"}],"best_oa_location":{"id":"pmh:oai:ojs2.ijdim.com:article/1273","doi":null,"is_oa":true,"landing_page_url":"https://ijdim.com/journal/index.php/ijdim/article/view/1273","pdf_url":"https://ijdim.com/journal/index.php/ijdim/article/download/1273/1210","source":{"id":"https://openalex.org/S5407051256","display_name":"International Journal of Data Science and IoT Management System","issn_l":"3068-272X","issn":["3068-272X"],"is_oa":false,"is_in_doaj":false,"is_core":false,"listed_in":[],"host_organization":null,"host_organization_name":null,"host_organization_lineage":[],"host_organization_lineage_names":[],"type":"journal"},"license":"cc-by-nc-nd","license_id":"https://openalex.org/licenses/cc-by-nc-nd","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"3068-272X","raw_type":"info:eu-repo/semantics/article"},"sustainable_development_goals":[{"score":0.9537000060081482,"id":"https://metadata.un.org/sdg/3","display_name":"Good health and well-being"}],"study_designs":[],"awards":[],"funders":[],"has_content":{"grobid_xml":true,"pdf":true},"content_urls":{"pdf":"https://content.openalex.org/works/W7216628672.pdf","grobid_xml":"https://content.openalex.org/works/W7216628672.grobid-xml"},"referenced_works_count":14,"referenced_works":["https://openalex.org/W1844512392","https://openalex.org/W2028742638","https://openalex.org/W2593864460","https://openalex.org/W2626778328","https://openalex.org/W2896457183","https://openalex.org/W2919115771","https://openalex.org/W3027879771","https://openalex.org/W4362472235","https://openalex.org/W4397021297","https://openalex.org/W4405113670","https://openalex.org/W4406813548","https://openalex.org/W4413259164","https://openalex.org/W4414462749","https://openalex.org/W7160531494"],"related_works":["https://openalex.org/W7172006520","https://openalex.org/W7164906206","https://openalex.org/W7148423837","https://openalex.org/W4404683842","https://openalex.org/W4407262344","https://openalex.org/W7171627237","https://openalex.org/W7159803107","https://openalex.org/W7105520884","https://openalex.org/W7106544689","https://openalex.org/W7170081637"],"abstract_inverted_index":{"The":[0,99,136,169,215,233],"rapid":[1],"advancement":[2],"of":[3,41,46,119,224],"digital":[4,43,103,243],"technologies":[5],"in":[6,49,180],"the":[7,13,27,39,193,203,219],"healthcare":[8,244],"domain":[9],"has":[10,37,109],"significantly":[11],"transformed":[12],"way":[14],"individuals":[15,48],"access":[16],"medical":[17,166,189],"information":[18,57,190,238],"and":[19,32,51,59,76,95,127,156,183,213,221,253],"monitor":[20],"their":[21],"health":[22,34,56,107,134,159,230],"conditions.":[23],"In":[24],"recent":[25],"years,":[26],"growing":[28],"demand":[29],"for":[30,105,115,130],"accessible":[31],"continuous":[33],"monitoring":[35,143,231,257],"solutions":[36,245],"highlighted":[38],"importance":[40],"intelligent":[42,116,141,237],"systems":[44,58,117],"capable":[45,118],"assisting":[47],"understanding":[50],"interpreting":[52,120],"symptoms":[53,121],"effectively.":[54],"Traditional":[55],"symptom":[60,86,142,154,175,225,256],"checking":[61],"methods":[62],"often":[63],"rely":[64],"on":[65,102,162,172],"static":[66],"databases":[67],"or":[68],"rule-driven":[69],"decision":[70],"processes":[71],"that":[72,145],"lack":[73],"contextual":[74,222],"awareness":[75],"adaptability.":[77],"These":[78],"approaches":[79],"frequently":[80],"struggle":[81],"to":[82,92,151,191],"interpret":[83,152],"natural":[84,181],"language":[85,182],"descriptions":[87,155,176],"provided":[88],"by":[89,178,246],"users,":[90],"leading":[91],"inaccurate":[93],"suggestions":[94],"limited":[96],"user":[97],"trust.":[98],"increasing":[100],"reliance":[101],"platforms":[104],"preliminary":[106],"guidance":[108,208],"therefore":[110],"created":[111],"a":[112],"strong":[113],"need":[114],"more":[122],"effectively":[123],"while":[124,209,227],"ensuring":[125],"reliable":[126],"meaningful":[128,206],"outputs":[129],"users":[131,179],"seeking":[132],"early":[133],"insights.":[135],"proposed":[137,216],"system":[138,170,204,234],"introduces":[139],"an":[140,198],"approach":[144,217],"utilizes":[146],"advanced":[147],"semantic":[148],"analysis":[149,201],"techniques":[150,240],"userprovided":[153],"identify":[157,192],"relevant":[158,195],"conditions":[160],"based":[161],"similarity":[163,200],"patterns":[164],"within":[165],"data":[167],"sources.":[168],"focuses":[171],"analyzing":[173],"textual":[174],"entered":[177],"comparing":[184],"them":[185],"with":[186],"previously":[187],"stored":[188],"most":[194],"matches.":[196],"Through":[197],"efficient":[199,229],"process,":[202],"provides":[205],"health-related":[207],"maintaining":[210],"high":[211],"responsiveness":[212],"accuracy.":[214],"improves":[218],"reliability":[220],"relevance":[223],"interpretation":[226],"supporting":[228],"assistance.":[232],"demonstrates":[235],"how":[236],"retrieval":[239],"can":[241],"enhance":[242],"improving":[247],"response":[248],"relevance,":[249],"reducing":[250],"misleading":[251],"outputs,":[252],"enabling":[254],"scalable":[255],"capabilities.":[258],"Keywords:":[259],"Symptom":[260],"Monitoring,":[261],"Semantic":[262],"Retrieval,":[263],"Health":[264],"Informatics,":[265],"Artificial":[266],"Intelligence.":[267]},"counts_by_year":[],"updated_date":"2026-11-07T11:25:07.637180","created_date":"2026-10-03T00:00:00"}