{"id":"https://openalex.org/W7219967171","doi":null,"title":"Foundation Model\u2013Powered Medical Dialogue Agents with Causality-Aware Workflow Reasoning","display_name":"Foundation Model\u2013Powered Medical Dialogue Agents with Causality-Aware Workflow Reasoning","publication_year":2026,"publication_date":"2026-03-23","ids":{"openalex":"https://openalex.org/W7219967171"},"language":"en","primary_location":{"id":"pmh:oai:oai.aasrresearch.com:article/467","doi":null,"is_oa":true,"landing_page_url":"https://aasrresearch.com/index.php/jaict/article/view/467","pdf_url":"https://aasrresearch.com/index.php/jaict/article/download/467/488","source":{"id":"https://openalex.org/S7407079110","display_name":"Journal of Intelligent Assistive Communication Technologies","issn_l":"3108-2645","issn":["3108-2645"],"is_oa":true,"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":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"3108-2645","raw_type":"info:eu-repo/semantics/article"},"volume":null,"type":"article","is_traditional":true,"indexed_in":[],"open_access":{"is_oa":true,"oa_status":"diamond","oa_url":"https://aasrresearch.com/index.php/jaict/article/download/467/488","any_repository_has_fulltext":false},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5156968975","display_name":"Shaik Sadulla","orcid":null,"observed_orcids":[]},"institutions":[],"countries":[],"is_corresponding":true,"raw_author_name":"Shaik Sadulla","raw_affiliation_strings":["Department of Electronics and Communication Engineering, KKR & KSR Institute of Technology and Sciences, Vinjanampadu, Guntur-522017, Andhra Pradesh, India"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Department of Electronics and Communication Engineering, KKR & KSR Institute of Technology and Sciences, Vinjanampadu, Guntur-522017, Andhra Pradesh, India","institution_ids":[]}]}],"institutions":[],"countries_distinct_count":0,"institutions_distinct_count":0,"corresponding_author_ids":["https://openalex.org/A5156968975"],"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/T11636","display_name":"Artificial Intelligence in Healthcare and Education","score":0.9735999703407288,"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"}},"topics":[{"id":"https://openalex.org/T11636","display_name":"Artificial Intelligence in Healthcare and Education","score":0.9735999703407288,"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/T12031","display_name":"Speech and dialogue systems","score":0.014000000432133675,"subfield":{"id":"https://openalex.org/subfields/1702","display_name":"Artificial Intelligence"},"field":{"id":"https://openalex.org/fields/17","display_name":"Computer Science"},"domain":{"id":"https://openalex.org/domains/3","display_name":"Physical Sciences"}},{"id":"https://openalex.org/T11396","display_name":"Artificial Intelligence in Healthcare","score":0.00430000014603138,"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/foundation-models","display_name":"foundation models","score":0.9150000214576721},{"id":"https://openalex.org/keywords/causal-reasoning","display_name":"causal reasoning","score":0.9300000071525574},{"id":"https://openalex.org/keywords/healthcare-chatbots","display_name":"healthcare chatbots","score":0.6620000004768372},{"id":"https://openalex.org/keywords/clinical-guidelines","display_name":"clinical guidelines","score":0.7239999771118164},{"id":"https://openalex.org/keywords/causal-diagrams","display_name":"causal graphs","score":0.8999999761581421},{"id":"https://openalex.org/keywords/hallucination-mitigation","display_name":"hallucination mitigation","score":0.7170000076293945},{"id":"https://openalex.org/keywords/user-trust","display_name":"user trust","score":0.6340000033378601},{"id":"https://openalex.org/keywords/medical-question-answering","display_name":"medical question answering","score":0.8149999976158142},{"id":"https://openalex.org/keywords/clinical-decision-support","display_name":"clinical decision support","score":0.5189999938011169}],"concepts":[{"id":"https://openalex.org/C177212765","wikidata":"https://www.wikidata.org/wiki/Q627335","display_name":"Workflow","level":2,"score":0.7839000225067139},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.5881999731063843},{"id":"https://openalex.org/C2779343474","wikidata":"https://www.wikidata.org/wiki/Q3109175","display_name":"Context (archaeology)","level":2,"score":0.5676000118255615},{"id":"https://openalex.org/C115086926","wikidata":"https://www.wikidata.org/wiki/Q17004651","display_name":"Causal reasoning","level":3,"score":0.5609999895095825},{"id":"https://openalex.org/C2780966255","wikidata":"https://www.wikidata.org/wiki/Q5474306","display_name":"Foundation (evidence)","level":2,"score":0.5498999953269958},{"id":"https://openalex.org/C27415008","wikidata":"https://www.wikidata.org/wiki/Q7256382","display_name":"Psychological intervention","level":2,"score":0.39640000462532043},{"id":"https://openalex.org/C56739046","wikidata":"https://www.wikidata.org/wiki/Q192060","display_name":"Knowledge management","level":1,"score":0.3560999929904938},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.3490000069141388},{"id":"https://openalex.org/C2777200299","wikidata":"https://www.wikidata.org/wiki/Q52943","display_name":"Conversation","level":2,"score":0.34279999136924744},{"id":"https://openalex.org/C2911011789","wikidata":"https://www.wikidata.org/wiki/Q130741","display_name":"Hallucinating","level":2,"score":0.33709999918937683},{"id":"https://openalex.org/C37335422","wikidata":"https://www.wikidata.org/wiki/Q6888134","display_name":"Model-based reasoning","level":3,"score":0.3343999981880188},{"id":"https://openalex.org/C2776214188","wikidata":"https://www.wikidata.org/wiki/Q408386","display_name":"Inference","level":2,"score":0.32679998874664307},{"id":"https://openalex.org/C158600405","wikidata":"https://www.wikidata.org/wiki/Q5054566","display_name":"Causal inference","level":2,"score":0.3230000138282776},{"id":"https://openalex.org/C86251818","wikidata":"https://www.wikidata.org/wiki/Q816754","display_name":"Benchmarking","level":2,"score":0.31839999556541443},{"id":"https://openalex.org/C539667460","wikidata":"https://www.wikidata.org/wiki/Q2414942","display_name":"Management science","level":1,"score":0.30809998512268066},{"id":"https://openalex.org/C161301231","wikidata":"https://www.wikidata.org/wiki/Q3478658","display_name":"Knowledge representation and reasoning","level":2,"score":0.2904999852180481},{"id":"https://openalex.org/C2779328685","wikidata":"https://www.wikidata.org/wiki/Q1475557","display_name":"Patient safety","level":3,"score":0.28450000286102295},{"id":"https://openalex.org/C69505689","wikidata":"https://www.wikidata.org/wiki/Q455338","display_name":"Unified Medical Language System","level":2,"score":0.2815000116825104},{"id":"https://openalex.org/C2780385302","wikidata":"https://www.wikidata.org/wiki/Q367158","display_name":"Protocol (science)","level":3,"score":0.2768999934196472},{"id":"https://openalex.org/C2778373050","wikidata":"https://www.wikidata.org/wiki/Q1774706","display_name":"Clinical pathway","level":2,"score":0.27079999446868896},{"id":"https://openalex.org/C2522767166","wikidata":"https://www.wikidata.org/wiki/Q2374463","display_name":"Data science","level":1,"score":0.2615000009536743},{"id":"https://openalex.org/C145804949","wikidata":"https://www.wikidata.org/wiki/Q478123","display_name":"Situation awareness","level":2,"score":0.25529998540878296}],"mesh":[],"locations_count":1,"locations":[{"id":"pmh:oai:oai.aasrresearch.com:article/467","doi":null,"is_oa":true,"landing_page_url":"https://aasrresearch.com/index.php/jaict/article/view/467","pdf_url":"https://aasrresearch.com/index.php/jaict/article/download/467/488","source":{"id":"https://openalex.org/S7407079110","display_name":"Journal of Intelligent Assistive Communication Technologies","issn_l":"3108-2645","issn":["3108-2645"],"is_oa":true,"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":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"3108-2645","raw_type":"info:eu-repo/semantics/article"}],"best_oa_location":{"id":"pmh:oai:oai.aasrresearch.com:article/467","doi":null,"is_oa":true,"landing_page_url":"https://aasrresearch.com/index.php/jaict/article/view/467","pdf_url":"https://aasrresearch.com/index.php/jaict/article/download/467/488","source":{"id":"https://openalex.org/S7407079110","display_name":"Journal of Intelligent Assistive Communication Technologies","issn_l":"3108-2645","issn":["3108-2645"],"is_oa":true,"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":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"3108-2645","raw_type":"info:eu-repo/semantics/article"},"sustainable_development_goals":[{"id":"https://metadata.un.org/sdg/3","display_name":"Good health and well-being","score":0.9391000270843506}],"study_designs":[],"awards":[],"funders":[],"has_content":{"pdf":true,"grobid_xml":true},"content_urls":{"pdf":"https://content.openalex.org/works/W7219967171.pdf","grobid_xml":"https://content.openalex.org/works/W7219967171.grobid-xml"},"referenced_works_count":8,"referenced_works":["https://openalex.org/W2610332124","https://openalex.org/W2958089299","https://openalex.org/W3030163527","https://openalex.org/W3035901421","https://openalex.org/W4401386758","https://openalex.org/W4406706905","https://openalex.org/W4406800520","https://openalex.org/W4413941679"],"related_works":["https://openalex.org/W4415747991","https://openalex.org/W7168165441","https://openalex.org/W7140320500","https://openalex.org/W4402670279","https://openalex.org/W7155529013","https://openalex.org/W7207625105","https://openalex.org/W4402670852","https://openalex.org/W7167060559","https://openalex.org/W7160302793","https://openalex.org/W7155018023"],"abstract_inverted_index":{"By":[0],"facilitating":[1],"human-AI":[2],"responses":[3],"through":[4],"conversational":[5],"medical":[6,28,53,68,82,158,209,221,235,248,281],"assistants,":[7],"foundation":[8,80,271],"models":[9,272],"have":[10],"fulfilled":[11],"great":[12],"progress":[13],"by":[14],"tackling":[15],"concerns":[16],"related":[17],"to":[18,113,125,137,141,190,283],"bi-directional":[19],"dialogues":[20,202],"and":[21,40,58,107,117,135,184,205,207,223,243,255,279],"adaptation.":[22],"Nevertheless,":[23],"the":[24,48,128,139,162,167,175,247],"majority":[25],"of":[26,50,62,151,164,177,219,253],"current":[27],"dialogue":[29,54,69,83,119,249],"systems":[30,250],"are":[31,43,61,123,154],"still":[32],"correlation-based,":[33],"without":[34],"clear":[35],"causal":[36,104,182,241,277],"reasoning,":[37],"workflow":[38,89,111,244],"understanding,":[39],"explainability,":[41],"which":[42,181],"a":[44,67,79,88,103,108],"fatal":[45],"threat":[46],"in":[47,92,180,251],"context":[49],"an":[51,98],"assistive":[52,264],"where":[55],"safety,":[56],"trust,":[57],"clinical":[59,110,152,215],"reliability":[60,256],"utmost":[63],"importance.":[64],"To":[65],"establish":[66],"agent":[70,84],"that":[71,85,160,240],"helps":[72],"resolve":[73],"these":[74],"issues,":[75],"this":[76],"paper":[77],"suggests":[78],"model-based":[81],"also":[86],"has":[87,260],"reasoning":[90,105,242],"grounded":[91],"causality.":[93],"The":[94,171,237,258],"suggested":[95],"paradigm":[96],"integrates":[97],"extensive":[99],"language":[100,148],"model":[101],"with":[102,276],"system":[106,140,193],"guideline-based":[109],"regulator":[112],"secure":[114,118],"medically-grounded,":[115],"clear,":[116],"interactions.":[120],"Causal":[121],"graphs":[122],"used":[124,189],"explicitly":[126],"describe":[127],"connection":[129],"between":[130,203],"symptoms,":[131],"diagnosis,":[132],"risk":[133],"factors,":[134],"interventions":[136],"allow":[138],"reason":[142],"over":[143],"more":[144],"than":[145,229],"just":[146],"surface":[147],"patterns.":[149],"Workflows":[150],"activities":[153],"based":[155,199,234],"on":[156,174,200,226],"some":[157],"guidelines":[159],"restrain":[161],"development":[163],"dialogue,":[165],"adopting":[166],"standard":[168],"decision-making":[169],"habits.":[170],"approach":[172],"focuses":[173],"explainability":[176],"response":[178],"generation":[179],"inference":[183],"workflow-driven":[185],"justification":[186],"will":[187],"be":[188,274],"support":[191],"every":[192],"recommendation.":[194],"Experimental":[195],"assessment":[196],"is":[197],"assessed":[198],"simulated":[201],"patients":[204],"agents":[206],"benchmarking":[208],"question-answering":[210],"data.":[211],"Findings":[212],"indicate":[213],"greater":[214],"consistency,":[216],"reduced":[217],"number":[218],"hallucinated":[220],"advice":[222],"increased":[224],"score":[225],"user":[227],"trust":[228],"when":[230],"using":[231],"conventional":[232],"foundation-model":[233],"chatbots.":[236],"results":[238],"imply":[239],"constraints":[245],"improve":[246],"terms":[252],"safety":[254],"significantly.":[257],"article":[259],"been":[261],"developing":[262],"intelligent":[263],"communication":[265],"technologies,":[266],"as":[267],"it":[268],"shows":[269],"how":[270],"can":[273],"extended":[275],"transparency":[278],"structured":[280],"thought":[282],"facilitate":[284],"reliable":[285],"healthcare":[286],"communication.":[287]},"counts_by_year":[],"updated_date":"2026-11-07T11:25:07.637180","created_date":"2026-10-05T00:00:00"}
