Tailoring Treatment in the Age of AI: A Systematic Review of Large Language Models in Personalized Healthcare.

Glaucia Melo dos Santos Glaucia Melo 0001 Toronto Metropolitan University, Canada https://orcid.org/0000-0003-0092-2171 https://www.wikidata.org/entity/Q104491686 Glaucia Melo

Giordano de Pinho Souza Glaucia Melo 0001 Daniel Schneider 0008 Tailoring Treatment in the Age of AI: A Systematic Review of Large Language Models in Personalized Healthcare. 113 2025 12 Informatics 4 https://doi.org/10.3390/informatics12040113 db/journals/informatics/informatics12.html#SouzaMS25 streams/journals/informatics

Glaucia Melo 0001 Opportunities and Challenges of Software Engineering Bots: A Forward-Looking Analysis. 28-32 2025 BotSE@ICSE https://doi.org/10.1109/BotSE67031.2025.00014 conf/botse-ws/2025 db/conf/botse-ws/botse-ws2025.html#Melo25 streams/conf/botse-ws Giordano de Pinho Souza Glaucia Melo 0001 Daniel Schneider 0008 Human-Centred LLMs in Personalized Healthcare: A Survey. 414-431 2025 CHIRA (3) https://doi.org/10.1007/978-3-032-16454-4_24 conf/chira/2025-3 db/conf/chira/chira2025-3.html#SouzaMS25 Alfred Santa Molison Marcia Moraes Glaucia Melo 0001 Fabio Santos Wesley K. G. Assunção Is LLM-Generated Code More Maintainable & Reliable Than Human-Written Code? 151-162 2025 ESEM https://doi.org/10.1109/ESEM64174.2025.00036 conf/esem/2025 db/conf/esem/esem2025.html#MolisonMMSA25 streams/conf/esem

Glaucia Melo 0001 Paulo S. C. Alencar Donald D. Cowan Enhancing Software Development with Context-Aware Conversational Agents: A User Study on Developer Interactions with Chatbots. 2025 May abs/2505.08648 CoRR https://doi.org/10.48550/arXiv.2505.08648 db/journals/corr/corr2505.html#abs-2505-08648 streams/journals/corr

Omar Elsisi Glaucia Melo 0001 Past, Present and Future: Exploring Adaptive AI in Software Development Bots. 2025 July abs/2507.10822 CoRR https://doi.org/10.48550/arXiv.2507.10822 db/journals/corr/corr2507.html#abs-2507-10822 streams/journals/corr

Alfred Santa Molison Marcia Moraes Glaucia Melo 0001 Fabio Santos Wesley K. G. Assunção Is LLM-Generated Code More Maintainable & Reliable than Human-Written Code? 2025 August abs/2508.00700 CoRR https://doi.org/10.48550/arXiv.2508.00700 db/journals/corr/corr2508.html#abs-2508-00700 streams/journals/corr

Jean Douglas Carvalho Hugo Kenji Ahmad Mohammad Saber Glaucia Melo 0001 Max Mauro Dias Santos Deepa Kundur Multimodal Large Language Model Framework for Safe and Interpretable Grid-Integrated EVs. 2025 October abs/2510.02592 CoRR https://doi.org/10.48550/arXiv.2510.02592 db/journals/corr/corr2510.html#abs-2510-02592 streams/journals/corr

Genevieve Caumartin Glaucia Melo 0001 Reformulate, Retrieve, Localize: Agents for Repository-Level Bug Localization. 2025 December abs/2512.07022 CoRR https://doi.org/10.48550/arXiv.2512.07022 db/journals/corr/corr2512.html#abs-2512-07022 streams/journals/corr

Glaucia Melo dos Santos Nathalia Moraes do Nascimento Paulo Alencar 0001 Donald D. Cowan Identifying Factors That Impact Levels of Automation in Autonomous Systems. 56437-56452 2023 11 IEEE Access https://doi.org/10.1109/ACCESS.2023.3282617 db/journals/access/access11.html#SantosNAC23

Glaucia Melo 0001 Nathalia Moraes do Nascimento Paulo S. C. Alencar Donald D. Cowan Variability-Aware Architecture for Human-Chatbot Interactions: Taming Levels of Automation. 122-127 2023 ACSOS-C https://doi.org/10.1109/ACSOS-C58168.2023.00051 conf/acsos/2023c db/conf/acsos/acsos2023c.html#MeloNAC23 Glaucia Melo dos Santos Luis Fernando Lins Paulo S. C. Alencar Donald D. Cowan Supporting Contextual Conversational Agent-Based Software Development. 9-13 2023 BotSE https://doi.org/10.1109/BotSE59190.2023.00010 conf/botse-ws/2023 db/conf/botse-ws/botse-ws2023.html#SantosLAC23 Dennis Paulino António Correia 0001 Diogo Guimarães Ramon Chaves Glaucia Melo 0001 Daniel Schneider 0008 João Barroso 0001 Hugo Paredes Stigmergy in Crowdsourcing and Task Fingerprinting: Study on Behavioral Traces of Weather Experts in Interaction Logs. 1293-1299 2023 CSCWD https://doi.org/10.1109/CSCWD57460.2023.10152765 conf/cscwd/2023 db/conf/cscwd/cscwd2023.html#PaulinoCGCM00P23 Glaucia Melo 0001 Designing Adaptive Developer-Chatbot Interactions: Context Integration, Experimental Studies, and Levels of Automation. 235-239 2023 ICSE Companion https://doi.org/10.1109/ICSE-Companion58688.2023.00064 conf/icse/2023c db/conf/icse/icse2023c.html#Melo23

Glaucia Melo dos Santos Luis Fernando Lins Paulo S. C. Alencar Donald D. Cowan Supporting Contextual Conversational Agent-Based Software Development. 2023 abs/2305.00885 CoRR https://doi.org/10.48550/arXiv.2305.00885 db/journals/corr/corr2305.html#abs-2305-00885

Glaucia Melo 0001 Designing Adaptive Developer-Chatbot Interactions: Context Integration, Experimental Studies, and Levels of Automation. 2023 abs/2305.00886 CoRR https://doi.org/10.48550/arXiv.2305.00886 db/journals/corr/corr2305.html#abs-2305-00886

Glaucia Melo dos Santos Nathalia Moraes do Nascimento Paulo Alencar 0001 Donald D. Cowan Understanding Levels of Automation in Human-Machine Collaboration. 3952-3958 2022 IEEE Big Data https://doi.org/10.1109/BigData55660.2022.10020371 conf/bigdataconf/2022 db/conf/bigdataconf/bigdataconf2022.html#SantosNAC22 Ulisses Telemaco Neto Toacy Cavalcante de Oliveira Raquel M. Pillat Paulo S. C. Alencar Don Cowan Glaucia Melo dos Santos Scaffolding Process-Aware Information Systems with the AKIP Platform. 60-83 2022 WEBIST (Revised Selected Papers) https://doi.org/10.1007/978-3-031-43088-6_4 conf/webist/2022sp db/conf/webist/webist2022sp.html#NetoOPACS22a Ulisses Telemaco Neto Toacy C. Oliveira Raquel M. Pillat Paulo Alencar 0001 Don Cowan Glaucia Melo dos Santos AKIP Process Automation Platform: A Framework for the Development of Process-Aware Web Applications. 64-74 2022 WEBIST https://doi.org/10.5220/0011550000003318 conf/webist/2022 db/conf/webist/webist2022.html#NetoOPACS22 Luis Fernando Lins Glaucia Melo dos Santos Toacy C. Oliveira Paulo Alencar 0001 Donald D. Cowan PACAs: Process-Aware Conversational Agents. 312-318 2021 Business Process Management Workshops https://doi.org/10.1007/978-3-030-94343-1_24 conf/bpm/2021w db/conf/bpm/bpmw2021.html#LinsSOAC21 Glaucia Melo dos Santos Paulo Alencar 0001 Donald D. Cowan A Cognitive and Machine Learning-Based Software Development Paradigm Supported by Context. 11-15 2021 ICSE (NIER) https://doi.org/10.1109/ICSE-NIER52604.2021.00011 https://www.wikidata.org/entity/Q130890750 conf/icse/2021nier db/conf/icse/nier2021.html#SantosAC21 Rachel Vital Simões Glaucia Melo dos Santos Fernando Brito e Abreu Toacy Cavalcante de Oliveira Towards Understanding Quality-Related Characteristics in Knowledge-Intensive Processes - A Systematic Literature Review. 197-207 2021 QUATIC https://doi.org/10.1007/978-3-030-85347-1_15 conf/quatic/2021 db/conf/quatic/quatic2021.html#SimoesSAO21

Glaucia Melo dos Santos Paulo Alencar 0001 Donald D. Cowan A Cognitive and Machine Learning-Based Software Development Paradigm Supported by Context. 2021 abs/2102.05608 CoRR https://arxiv.org/abs/2102.05608 db/journals/corr/corr2102.html#abs-2102-05608

Glaucia Melo dos Santos Edith Law Paulo S. C. Alencar Donald D. Cowan Understanding User Understanding: What do Developers Expect from a Cognitive Assistant? 3165-3172 2020 IEEE BigData https://doi.org/10.1109/BigData50022.2020.9378140 conf/bigdataconf/2020 db/conf/bigdataconf/bigdataconf2020.html#SantosLAC20

Glaucia Melo dos Santos Edith Law Paulo S. C. Alencar Don Cowan Exploring Context-Aware Conversational Agents in Software Development. 2020 abs/2006.02370 CoRR https://arxiv.org/abs/2006.02370 db/journals/corr/corr2006.html#abs-2006-02370

Glaucia Melo dos Santos Paulo S. C. Alencar Don Cowan Context-Augmented Software Development in Traditional and Big Data Projects: Literature Review and Preliminary Framework. 3449-3457 2019 IEEE BigData https://doi.org/10.1109/BigData47090.2019.9006245 conf/bigdataconf/2019 db/conf/bigdataconf/bigdataconf2019.html#SantosAC19 Rachel Vital Glaucia Melo dos Santos Toacy Cavalcante de Oliveira Paulo S. C. Alencar Donald D. Cowan AgileCritPath: Identifying Critical Tasks in Agile Environments. 20-38 2019 SEKE https://doi.org/10.18293/SEKE2019-004 conf/seke/2019 db/conf/seke/seke2019.html#VitalSOAC19 Glaucia Melo dos Santos Toacy Cavalcante de Oliveira Paulo S. C. Alencar Donald D. Cowan Retrieving Curated Stack Overflow Posts from Project Task Similarities (S). 415-528 2019 SEKE https://doi.org/10.18293/SEKE2019-083 conf/seke/2019 db/conf/seke/seke2019.html#SantosOAC19

Glaucia Melo dos Santos Paulo S. C. Alencar Donald D. Cowan Context-Augmented Software Development Projects: Literature Review and Preliminary Framework. 2019 abs/1910.08167 CoRR http://arxiv.org/abs/1910.08167 db/journals/corr/corr1910.html#abs-1910-08167

Glaucia Melo dos Santos Ulisses Telemaco Toacy C. Oliveira Paulo S. C. Alencar Donald D. Cowan Towards using task similarity to recommend Stack Overflow posts. 199-211 2018 CIbSE conf/cibse/2018 db/conf/cibse/cibse2018.html#SantosTOAC18 Glaucia Melo dos Santos Luiz Oliveira 0001 Daniel Schneider 0008 Jano Moreira de Souza Towards an observatory for mobile participatory sensing applications. 305-312 2017 CSCWD https://doi.org/10.1109/CSCWD.2017.8066712 conf/cscwd/2017 db/conf/cscwd/cscwd2017.html#MeloOSS17 Fernando Brito e Abreu Paulo S. C. AlencarPaulo Alencar 0001 Wesley K. G. Assunção João Barroso 0001 Jean Douglas Carvalho Genevieve Caumartin Ramon Chaves António Correia 0001 Donald D. CowanDon Cowan Omar Elsisi Diogo Guimarães Hugo Kenji Deepa Kundur Edith Law Luis Fernando Lins Alfred Santa Molison Marcia Moraes Nathalia Moraes do Nascimento Ulisses Telemaco NetoUlisses Telemaco Luiz Oliveira 0001 Toacy Cavalcante de OliveiraToacy C. Oliveira Hugo Paredes Dennis Paulino Raquel M. Pillat Ahmad Mohammad Saber Fabio Santos Max Mauro SantosMax Mauro Dias Santos Daniel Schneider 0008 Rachel Vital SimõesRachel Vital Giordano de Pinho Souza Jano Moreira de Souza