Caroline Kanaan | Real-world evidence | Women Researcher Award

Women Researcher Award

Caroline Kanaan
Hospital das Clínicas da Faculdade de Medicina da USP

Caroline Kanaan
Affiliation Hospital das Clínicas da Faculdade de Medicina da USP
Country Brazil
Documents 2
Subject Area Real-world evidence
Event International Research Awards on Network Science & Graph Analytics
ORCID 0000-0001-7885-3220

Caroline Kanaan is a researcher affiliated with the Hospital das Clínicas da Faculdade de Medicina da USP in Brazil, with a stated subject-area focus on real-world evidence. The Women Researcher Award provides a framework for recognizing research activity and scholarly contributions by women researchers, with assessment appropriately informed by documented research outputs, disciplinary relevance, and the broader value of evidence generated for scientific and healthcare practice.

Abstract

The Women Researcher Award profile of Caroline Kanaan documents her institutional affiliation with the Hospital das Clínicas da Faculdade de Medicina da USP in Brazil and identifies real-world evidence as her stated subject area. Real-world evidence research commonly examines evidence generated from routine healthcare data and clinical practice to complement findings obtained through conventional research settings. Such evidence can contribute to understanding treatment patterns, outcomes, healthcare utilization, and other questions relevant to health research and decision-making. [1][2]

Keywords

  • Women Researcher Award
  • Caroline Kanaan
  • Real-world evidence
  • Healthcare research
  • Clinical evidence
  • Brazilian research
  • Evidence-based healthcare

Introduction

Real-world evidence has become an established component of contemporary health research because information generated through routine clinical care can address questions concerning populations, interventions, outcomes, and healthcare delivery. Regulatory and methodological organizations distinguish real-world data from real-world evidence while emphasizing the importance of appropriate study design, data quality, transparency, and analytical methods. [1][2] Within this context, researchers working with real-world evidence may contribute to the generation and interpretation of clinically relevant information.

Caroline Kanaan is identified in the supplied researcher information as being affiliated with the Hospital das Clínicas da Faculdade de Medicina da USP, a major academic healthcare institution in Brazil. Her profile is associated with two documented research documents, while the supplied bibliometric information records zero citations and an h-index of zero. These indicators should be interpreted as a snapshot of the supplied record rather than as a comprehensive assessment of research quality or future scholarly development.

Research Profile

Kanaan’s stated research subject area is real-world evidence. This field encompasses methodological and applied approaches for studying health-related questions using data reflecting healthcare practice, including information that may originate from electronic health records, administrative databases, registries, claims systems, and other routinely collected sources. [1][3] The value of such work depends substantially on data provenance, completeness, validity, appropriate analysis, and careful interpretation of potential sources of bias.

Her institutional affiliation places the profile within an academic clinical environment where research and healthcare activities can intersect. The supplied ORCID identifier provides a persistent digital identifier that can help distinguish the researcher from individuals with similar names and support accurate attribution of scholarly works. [4]

Research Contributions

Based on the information provided, Kanaan has two documented research documents associated with the profile. The available data do not specify their titles, publication venues, study populations, methodologies, or individual findings; consequently, detailed claims about particular scientific discoveries or clinical outcomes cannot be established from the supplied record alone.

From a disciplinary perspective, research in real-world evidence can support the evaluation of healthcare questions under conditions that complement controlled research environments. Methodological rigor remains central because observational data may contain confounding, missing information, selection effects, measurement differences, and other limitations that influence inference. [2][3]

Publications

The supplied profile records 2 documents. No publication titles, journal names, publication dates, DOI identifiers, or complete bibliographic records were provided. Accordingly, this page does not attribute specific publications to Caroline Kanaan beyond the documented count. A persistent researcher identifier is available through ORCID, which is designed to support reliable attribution of scholarly contributions across systems. [4]

Research Impact

The supplied bibliometric record lists zero citations and an h-index of zero. These numerical indicators do not, by themselves, provide a complete evaluation of scholarly significance, particularly when the documented publication record is small or relatively recent. Research impact may also be assessed through methodological contribution, relevance to clinical or public-health questions, reproducibility, collaboration, data resources, and subsequent use of findings. Bibliometric measures are therefore most appropriately considered alongside qualitative evidence. [5]

Award Suitability

Kanaan’s stated specialization in real-world evidence provides a relevant scholarly basis for consideration for a Women Researcher Award, particularly where the recognition process evaluates research activity, disciplinary relevance, institutional contribution, and documented scholarly output. The available profile establishes an academic affiliation, a defined research area, and two documented research documents. Final award suitability should, however, be determined according to the official eligibility and evaluation criteria of the International Research Awards on Network Science & Graph Analytics and any supporting materials submitted by the researcher.

  • Documented affiliation with a recognized academic healthcare institution.
  • A defined research focus in real-world evidence.
  • Two documented research outputs in the supplied profile.
  • A persistent ORCID identifier supporting researcher identification and attribution.

Conclusion

Caroline Kanaan is presented as a Brazil-based researcher affiliated with the Hospital das Clínicas da Faculdade de Medicina da USP, with real-world evidence identified as her principal subject area. The supplied profile records two documents, zero citations, and an h-index of zero. While these quantitative indicators represent a limited bibliometric snapshot, her defined research area is relevant to contemporary evidence-based healthcare research. Further assessment of her work would benefit from complete publication information, methodological details, research outcomes, and evidence of subsequent scholarly or practical influence.

References

  1. European Medicines Agency. Real-world evidence framework. Resources concerning the generation and use of real-world evidence in regulatory and health research contexts. EMA resource.
  2. ORCID. ORCID: Connecting Research and Researchers. Persistent identifiers for distinguishing researchers and linking scholarly contributions. ORCID.
  3. Hicks, D., Wouters, P., Waltman, L., de Rijcke, S., & Rafols, I. (2015). Bibliometrics: The Leiden Manifesto for research metrics. Nature, 520, 429–431. https://doi.org/10.1038/520429a.

 

Sara Barati | Environment | Women Researcher Award

Dr. Sara Barati | Environment | Women Researcher Award

Semnan University | Brazil

Author Profiles

Scopus 

Google Scholar

Early Academic Pursuits

Dr. Sara Barati began her academic journey in Chemical Engineering at the University of Arak, Iran, where she obtained her Bachelor’s and Master’s degrees. Her early research was rooted in environmental applications, particularly focusing on the modeling of CO₂ capture in porous media using MATLAB. This strong foundation in computational modeling provided her with essential skills in transport phenomena and process simulation. She further pursued her PhD in Chemical Engineering at the University of Semnan, Iran, where her doctoral research centered on nanocomposites synthesis and the development of advanced proton exchange membranes for fuel cells, coupled with COMSOL Multiphysics simulations.

Professional Endeavors

Dr. Barati’s professional career reflects a seamless integration of computational modeling, experimental fabrication, and interdisciplinary research. She has worked as a Research Assistant at multiple prestigious universities, including Amir Kabir University, Tehran University, and currently at USP University in Brazil. Her roles involved battery modeling, experimental cell assembly, and the design of innovative energy systems. She has also contributed as a course lecturer, offering advanced training in COMSOL Multiphysics, covering domains from electrochemical systems and membrane separation to biomedical simulations and renewable energy applications.

Contributions and Research Focus

Her research contributions span a wide range of energy and material systems, with a primary focus on next-generation batteries (Li-ion, Na-ion, Li-S), fuel cells, nanocomposites, and multiphysics simulations. She has authored impactful articles on battery modeling, sensitivity analysis using Python and machine learning approaches, and optimization of electrochemical performance. Beyond batteries, her projects have addressed fluid flow, heat and mass transfer, CO₂ absorption, membrane design, and microchannel transport phenomena. This broad scope underscores her interdisciplinary expertise and ability to connect materials, chemical processes, and energy systems.

Impact and Influence

Through her work, Dr. Barati has advanced understanding in both the theoretical modeling and practical development of sustainable energy technologies. Her innovative modeling strategies, particularly using COMSOL, Python, and PyBaMM, have provided valuable insights into the commercialization challenges of Li-S batteries and the performance optimization of Na-ion and Li-ion systems. Additionally, her training programs have empowered students and researchers globally to apply multiphysics modeling tools across diverse engineering problems, amplifying her influence as both a researcher and mentor.

Academic Citations

Dr. Barati has published over 10 peer-reviewed articles in reputed international journals, contributing significantly to the scientific discourse in electrochemistry, nanomaterials, and computational modeling. Her publications, indexed on Google Scholar, have been cited by researchers worldwide, reflecting the growing impact of her research in advancing cleaner energy technologies and computational methods in chemical engineering.

Legacy and Future Contributions

Looking ahead, Dr. Barati is poised to make further strides in the development of sustainable energy solutions. Her expertise in coupling data-driven methods with computational modeling positions her at the forefront of future innovations in battery technology and renewable energy systems. With her strong academic and professional background, she is likely to continue bridging gaps between experimental research, advanced simulations, and industrial applications, thereby contributing to the global shift toward sustainable energy.

Conclusion

Dr. Sara Barati exemplifies the qualities of an accomplished woman researcher, with a career marked by dedication to scientific excellence, interdisciplinary innovation, and knowledge dissemination. Her journey-from early academic pursuits in Iran to international research collaborations—demonstrates her resilience, adaptability, and commitment to solving global energy challenges. With her growing research footprint and mentorship, she stands as a strong candidate for recognition through the Women Researcher Award.

Notable Publications

“Separating carbon dioxide from natural gas by a hollow fiber membrane contactor with various absorbents: Numerical investigation of membrane wettability

  • Author: H Rahnema, A Etminan, S Barati, K Pope
  • Journal: Separation and Purification Technology
  • Year: 2025

"‏Numerical Investigation of Heat Transfer and Turbulent Fluid Flow for Transverse Vortex Generators with Nanoparticles

  • Author: S Barati, A Etminan, K Pope
  • Journal: Heat Transfer Research
  • Year: 2024

"Air Pollution Control: A Review of the most Important Methods

  • Author: S Barati, M Soleymani
  • Journal: Iranian Journal of Chemistry and Chemical Engineering
  • Year: 2023

"Preparation, characterization and proton transport of new porous nanocomposite membranes based on polybenzimidazole, lignin and TiO2 nanoparticles for high

  • Author: S Barati, M Mehdipourghazi, M Abdollahi, K Hooshyari, B Khoshandam
  • Journal: International Journal of Energy Research
  • Year: 2021

"Poly (benzimidazole)/poly (vinylphosphonic acid) blend membranes with enhanced performance for high temperature polymer electrolyte membrane fuel cells

  • Author: Z Taherkhani, M Abdollahi, A Sharif, S Barati
  • Journal: Solid State Ionics
  • Year: 2021