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Research · Vadodara

What research is done in Vadodara?

Papers authored at Vadodara's institutions — Parul University, Maharaja Sayajirao University of Baroda, Indian Institute of Information Technology Vadodara — with the Prism stance layer.

Summary

The partial research record is substantial and notably optimistic. Among 1556 papers, Parul University contributes 884 and Maharaja Sayajirao University of Baroda 547; machine learning, artificial intelligence, deep learning and women's health are the strongest emerging fields.

WATCH Watch whether local research turns into stronger university-industry collaboration.
Research outlook for Vadodara

What the papers — written in the city and about it — point to, split by the Prism stance layer: work that reads promising versus work that flags problems or urges caution.

Opportunities the research points to
Machine Learning · 32Artificial Intelligence · 25Deep Learning · 21Women's Health · 19Healthcare · 13Sustainability · 11Cybersecurity · 10COVID-19 · 8Nanoparticles · 8CNN · 7Internet of Things · 7Agriculture · 7
Concerns the research raises
Healthcare · 12Artificial Intelligence · 8Sustainability · 6Mental Health · 6Women's Health · 6Renewable Energy · 5Machine Learning · 4Leadership · 3Agriculture · 3Pharmaceuticals · 3Blockchain Technology · 3Technology · 3

counts = papers carrying the theme · concerns merge cautionary, critical and problem-identifying work

Institutions
Orientation
Output by year (sample)
2026: 792017202679
Opportunities (promising + breakthrough)
Machine Learning · 32Artificial Intelligence · 25Deep Learning · 21Women's Health · 19Healthcare · 13Sustainability · 11Cybersecurity · 10COVID-19 · 8Nanoparticles · 8CNN · 7Internet of Things · 7Agriculture · 7
Cautions (cautionary + critical)
Global Strategy · 2China · 2Renewable Energy · 2Indo-Pacific · 2Nanomaterials · 2Financial Inclusion · 2Women's Rights · 2COVID-19 · 2Central Nervous System · 1Treatment Options · 1Tetramethasone valerate · 1Emotional Intelligence · 1
Problems flagged
Healthcare · 10Artificial Intelligence · 8Sustainability · 6Mental Health · 6Women's Health · 4Machine Learning · 4Leadership · 3Agriculture · 3Pharmaceuticals · 3Blockchain Technology · 3Renewable Energy · 3Technology · 3
Top research topics
Fish Biology and Ecology Studies · 44Ichthyology and Marine Biology · 40Phytochemicals and Medicinal Plants · 31Artificial Intelligence in Healthcare · 26Marine Ecology and Invasive Species · 22Network Security and Intrusion Detection · 20Blockchain Technology Applications and Security · 19IoT and Edge/Fog Computing · 18AI in cancer detection · 16Advanced Drug Delivery Systems · 16Advancements in Transdermal Drug Delivery · 16Nanoparticle-Based Drug Delivery · 15
Most-cited work
PaperYearCitedOrientation
Revisiting the Green Synthesis of Nanoparticles: Uncovering Influences of Plant Extracts as Reducing Agents…2023356Promising
Topic Modeling Using Latent Dirichlet allocation2021229Problem Identifying
Systematic Approach for the Formulation and Optimization of Solid Lipid Nanoparticles of Efavirenz by High…2017170Promising
Polyolefin/graphene nanocomposites: a review2017159Descriptive
Dermatologist-Level Classification of Skin Cancer Using Cascaded Ensembling of Convolutional Neural Network…2022147Promising
Paper-Based Flexible Photodetector Functionalized by WSe<sub>2</sub> Nanodots2019145Breakthrough
Overview of the Development of DprE1 Inhibitors for Combating the Menace of Tuberculosis2018141Descriptive
A systematic review on machine learning and deep learning techniques in the effective diagnosis of…2023128Comparative
A Deep Learning Approach for Face Detection using YOLO2018101Comparative
Short-Term Power Prediction of Building Integrated Photovoltaic (BIPV) System Based on Machine Learning…202187Promising
Status of Coal-Based Thermal Power Plants, Coal Fly Ash Production, Utilization in India and Their Emerging…202287Problem Identifying
Pulmonary delivery of liposomal dry powder inhaler formulation for effective treatment of idiopathic…201779Promising
A critical review on sustainable hazardous waste management strategies: a step towards a circular economy202378Problem Identifying
Tutorial: Common path self-referencing digital holographic microscopy201876Descriptive
HIV TAT-mediated microglial senescence: Role of SIRT3-dependent mitochondrial oxidative stress202069Promising

figures marked ≈ are scaled estimates from a partial sample · Prism stance layer over 2017+ papers

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