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Research · Amritsar

What research is done in Amritsar?

Papers authored at Amritsar's institutions — Guru Nanak Dev University, Government Medical College, Amritsar, Indian Institute of Management Amritsar — with the Prism stance layer.

Summary

Within the available research slice, output is university-led and unusually broad. Of 1173 papers, Guru Nanak Dev University accounts for 800 and Government Medical College for 364; machine learning, cloud computing, children's health and energy efficiency stand out.

WATCH Watch whether university work in machine learning and health attracts commercial partners.
Research outlook for Amritsar

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 · 12Cloud Computing · 9Children's Health · 7Women's Health · 6Energy Efficiency · 6Healthcare · 6Artificial Intelligence · 6Sustainability · 6IoT · 5Consumer Behavior · 5Nutrition · 4CNN · 4
Concerns the research raises
Women's Health · 8Children's Health · 6Artificial Intelligence · 6Healthcare · 4Research · 4Public Health · 4Biotechnology · 4Education · 4Diabetes · 3Health · 3Innovation · 3Anemia · 3

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

Institutions
Orientation
Output by year (sample)
2026: 292017202629
Opportunities (promising + breakthrough)
Machine Learning · 12Cloud Computing · 9Children's Health · 7Women's Health · 6Energy Efficiency · 6Healthcare · 6Artificial Intelligence · 6Sustainability · 6IoT · 5Consumer Behavior · 5Nutrition · 4CNN · 4
Cautions (cautionary + critical)
Children's Health · 2Mental Health · 2Trade-Related Intellectual Property Rights (TRIPS · 2Insecticides · 2Men's Health · 2Treatment Treatment · 1Quasi-Experimental Study · 1Synthetic Food dye · 1Economic Activity · 1Short Text's Security · 1Acute Coronary Syndrome · 1Chemistry Inhibition · 1
Problems flagged
Women's Health · 8Artificial Intelligence · 6Healthcare · 4Research · 4Public Health · 4Biotechnology · 4Diabetes · 3Education · 3Children's Health · 3Health · 3Innovation · 3Anemia · 3
Top research topics
IoT and Edge/Fog Computing · 21Advanced Photonic Communication Systems · 19Optical Network Technologies · 17Synthesis and biological activity · 15Artificial Intelligence in Healthcare · 14Dust and Plasma Wave Phenomena · 14Luminescence and Fluorescent Materials · 14Additive Manufacturing and 3D Printing Technologies · 14Optical Wireless Communication Technologies · 13Digital Marketing and Social Media · 12Ionosphere and magnetosphere dynamics · 12Molecular Sensors and Ion Detection · 11
Most-cited work
PaperYearCitedOrientation
Fog Assisted-IoT Enabled Patient Health Monitoring in Smart Homes2018470Promising
Metal resistant PGPR lowered Cd uptake and expression of metal transporter genes with improved growth and…2019234Promising
Federated learning for secure IoMT-applications in smart healthcare systems: A comprehensive review2023186Descriptive
deep DNA machine learning model to classify the tumor genome of patients with tumor sequencing2022173Promising
Rational Approaches, Design Strategies, Structure Activity Relationship and Mechanistic Insights for Esterase…2017158Promising
Brassinosteroid Signaling, Crosstalk and, Physiological Functions in Plants Under Heavy Metal Stress2021154Descriptive
Has Ferrocene Really Delivered Its Role in Accentuating the Bioactivity of Organic Scaffolds?2021140Cautionary
Research on Auto-Scaling of Web Applications in Cloud: Survey, Trends and Future Directions2019120Problem Identifying
Surface modification of metallic biomaterials for enhanced functionality: a review2017116Breakthrough
CSR disclosure in developing and developed countries: a comparative study2019112Comparative
Persistent Dimer Emission in Thermally Activated Delayed Fluorescence Materials2019111Problem Identifying
A Fog-Based Healthcare Framework for Chikungunya2017106Promising
Recent advances in synthetic facets of immensely reactive azetidines2017103Descriptive
2D graphene oxide–aptamer conjugate materials for cancer diagnosis2021102Promising
Characterization of three‐dimensional printed thermal‐stimulus polylactic acid‐hydroxyapatite‐based shape…2020100Breakthrough

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

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