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Prism Geo · Australia · Victoria · Melbourne · What research is done in Melbourne?
Research · Melbourne

What research is done in Melbourne?

Papers authored at Melbourne's institutions — Monash University, The University of Melbourne, La Trobe University — with the Prism stance layer.

Summary

Research production is a defining institutional strength. In this partial view, local institutions produced 37871 papers; Monash accounts for 12966 and The University of Melbourne 10533. Children’s health, mental health, women’s health and machine learning stand out as opportunity areas.

WATCH Watch whether promising health and machine-learning work translates into stronger institutions and companies.
Research outlook for Melbourne

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
Children's Health · 269Mental Health · 264Women's Health · 216Machine Learning · 212Healthcare · 205Parkes · 198Climate Change · 142Artificial Intelligence · 131Sustainability · 129Education · 123COVID-19 · 122Research · 114
Concerns the research raises
Healthcare · 439Women's Health · 352Mental Health · 350Children's Health · 315COVID-19 · 278Research · 270Climate Change · 217Education · 176Public Health · 143Artificial Intelligence · 122Sustainability · 75Patients' Health · 65

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

Institutions
Orientation
Output by year (sample)
2026: 91520172026915
Opportunities (promising + breakthrough)
Children's Health · 266Mental Health · 264Women's Health · 216Machine Learning · 212Healthcare · 205Parkes · 198Climate Change · 142Artificial Intelligence · 131Sustainability · 126Education · 123COVID-19 · 122Research · 114
Cautions (cautionary + critical)
Healthcare · 109Women's Health · 104Children's Health · 100Mental Health · 98COVID-19 · 96Climate Change · 91Research · 66Men's Health · 45Artificial Intelligence · 43Education · 38Public Health · 35Pregnancy · 29
Problems flagged
Healthcare · 330Mental Health · 247Women's Health · 244Children's Health · 213Research · 202COVID-19 · 174Education · 134Climate Change · 126Public Health · 106Artificial Intelligence · 79Sustainability · 75Patients' Health · 65
Top research topics
Genomics and Phylogenetic Studies · 423Species Distribution and Climate Change · 369Galaxies: Formation, Evolution, Phenomena · 353Astronomy and Astrophysical Research · 352Health disparities and outcomes · 295Functional Brain Connectivity Studies · 291Health Systems, Economic Evaluations, Quality of Life · 280Dementia and Cognitive Impairment Research · 272Child and Adolescent Psychosocial and Emotional Development · 267Stellar, planetary, and galactic studies · 239Stroke Rehabilitation and Recovery · 221Obesity, Physical Activity, Diet · 221
Most-cited work
PaperYearCitedOrientation
Minimal information for studies of extracellular vesicles 2018 (MISEV2018): a position statement of the…201810823Problem Identifying
The PRISMA 2020 statement: an updated guideline for reporting systematic reviews20205186Promising
Cardiovascular and Renal Outcomes with Empagliflozin in Heart Failure20204820Descriptive
Pathophysiology, Transmission, Diagnosis, and Treatment of Coronavirus Disease 2019 (COVID-19)20204760Problem Identifying
2020 International Society of Hypertension Global Hypertension Practice Guidelines20203972Problem Identifying
Tisagenlecleucel in Adult Relapsed or Refractory Diffuse Large B-Cell Lymphoma20183936Promising
Clinical Practice Guidelines for the Prevention and Management of Pain, Agitation/Sedation, Delirium…20183709Problem Identifying
Gravitational Waves and Gamma-Rays from a Binary Neutron Star Merger: GW170817 and GRB 170817A20173390Breakthrough
Restormer: Efficient Transformer for High-Resolution Image Restoration20223218Breakthrough
Detection and localization of surgically resectable cancers with a multi-analyte blood test20182723Breakthrough
PRISMA-S: an extension to the PRISMA Statement for Reporting Literature Searches in Systematic Reviews20212628Descriptive
Surviving Sepsis Campaign: International Guidelines for Management of Sepsis and Septic Shock 202120212612Cautionary
Rivaroxaban with or without Aspirin in Stable Cardiovascular Disease20172370Critical
Federated Learning With Differential Privacy: Algorithms and Performance Analysis20202105Breakthrough
The Burden of Primary Liver Cancer and Underlying Etiologies From 1990 to 2015 at the Global, Regional, and…20171991Descriptive

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

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