Mapping the evolving landscape of SCIENCES.

VectorNets generates intelligence engines that reveal how interdisciplinary fields emerge, evolve, and intersect — across any domain, time range, or geography.

Multi-Source OpenAlex, arXiv & more
Query Driven Any research topic
Dynamic Velocity & network change
Continuous Fresh signals
§ 01

What is a Science Landscape?

A science landscape is a structured analysis of how knowledge in a given domain is distributed, evolving, and connected — derived from systematic examination of the published scientific literature.

01

Research fields are not static.

Scientific domains emerge from intersections of existing knowledge, methods, questions, and communities.

02

Topics rise, mature, and decline.

Every topic follows an arc — from early signals to citation peaks and institutional adoption.

03

Technologies reshape entire domains.

New methods such as CRISPR, transformers, or cryo-EM redefine boundaries between fields.

04

Knowledge ecosystems have geography.

Scientific production is geographically concentrated, institutionally clustered, and globally connected.

Frontier Reports

Live samples from POLE

Publishing live from analysis runs

§ 05

Methodology

Our analytical methods are grounded in established bibliometric research and natural language processing, applied to curated, multi-database publication corpora.

01

Data Sources

  • OpenAlex
  • PubMed & MEDLINE
  • arXiv
  • Crossref
02

Analytical Methods

  • Topic Modelling
  • Citation Network Analysis
  • Temporal Evolution Tracking
  • Co-authorship Graph Mapping
03

Quality & Validation

  • Cross-database Deduplication
  • Field Normalisation
  • Reproducible Pipeline
  • Expert Review Layer

Contact

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observatory engine?

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01

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02

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