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Boitumelo Phetla
Boitumelo Phetla

Posted on Originally published at andika.work AI-assisted

A bibliography is a list: mapping the constellation around a paper

A constellation of connected research

A research paper looks like a self-contained unit. It is not. It cites earlier work, those papers cite others, and the idea you are reading about has been shaped by authors, institutions, and disciplines over years. A bibliography compresses all of that into a flat list at the back.

The idea: make the citation network navigable

Citation data is public and structured - projects like OpenAlex index hundreds of millions of works and their references. The raw material for seeing a paper's neighborhood already exists. What is usually missing is the interface: a way to stand on one paper and look around.

An evidence-map view changes the questions a researcher can ask. Instead of only "where is this paper?", you can ask:

  • What is this paper connected to?
  • Which work influenced it?
  • What other research sits around this idea?
  • Where does this argument fit in the wider body of evidence?

These are not exotic needs. Literature reviews, replication checks, and defending a claim to a skeptical supervisor all reduce to navigating exactly this graph. Doing it by hand means dozens of tabs and a spreadsheet you abandon by week two.

The trade-offs

Citation graphs are easy to render and hard to make useful. More nodes and edges quickly become a hairball that looks impressive and answers nothing; the value is in ranking, filtering, and letting the reader expand from a paper outward in the direction they care about. Citation links also say nothing about why something was cited - agreement, rebuttal, or ritual - so a map supports judgment; it does not replace reading.

How we approached it at Andika

Andika is a knowledge workspace with a research focus, and its new Evidence Map lets researchers explore a paper alongside the constellation of work connected to it: citation relationships, related papers, authors, communities, and the surrounding evidence. We built it on our own model over OpenAlex data, and the goal is practical: make research easier to navigate, understand, and defend.

A bibliography is a list. A research constellation shows the thinking behind it.


Adapted from a post on the Andika blog.

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