
Connected Papers vs Litmaps: Which Is Better in 2026?
We tested Connected Papers vs Litmaps on the same three papers. Compare relevance, recent papers, map design, free plan limits and pricing before you choose.

Dr. Remya Krishnan is an Ayurveda Pharmacologist focused on scientific research and evidence synthesis.

We tested Connected Papers vs Litmaps on the same three papers. Compare relevance, recent papers, map design, free plan limits and pricing before you choose.

We tested Litmaps vs ResearchRabbit on the same three papers. Compare relevance, recent papers, alerts, Zotero sync, free plan limits and pricing to choose.

We tested Connected Papers vs ResearchRabbit on the same three papers. Compare relevance, seed search, export, free limits and pricing before you choose one.

Learn how to create a literature review map step by step, from coding studies in a synthesis matrix to grouping themes, with a worked example and templates.

Learn how to do backward and forward citation searching for a systematic review, when to use it, how to screen and deduplicate results, and how to report it.

A systematic review follows eight stages: define the question, write and register a protocol, build and run the search, screen titles and abstracts, screen full texts, extract data, assess risk of bias, then synthesise and report. Published guides put the count anywhere between 5 and 24, which is why the question "how many steps" returns contradictory answers. The disagreement is about where to draw the lines, not about what the work is. This guide uses eight stages as a practical framework, re

To create a PRISMA flow diagram, download the correct official template, record your counts at each screening stage as you go, fill the boxes from those records, and run an arithmetic check so every number you subtract lands in a named box. The hard part is not the drawing. It is that the counts have to reconcile, the unit changes halfway down the figure, and most of the numbers are difficult to recover if you did not capture them while screening. This guide covers the eight steps, which counts

A PRISMA flow diagram is a figure that records how many records a systematic review found, how many were removed at each stage, and why, so a reader can trace every included study back to the original search. The PRISMA 2020 flow diagram is one component of PRISMA 2020, alongside the 27-item checklist and other supporting reporting materials. The checklist specifies reporting items for the review, while the flow diagram provides a concise way to report the numbers and reasons involved in study

There are four official PRISMA 2020 flow diagram templates, not one. They vary along two axes: whether your review is new or an update, and whether you searched databases and registers only or databases, registers and other sources. Downloading the wrong one is a common and avoidable error. It leaves you either with an empty branch full of zeros or with no place to record the studies your previous version already included. This page covers which template to pick, what the licence lets you chang

A meta-analysis is the statistical component of a systematic review that pools the quantitative results of multiple independent studies to produce a single summary estimate. Where a systematic review identifies and appraises all relevant evidence, a meta-analysis takes the next step by combining that evidence mathematically, producing a weighted average effect size with a confidence interval that is more precise than any individual study could provide [1]. The method was formalized by Gene Glas

Systematic reviews and narrative reviews sit at opposite ends of the evidence-synthesis spectrum. A systematic review follows a pre-registered protocol, searches multiple databases exhaustively, screens studies with at least two independent reviewers, assesses risk of bias, and synthesizes findings using statistical pooling or structured narrative methods. A narrative review offers an expert-driven overview of a topic, drawing on selected sources to tell a coherent story about the state of knowl

A literature review surveys and synthesizes existing research on a topic using qualitative analysis. A meta analysis applies statistical methods to combine quantitative results from multiple studies into a single summary effect estimate. The two serve different purposes, require different skill sets, and produce different types of evidence. Understanding these differences prevents researchers from choosing the wrong methodology for their question, which leads to wasted effort and, in many cases,

A literature review is a broad category of scholarly work that surveys, analyzes, and synthesizes existing research on a topic. A narrative review is one specific type of literature review, characterized by its expert-driven, flexible approach to source selection and synthesis. The confusion between these terms is common because "literature review" functions both as an umbrella category (encompassing narrative, systematic, scoping, and other review types) and as a standalone genre (the tradition

A meta analysis uses statistical methods to pool quantitative results from multiple studies into a single summary effect estimate. A scoping review maps the breadth and nature of the available evidence on a topic, identifying what research exists, what methods have been used, and where gaps remain. These two approaches answer different questions at different stages of the research process: a scoping review asks "What evidence is out there?" while a meta analysis asks "What does the evidence show