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AI fidelity and parallel sessions

How many records the AI judges in one prompt, how many screening sessions run at once, and who may choose what.

Last verified 2 min read

On this page
  1. Records per prompt
  2. Parallel sessions
  3. Where to set them
  4. Who may choose what
  5. In the paper

Records per prompt

At title and abstract screening, the AI can judge several records in one prompt. Fewer records per prompt is more careful: at Max every abstract gets a fresh context window of its own, so nothing from one abstract colours the judgement of the next. More careful means more AI calls, so a run takes longer and costs more.

ModeRecords per promptAI calls compared with Default
Minimum200Fastest and cheapest; each record gets the least attention
Low100Fast and cheap
Default20The usual balance
Medium10About twice as many
High5About four times as many
Max1Twenty times as many: a fresh context window for every abstract

Full texts are always judged one at a time.

Parallel sessions

A review can run several structured screening sessions at the same time. Each session takes records that no other session has taken (under a database lock), so every record is judged exactly once and the run ends sooner. Sessions share no context window, so they do not change the judgements. Cancel stops them all. Agent mode and full-text screening use one session.

Where to set them

On the review's AI tab: Fidelity and Parallel sessions. A job keeps the mode it started with.

Who may choose what

Each run is limited to what the person who starts it may use:

WhoModesSessions at once
AdministratorsEvery mode8
Student planDefault1
Researcher planLow to High2
Lab planEvery mode4
Institution planEvery mode8
Anyone elseThe site's default mode1

An administrator can also change it for a person, and time-limited grants (for example from a promotion or an event) can add a mode or sessions until they expire. If you choose a mode you may not use, the run uses the closest one you may.

In the paper

When a review screened with a mode other than Default, or changed mode during the review, the methods and the AI-use statement say how many records the AI judged per prompt.

Tags cost fidelity parallel sessions plans records per prompt screening speed

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