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wiki:autolit:screening:robot [2023/06/14 22:44] jthurnham [Why can't I turn on Robot Screener yet?] |
wiki:autolit:screening:robot [2024/03/06 02:40] (current) kevinkallmes |
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- | ====== Robot Screener | + | ===== Guidance on Robot Screener |
- | Robot Screener | + | To clarify, the recommended practice is to **use Robot Screener |
- | ===== Enabling | + | For projects with large numbers of Full Text records, |
- | Robot Screener may be enabled from Screening | + | * Abstract |
+ | * These actions must be performed before | ||
- | * Be configured for [[wiki: | + | * Full Text Screening requires **50** |
- | * And contain **50** | + | * These actions must be performed before Robot Screener can be turned on for Full Text Screening |
- | * And contain **10** | + | |
- | + | ||
- | The latter two requirements help ensure a minimum model accuracy; however, the model will usually be suboptimal with this volume of training data, and typically improves as more records are screened. | + | |
- | + | ||
- | By enabling Robot Screener, automatic updating to the screening model is made non-optional, | + | |
- | + | ||
- | When switching on Robot Screener, you will see the below modal. In red are the actual numbers of adjudicated and included or advanced records compared to the numbers you need to meet in order to Enable Robot Screener: | + | |
- | + | ||
- | {{ : | + | |
- | + | ||
- | ===== In Action ===== | + | |
- | + | ||
- | ==== Which Records ==== | + | |
- | + | ||
- | Robot Screener automatically adds a single reviewer-level screening decision to records with: | + | |
- | + | ||
- | * Fewer than 2 reviewer-level screening decisions | + | |
- | * No adjudicated screening decision | + | |
- | + | ||
- | Records it excludes will assigned the exclusion reason '' | + | |
- | + | ||
- | ==== When ==== | + | |
- | + | ||
- | Robot Screener adds/ | + | |
- | + | ||
- | * Robot Screener is enabled | + | |
- | * A new Screening model is trained | + | |
- | * New records are imported into your nest | + | |
- | * 10 additional records have been adjudicated, | + | |
- | + | ||
- | As pointed out above, Robot Screener will not modify its decision on a record after that record has been adjudicated. Prior to adjudication, | + | |
- | + | ||
- | ===== Usage Guidance ===== | + | |
- | + | ||
- | Robot Screener, by accuracy, is not a replacement for a human reviewer. It should typically be used for reviews where budget, team size, or time available are restricted. Some additional usage tips: | + | |
- | + | ||
- | * While Robot Screener may be enabled at 50 adjudicated / 10 included records, we typically advise not enabling it until a cross validation recall of 0.7 or greater is achieved. | + | |
- | * Only use the " | + | |
- | + | ||
- | Learn more about [[wiki: | + | |
- | + | ||
- | ===== Why can't I turn on Robot Screener yet? ===== | + | |
- | + | ||
- | It may be due to not having enough screening decisions in your nest. [[: | + | |
- | + | ||
- | If you are in Dual Two Pass Screening mode, Robot Screener can currently only be used for Abstract Screening and not Full Text Screening. The requirements must be fulfilled prior to turning on Robot Screener: | + | |
- | + | ||
- | * Abstract | + | |
- | * These actions must be performed before Robot Screener can be turned on for Abstract | + | |