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wiki:autolit:screening:robot [2022/07/25 07:54] kholub |
wiki:autolit:screening:robot [2023/06/14 22:44] jthurnham [Why can't I turn on Robot Screener yet?] |
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====== Robot Screener ====== | ====== Robot Screener ====== | ||
- | Robot Screener is an automated replacement for one of the human reviewers | + | Robot Screener is //type// of Dual Screening where one of the traditionally |
===== Enabling Robot Screener ===== | ===== Enabling Robot Screener ===== | ||
- | Robot Screener may be enabled from Screening Settings, under "Inclusion Modeling". Before Robot Screener can be enabled, the nest must: | + | Robot Screener may be enabled from Screening Settings. When Dual Screening mode (standard or two pass) is switched on, Robot Screener can be switched on under "Screening Model". Before Robot Screener can be enabled, the nest must: |
- | * Be configured for dual screening | + | * Be configured for [[wiki: |
- | * And contain **50//adjudicated | + | * And contain **50** adjudicated |
- | * And contain **5//included records | + | * And contain **10** |
- | The latter two requirements ensure a minimum model accuracy; however, the model will be suboptimal with this volume of training data, and typically improves as more records are screened. | + | The latter two requirements |
+ | |||
+ | 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 ===== | ===== In Action ===== | ||
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==== Which Records ==== | ==== Which Records ==== | ||
- | Robot Screener automatically adds a reviewer-level screening decision to records with: | + | Robot Screener automatically adds a single |
* Fewer than 2 reviewer-level screening decisions | * Fewer than 2 reviewer-level screening decisions | ||
* No adjudicated screening decision | * No adjudicated screening decision | ||
- | Records it excludes will exclusively be assigned the exclusion reason '' | + | Records it excludes will assigned the exclusion reason '' |
==== When ==== | ==== When ==== | ||
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* Robot Screener is enabled | * Robot Screener is enabled | ||
- | * A new inclusion | + | * A new Screening |
* New records are imported into your nest | * New records are imported into your nest | ||
- | * 10 new records have been adjudicated, | + | * 10 additional |
+ | |||
+ | 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: | ||
- | As pointed out above, Robot Screener | + | * Abstract Screening requires **50** |
+ | * These actions must be performed before | ||