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wiki:autolit:tagging:tag_recommendations [2023/11/02 15:39] jthurnham [Aliases] |
wiki:autolit:tagging:tag_recommendations [2024/06/05 13:46] (current) jthurnham [Smart (Beta) Tag Recommendations (for Enterprise subscriptions only)] |
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There are two Tag Recommendation modes: Standard and Smart (Beta). In short, **standard tag recommendations** use keyword searches and is available to all users while **Smart Tag Recommendations** uses OpenAI, a Large Language Model that can read and answer questions, but is //only available to enterprise customers.// | There are two Tag Recommendation modes: Standard and Smart (Beta). In short, **standard tag recommendations** use keyword searches and is available to all users while **Smart Tag Recommendations** uses OpenAI, a Large Language Model that can read and answer questions, but is //only available to enterprise customers.// | ||
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===== Standard Tag Recommendations ===== | ===== Standard Tag Recommendations ===== | ||
Nested Knowledge automatically generates Standard Tag Recommendations for every included study. These are available for Full Texts (by default) but you may also turn on Abstract Tag Recommendations in Settings. | Nested Knowledge automatically generates Standard Tag Recommendations for every included study. These are available for Full Texts (by default) but you may also turn on Abstract Tag Recommendations in Settings. | ||
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==== Standard Tag Recs: Full Text ==== | ==== Standard Tag Recs: Full Text ==== | ||
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Form-based appearance: | Form-based appearance: | ||
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Standard appearance: | Standard appearance: | ||
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To view the text that is associated with a given Tag Recommendation, | To view the text that is associated with a given Tag Recommendation, | ||
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Similarly, when standard tag recommendations for abstracts is turned on, any recommendations will be highlighted in blue when clicked on. | Similarly, when standard tag recommendations for abstracts is turned on, any recommendations will be highlighted in blue when clicked on. | ||
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==== Aliases ==== | ==== Aliases ==== | ||
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If a tag has an alias and the original tag name does not generate any recommendations, | If a tag has an alias and the original tag name does not generate any recommendations, | ||
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- | ===== Smart (Beta) Tag Recommendations (for Enterprise subscriptions only) ===== | + | |
- | <WRAP center round box 80%> | + | ===== Smart Tag Recommendations |
- | Introducing Nested Knowledge' | + | |
- | </ | + | |
+ | <WRAP center round box 80%> Introducing Nested Knowledge' | ||
- | Smart Tag Recommendations are an upgraded version of the above tag recommendations that utilizes GPT 4, a language model provided by OpenAI, to search for tags and automatically highlight corresponding excerpts. To see a full disclosure of what data Smart Tag Recommendations use and how it works, see the [[wiki: | + | Smart Tag Recommendations are an upgraded version of the above tag recommendations that utilizes GPT 4, a language model provided by OpenAI, to search for tags and automatically highlight corresponding excerpts. To see a full disclosure of what data Smart Tag Recommendations use and how it works, see the [[:wiki: |
Unlike " | Unlike " | ||
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- | After toggling on Smart Tag Recommendations, | + | After toggling on Smart Tag Recommendations, |
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+ | This currently takes around 1-2 minutes per study, so it can take some time for recommendations to be generated if you have a large number of included studies. It will also automatically update when new studies are added to the queue. Note: the current limit for generating recommendations is up to 250 studies. | ||
Once updated, a list of tag recommendations will be shown. Similarly to Standard Tag Recommendations, | Once updated, a list of tag recommendations will be shown. Similarly to Standard Tag Recommendations, | ||
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==== Abstract Tag Recommendations ==== | ==== Abstract Tag Recommendations ==== | ||
+ | In addition to Full Text Smart Tags, for further assistance, you also have the option to turn on Tag Recommendations (both Standard and Smart) for included Abstracts (see Settings). The format is the same as Full Text Smart Tags, but labelled " | ||
- | In addition to Full Text Smart Tags, for further assistance, you also have the option to turn on Tag Recommendations (both Standard and Smart) for included Abstracts (see Settings). The format is the same as Full Text Smart Tags, but labelled " | + | {{ : |
- | {{ : | + | ==== Internal Validation Testing of Abstract Smart Tag Recommendations ==== |
+ | In an internal validation, when compared against expert tagging, Smart Tag Recommendations had recall of approximately 50%-60% across three diverse Systematic Literature Review topics when employing OpenAI' | ||
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+ | ==== Guidelines for Optimizing Smart Tag Recommendations ==== | ||
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+ | Check out our [[wiki: | ||
===== Standard vs Smart Tag Recommendations Example ===== | ===== Standard vs Smart Tag Recommendations Example ===== | ||
In Standard mode, only the tag name is searched in the full text. In Smart mode, GPT 4 uses similarly reported terms to find the most applicable excerpt. In the below example, for the question "Where are the lesions located?", | In Standard mode, only the tag name is searched in the full text. In Smart mode, GPT 4 uses similarly reported terms to find the most applicable excerpt. In the below example, for the question "Where are the lesions located?", | ||
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However, in Smart mode, a deeper dive is conducted. The AI was able to correctly identify the section where all the lesions were located, auto-selecting " | However, in Smart mode, a deeper dive is conducted. The AI was able to correctly identify the section where all the lesions were located, auto-selecting " | ||
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==== Regenerating Smart Tag Recommendations and Error Reporting ==== | ==== Regenerating Smart Tag Recommendations and Error Reporting ==== | ||
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<WRAP center round info 60%> Wondering why Smart Tag Recommendations is unavailable or blank? You may not currently have access due to your subscription type. Upgrade to an Enterprise subscription to access Smart Tag Recommendations and toggle on in Settings. If this is not the case, it may be because it hasn't finished loading yet, check background jobs in the top right. Lastly, the feature may just not have any recommendations for that particular tag or question, try a clicking on a few more and see if it works! If none of these are applicable, contact us [[support@nested-knowledge.com|support@nested-knowledge.com]] </ | <WRAP center round info 60%> Wondering why Smart Tag Recommendations is unavailable or blank? You may not currently have access due to your subscription type. Upgrade to an Enterprise subscription to access Smart Tag Recommendations and toggle on in Settings. If this is not the case, it may be because it hasn't finished loading yet, check background jobs in the top right. Lastly, the feature may just not have any recommendations for that particular tag or question, try a clicking on a few more and see if it works! If none of these are applicable, contact us [[support@nested-knowledge.com|support@nested-knowledge.com]] </ | ||
+ | Additionally, | ||
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+ | ===== Tag Recommendations in Screening Module ===== | ||
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+ | Tag recommendations are also displayed in the Screening module. When viewing the abstract, abstract tag recommendations are displayed if turned on in Settings. When viewing the full text, full text tag recommendations are displayed if turned on. | ||
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+ | {{ : | ||