| CPC G06F 21/6245 (2013.01) [G06N 7/01 (2023.01); G06N 20/00 (2019.01); G06Q 30/018 (2013.01); G06Q 50/26 (2013.01)] | 20 Claims |

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1. A system comprising:
one or more processors; and
a memory containing instructions thereon which, when executed by the one or more processors, cause the processors to perform a set of actions comprising:
detecting an event associated with an electronic data collection that is associated with a topic, wherein the event indicates that a law applicable to an entity in control of the electronic data collection may oblige the entity to disclose at least a portion of the electronic data collection in response to requests;
extracting a set of features for the electronic data collection;
inputting the set of features into a machine-learning model to generate a request-prediction score based on the set of features;
determining, based on the request-prediction score, that a probability of receiving a request for data in the electronic data collection meets a threshold, wherein the request-prediction score indicates the probability of receiving the request for data in the electronic data collection that is associated with the topic and which obliges the entity to disclose pertinent data with respect to the topic;
responsive to determining that the probability meets the threshold, comparing the electronic data collection to a redaction policy to identify a redaction operation to apply to the electronic data collection;
executing the redaction operation on the electronic data collection to generate a modified electronic data collection; and
transmitting the modified electronic data collection to a digital response repository.
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