PATENT CLAIM ANALYSIS

Application Number: 15965596
Application Type: Utility
Filing Date: 2018-04
Publication Date: 2019-10
Patent Classification: ["715", "744000"]

Abstract:
Various embodiments describe techniques for dynamically customizing structured interactive content for a particular user within a session of an interactive computing environment. Machine-learning techniques are used to establish a behavioral class of each individual user based on user interactions with a diagnostic set of interactive content items during the session. The identified behavioral class is used to customize interactive content presented later during the session using various machine-learning techniques. In some embodiments, the user progress during the session is determined based on user interactions with the customized interactive content, and a content customization is performed if the user progress is below a threshold value.

Claim (Index 12):
A system comprising:\n a processing device; and a non-transitory computer-readable medium communicatively coupled to the processing device, wherein the processing device is configured to execute program code stored in the non-transitory computer-readable medium and thereby perform operations comprising:\n monitoring user interactions with diagnostic interactive content presented during a session with a structured interactive computing environment; \n determining a user behavioral class by applying a machine-learning model to the monitored user interactions with the diagnostic interactive content, wherein the user behavioral class indicates learning characteristics of a user; and \n customizing, during the session, subsequent interactive content presented within the structured interactive computing environment, wherein customizing the subsequent interactive content comprises:\n identifying a particular stage of the structured interactive computing environment within the session, wherein the particular stage is associated with a set of interactive content items having different features for advancing to a subsequent stage of the session; \n selecting a first interactive content item from the set of interactive content items, wherein the first interactive content item corresponds to:\n the determined user behavioral class rather than a different user behavioral class; or \n the determined user behavioral class and the different user behavioral class, wherein selecting the first interactive content item further includes determining a manner corresponding to the determined user behavioral class to present the first interactive content item; and \n \n configuring the structured interactive computing environment to present the first interactive content item within the particular stage of the session.

Metadata:
- Claim Count in Document: 17.0
- Percentile: 91.0
- Lexical Diversity: 1.83333
- Patent Class: 715.0
- Transitional Phrase Type: open
- Component Type: 1
- Foreign Priority: False
- Related Applications: ['14674854', '14474036', '15474970', '15867639', '15279845']

Analysis Scores:
- 35 USC 101 Eligibility (BERT): 0.3157664567842677
- 35 USC 102 Novelty (BERT): 0.4690117470579765
- Combined Prediction Score: 0.3310909858116385
- Mean Citation Score: 181.729724
- Max Citation Score: 202.6405
- Similarity Product: 161.8679373196661

Labels:
- Claim Label 101: 1
- Claim Label 102: 1
- Claim Label 103: 1
- Claim Label 112: 1
- Combined Label: 1
- Label 101 Adjusted: 1

Dataset: test