Prosecution Insights
Last updated: October 21, 2026
Application No. 19/075,398

MACHINE LEARNING SYSTEMS AND METHODS FOR SENSORY AUGMENTATION USING GAZE TRACKING AND EMOTIONAL PREDICTION TECHNIQUES

Non-Final OA §101§DOUBLEPATENT
Filed
Mar 10, 2025
Priority
Oct 28, 2021 — provisional 63/273,022 +1 more
Examiner
WANG, YUEHAN
Art Unit
Tech Center
Assignee
Metasoul Inc.
OA Round
1 (Non-Final)
82%
Grant Probability
Favorable
1-2
OA Rounds
10m
Est. Remaining
96%
With Interview

Examiner Intelligence

Grants 82% — above average
82%
Career Allowance Rate
420 granted / 510 resolved
+22.4% vs TC avg
Moderate +14% lift
Without
With
+14.0%
Interview Lift
resolved cases with interview
Typical timeline
2y 5m
Avg Prosecution
21 currently pending
Career history
551
Total Applications
across all art units

Statute-Specific Performance

§101
5.2%
-34.8% vs TC avg
§103
72.0%
+32.0% vs TC avg
§102
7.0%
-33.0% vs TC avg
§112
6.5%
-33.5% vs TC avg
Black line = Tech Center average estimate • Based on career data from 510 resolved cases

Office Action

§101 §DOUBLEPATENT
DETAILED ACTION Notice of Pre-AIA or AIA Status The present application, filed on or after March 16, 2013, is being examined under the first inventor to file provisions of the AIA . Double Patenting Claims 1-18 are directed to the same invention as that of claims 1-18 of commonly assigned US 12260011 B2. Under 35 U.S.C. 101, more than one patent may not be issued on the same invention. The USPTO may not institute a derivation proceeding in the absence of a timely filed petition. The U.S. Patent and Trademark Office normally will not institute a derivation proceeding between applications or a patent and an application having common ownership (see 37 CFR 42.411). The applicant should amend or cancel claims such that the reference and the instant application no longer contain claims directed to the same invention. Allowable Subject Matter Claims 1-18 are allowed over prior art. The following is an examiner’s statement of reasons for allowance: Regarding Claim 1, Do in view of NOGAMI teaches a method for reading sensory augmentation comprising the steps of: displaying a text on a reading device; determining a current location of a reader in the text with a gaze tracking system; identifying a subsequent location in the text; processing the text at the subsequent location with an emotion processing unit to predict an emotional response to the text at the subsequent location; generating a sensory augmentation routine based on the predicted emotional response; and initiating playback of the sensory augmentation routine upon the reader reaching the subsequent location in the text; determining if the reader is currently reading. However in the context of claim 1 as a whole, the prior art does not teach “stopping the playback of the sensory augmentation routine if the reader is not currently reading; and determining a current reading speed of the reader if the reader is currently reading.” Therefore, claim 1 in the context as a whole is allowable. Claims 2-9 are allowable by virtue of their dependencies. Claims 10-18 are allowed for the same reason described as above. Any comments considered necessary by applicant must be submitted no later than the payment of the issue fee and, to avoid processing delays, should preferably accompany the issue fee. Such submissions should be clearly labeled “Comments on Statement of Reasons for Allowance.” Conclusion Any inquiry concerning this communication or earlier communications from the examiner should be directed to Samantha (Yuehan) Wang whose telephone number is (571)270-5011. The examiner can normally be reached Monday-Friday, 8am-5pm. Examiner interviews are available via telephone, in-person, and video conferencing using a USPTO supplied web-based collaboration tool. To schedule an interview, applicant is encouraged to use the USPTO Automated Interview Request (AIR) at http://www.uspto.gov/interviewpractice. If attempts to reach the examiner by telephone are unsuccessful, the examiner’s supervisor, King Poon can be reached on (571)272-7440. The fax phone number for the organization where this application or proceeding is assigned is 571-273-8300. Information regarding the status of published or unpublished applications may be obtained from Patent Center. Unpublished application information in Patent Center is available to registered users. To file and manage patent submissions in Patent Center, visit: https://patentcenter.uspto.gov. Visit https://www.uspto.gov/patents/apply/patent-center for more information about Patent Center and https://www.uspto.gov/patents/docx for information about filing in DOCX format. For additional questions, contact the Electronic Business Center (EBC) at 866-217-9197 (toll-free). If you would like assistance from a USPTO Customer Service Representative, call 800-786-9199 (IN USA OR CANADA) or 571-272-1000. /Samantha (YUEHAN) WANG/ Primary Examiner Art Unit 2617
Read full office action

Prosecution Timeline

Mar 10, 2025
Application Filed
Oct 05, 2026
Non-Final Rejection mailed — §101, §DOUBLEPATENT (current)

Precedent Cases

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Study what changed to get past this examiner. Based on 5 most recent grants.

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Prosecution Projections

1-2
Expected OA Rounds
82%
Grant Probability
96%
With Interview (+14.0%)
2y 5m (~10m remaining)
Median Time to Grant
Low
PTA Risk
Based on 510 resolved cases by this examiner. Grant probability derived from career allowance rate.

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