Prosecution Insights
Last updated: August 06, 2026
Application No. 18/419,270

SYSTEMS AND METHODS FOR OBJECTIVE-BASED SCORING USING MACHINE LEARNING TECHNIQUES

Final Rejection §DP
Filed
Jan 22, 2024
Priority
May 19, 2017 — provisional 62/508,917 +5 more
Examiner
ZONG, RUOLEI
Art Unit
2441
Tech Center
2400 — Computer Networks
Assignee
Live Nation Entertainment Inc.
OA Round
4 (Final)
87%
Grant Probability
Favorable
5-6
OA Rounds
0m
Est. Remaining
99%
With Interview

Examiner Intelligence

Grants 87% — above average
87%
Career Allowance Rate
825 granted / 950 resolved
+28.8% vs TC avg
Moderate +12% lift
Without
With
+12.1%
Interview Lift
resolved cases with interview
Typical timeline
2y 3m
Avg Prosecution
17 currently pending
Career history
959
Total Applications
across all art units

Statute-Specific Performance

§101
13.5%
-26.5% vs TC avg
§103
47.5%
+7.5% vs TC avg
§102
5.4%
-34.6% vs TC avg
§112
17.2%
-22.8% vs TC avg
Black line = Tech Center average estimate • Based on career data from 950 resolved cases

Office Action

§DP
DETAILED ACTION The final office action is responsive to the reply on 04/09/2026. Claims 2-21 are pending; claims 2-21 are rejected. 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 The nonstatutory double patenting rejection is based on a judicially created doctrine grounded in public policy (a policy reflected in the statute) so as to prevent the unjustified or improper timewise extension of the “right to exclude” granted by a patent and to prevent possible harassment by multiple assignees. A nonstatutory double patenting rejection is appropriate where the conflicting claims are not identical, but at least one examined application claim is not patentably distinct from the reference claim(s) because the examined application claim is either anticipated by, or would have been obvious over, the reference claim(s). See, e.g., In re Berg, 140 F.3d 1428, 46 USPQ2d 1226 (Fed. Cir. 1998); In re Goodman, 11 F.3d 1046, 29 USPQ2d 2010 (Fed. Cir. 1993); In re Longi, 759 F.2d 887, 225 USPQ 645 (Fed. Cir. 1985); In re Van Ornum, 686 F.2d 937, 214 USPQ 761 (CCPA 1982); In re Vogel, 422 F.2d 438, 164 USPQ 619 (CCPA 1970); In re Thorington, 418 F.2d 528, 163 USPQ 644 (CCPA 1969). A timely filed terminal disclaimer in compliance with 37 CFR 1.321(c) or 1.321(d) may be used to overcome an actual or provisional rejection based on nonstatutory double patenting provided the reference application or patent either is shown to be commonly owned with the examined application, or claims an invention made as a result of activities undertaken within the scope of a joint research agreement. See MPEP § 717.02 for applications subject to examination under the first inventor to file provisions of the AIA as explained in MPEP § 2159. See MPEP § 2146 et seq. for applications not subject to examination under the first inventor to file provisions of the AIA . A terminal disclaimer must be signed in compliance with 37 CFR 1.321(b). The filing of a terminal disclaimer by itself is not a complete reply to a nonstatutory double patenting (NSDP) rejection. A complete reply requires that the terminal disclaimer be accompanied by a reply requesting reconsideration of the prior Office action. Even where the NSDP rejection is provisional the reply must be complete. See MPEP § 804, subsection I.B.1. For a reply to a non-final Office action, see 37 CFR 1.111(a). For a reply to final Office action, see 37 CFR 1.113(c). A request for reconsideration while not provided for in 37 CFR 1.113(c) may be filed after final for consideration. See MPEP §§ 706.07(e) and 714.13. The USPTO Internet website contains terminal disclaimer forms which may be used. Please visit www.uspto.gov/patent/patents-forms. The actual filing date of the application in which the form is filed determines what form (e.g., PTO/SB/25, PTO/SB/26, PTO/AIA /25, or PTO/AIA /26) should be used. A web-based eTerminal Disclaimer may be filled out completely online using web-screens. An eTerminal Disclaimer that meets all requirements is auto-processed and approved immediately upon submission. For more information about eTerminal Disclaimers, refer to www.uspto.gov/patents/apply/applying-online/eterminal-disclaimer. Claims 2-21 are rejected on the ground of nonstatutory double patenting as being unpatentable over claims 1-20 of U.S. Patent No. 11,880,752 B2 (hereinafter P752) in view of U.S Patent 10,776,723 B1 to Hopkins et al. (hereinafter Hopkins) and U.S. Patent Application Publication 2007/0245351 A1 to Sussman et al. (hereinafter Sussman). Examiner maintains the ODP rejection as set forth in the non-final office action mailed on 01/09/2026. Claims 2-21 are rejected on the ground of nonstatutory double patenting as being unpatentable over claims 1-20 of U.S. Patent No. 11,388,170 B2 (hereinafter P170) in view of Hopkins and Sussman. Examiner maintains the ODP rejection as set forth in the non-final office action mailed on 01/09/2026.. Claims 2-21 are rejected on the ground of nonstatutory double patenting as being unpatentable over claims 1-20 of U.S. Patent No. 10,979,434 B2 (hereinafter P434) in view of Hopkins and Sussman. Examiner maintains the ODP rejection as set forth in the non-final office action mailed on 01/09/2026. Claims 2-21 are rejected on the ground of nonstatutory double patenting as being unpatentable over claims 1-20 of U.S. Patent No. 10,419,440 B2 (hereinafter P440) in view of Hopkins and Sussman. Examiner maintains the ODP rejection as set forth in the non-final office action mailed on 01/09/2026. Claims 2-21 are rejected on the ground of nonstatutory double patenting as being unpatentable over claims 1-20 of U.S. Patent No. 10,205,728 B2 (hereinafter P728) in view of Hopkins and Sussman. Examiner maintains the ODP rejection as set forth in the non-final office action mailed on 01/09/2026. Allowable Subject Matter Claims 2-21 are allowable over prior art references on record. Note: the ODP rejections need to be overcome in order to allow the case. The following is a statement of reasons for the indication of allowable subject matter: see Application’s remarks filed on 04/09/2026. Response to Arguments Applicant's arguments filed 04/09/2026. have been fully considered but they are not persuasive. Regarding Application’s argument “Without commenting on the basis of the obviousness type double patenting rejection, Applicants request that the obviousness type double patenting rejection be held in abeyance until the application is otherwise in condition for allowance” on page 12, Examiner respectfully disagrees. Examiner maintains the ODP rejection as set forth in the non-final office action mailed on 01/09/2026. Because Applicant’s failed to point out the deficiency in the rejections and do not file terminal disclaimer. Conclusion THIS ACTION IS MADE FINAL. Applicant is reminded of the extension of time policy as set forth in 37 CFR 1.136(a). A shortened statutory period for reply to this final action is set to expire THREE MONTHS from the mailing date of this action. In the event a first reply is filed within TWO MONTHS of the mailing date of this final action and the advisory action is not mailed until after the end of the THREE-MONTH shortened statutory period, then the shortened statutory period will expire on the date the advisory action is mailed, and any nonprovisional extension fee (37 CFR 1.17(a)) pursuant to 37 CFR 1.136(a) will be calculated from the mailing date of the advisory action. In no event, however, will the statutory period for reply expire later than SIX MONTHS from the mailing date of this final action. Any inquiry concerning this communication or earlier communications from the examiner should be directed to RUOLEI ZONG whose telephone number is (571)270-7522. The examiner can normally be reached Monday-Friday 8:30AM-4:30PM IFP. 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, Wing F Chan can be reached at (571)272-7493. 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. /RUOLEI ZONG/Primary Examiner, Art Unit 2449 6/1/2026
Read full office action

Prosecution Timeline

Show 4 earlier events
Jul 18, 2025
Applicant Interview (Telephonic)
Aug 18, 2025
Response Filed
Sep 11, 2025
Final Rejection mailed — §DP
Dec 09, 2025
Request for Continued Examination
Dec 18, 2025
Response after Non-Final Action
Jan 09, 2026
Non-Final Rejection mailed — §DP
Apr 09, 2026
Response Filed
Jun 04, 2026
Final Rejection mailed — §DP (current)

Precedent Cases

Applications granted by this same examiner with similar technology

Patent 12676797
METHODS AND APPARATUS TO DYNAMICALLY MANAGE AUDIBLY PROXIMATE DEVICES DURING USER ACTIVITIES
3y 9m to grant Granted Jul 07, 2026
Patent 12676825
RECOMMENDING CONTENT
2y 2m to grant Granted Jul 07, 2026
Patent 12676830
CONCURRENT SUPPORT OF MULTIPLE DOWNSTREAM PHYSICAL TETHERING LINKS VIA A VIRTUAL TUNNEL LINK
2y 0m to grant Granted Jul 07, 2026
Patent 12659224
PARAMETER CONFIGURATION METHOD AND APPARATUS, CONTROLLER, COMMUNICATION DEVICE, AND COMMUNICATION SYSTEM
2y 5m to grant Granted Jun 16, 2026
Patent 12652254
SYSTEM AND METHOD FOR CLASSIFYING NETWORK DEVICES
2y 0m to grant Granted Jun 09, 2026
Study what changed to get past this examiner. Based on 5 most recent grants.

Strategy Recommendation AI-generated — please review before filing

Get a prosecution strategy drawn from examiner precedents, rejection analysis, and claim mapping.
Typically takes 5-10 seconds — AI-generated, attorney review required before filing

Prosecution Projections

5-6
Expected OA Rounds
87%
Grant Probability
99%
With Interview (+12.1%)
2y 3m (~0m remaining)
Median Time to Grant
High
PTA Risk
Based on 950 resolved cases by this examiner. Grant probability derived from career allowance rate.

Sign in with your work email

Enter your email to receive a magic link. No password needed.

Personal email addresses (Gmail, Yahoo, etc.) are not accepted.

Free tier: 3 strategy analyses per month