Last updated: October 02, 2026

Application No. 18/924,533

Machine-Learned Model Architecture for Generating Individual-Specific Instructions

Final Rejection

Filed

Oct 23, 2024

Examiner

BARR, MARY EVANGELINE

Art Unit

3682

Tech Center

3600 — Transportation & Electronic Commerce

Assignee

Optum Inc.

OA Round

2 (Final)

Interview Optional

— +32.6% interview lift. Interview already conducted in this application's prosecution history. This examiner has a 36% grant rate with +32.6% interview lift. Since an interview has already been tried, recommend written response with narrowed claims based on precedent claim evolution patterns.

Based on 288 resolved cases, 2023–2026

Examiner Intelligence

BARR, MARY EVANGELINE View full profile →

Grants only 36% of cases

Career Allowance Rate

103 granted / 288 resolved

-16.2% vs TC avg

Strong +33% interview lift

Without

With

+32.6%

Interview Lift

resolved cases with interview

Typical timeline

3y 8m

Avg Prosecution

34 currently pending

Career history

334

Total Applications

across all art units

Statute-Specific Performance

§101

33.9%

-6.1% vs TC avg

§103

37.8%

-2.2% vs TC avg

§102

6.8%

-33.2% vs TC avg

§112

18.4%

-21.6% vs TC avg

Black line = Tech Center average estimate • Based on career data from 288 resolved cases

Prosecution Timeline

Oct 23, 2024

Application Filed

Jan 20, 2026

Non-Final Rejection mailed

Feb 03, 2026

Applicant Interview (Telephonic)

Feb 03, 2026

Examiner Interview Summary

Apr 15, 2026

Response Filed

Jun 29, 2026

Final Rejection mailed

Aug 06, 2026

Examiner Interview Summary

Aug 06, 2026

Applicant Interview (Telephonic)

Precedent Cases

Applications granted by this same examiner with similar technology

19/077,372

Patent 12725689

TREATMENT PLAN IDENTIFICATION

1y 5m to grant Granted Sep 01, 2026

18/638,277

Patent 12670979

SYSTEM AND METHOD FOR IMPROVING CARDIOVASCULAR HEALTH OF HUMANS

2y 2m to grant Granted Jun 30, 2026

17/994,921

Patent 12620492

Acute Stressors Detection For Recognizing Maladaptation In Physiological Conditions

3y 5m to grant Granted May 05, 2026

17/559,797

Patent 12597509

SYSTEMS AND METHODS FOR MEDICAL DEVICE TASK GENERATION AND MANAGEMENT

4y 3m to grant Granted Apr 07, 2026

18/595,088

Patent 12525344

IMMERSIVE MEDICINE TRANSLATIONAL ENGINE FOR DEVELOPMENT AND REPURPOSING OF NON-VERIFIED AND VALIDATED CODE

1y 10m to grant Granted Jan 13, 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

3-4

Expected OA Rounds

36%

Grant Probability

68%

With Interview (+32.6%)

3y 8m (~1y 9m remaining)

Median Time to Grant

Moderate

PTA Risk

Based on 288 resolved cases by this examiner. Grant probability derived from career allowance rate.