Last updated: July 17, 2026

Application No. 18/491,312

UTILIZATION OF MODEL FEATURES FOR MACHINE LEARNING PREDICTION

Non-Final OA

Filed

Oct 20, 2023

Examiner

CADY, MATTHEW ALAN

Art Unit

4100

Tech Center

4100

Assignee

Capital One Services LLC

OA Round

1 (Non-Final)

Examiner Intelligence

CADY, MATTHEW ALAN View full profile →

Grants only 0% of cases

Career Allowance Rate

0 granted / 0 resolved

-60.0% vs TC avg

Minimal +0% lift

Without

With

+0.0%

Interview Lift

resolved cases with interview

Typical timeline

Avg Prosecution

17 currently pending

Career history

Total Applications

across all art units

Statute-Specific Performance

§101

12.8%

-27.2% vs TC avg

§103

82.1%

+42.1% vs TC avg

§102

2.6%

-37.4% vs TC avg

§112

2.6%

-37.4% vs TC avg

Black line = Tech Center average estimate • Based on career data from 0 resolved cases

Prosecution Timeline

Oct 20, 2023

Application Filed

May 29, 2026

Non-Final Rejection mailed

Jun 10, 2026

Applicant Interview (Telephonic)

Jun 11, 2026

Examiner Interview Summary

Strategy Recommendation AI-generated — please review before filing

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Prosecution Projections

1-2

Expected OA Rounds

Grant Probability

Low

PTA Risk

Based on 0 resolved cases by this examiner. Grant probability derived from career allowance rate.