Last updated: July 17, 2026

Application No. 19/205,111

LLMS FOR TIME SERIES PREDICTION IN MEDICAL DECISION MAKING

Non-Final OA

Filed

May 12, 2025

Priority

May 14, 2024 — provisional 63/647,347 +1 more

Examiner

PORTER, RACHEL L

Art Unit

3684

Tech Center

3600 — Transportation & Electronic Commerce

Assignee

NEC Laboratories America Inc.

OA Round

1 (Non-Final)

Interview Optional

— +23.0% interview lift. Interview already conducted in this application's prosecution history. This examiner has a 21% grant rate with +23.0% interview lift. Since an interview has already been tried, recommend written response with narrowed claims based on precedent claim evolution patterns.

Based on 417 resolved cases, 2023–2026

Examiner Intelligence

PORTER, RACHEL L View full profile →

Grants only 21% of cases

Career Allowance Rate

89 granted / 417 resolved

-30.7% vs TC avg

Strong +23% interview lift

Without

With

+23.0%

Interview Lift

resolved cases with interview

Typical timeline

4y 10m

Avg Prosecution

33 currently pending

Career history

473

Total Applications

across all art units

Statute-Specific Performance

§101

27.3%

-12.7% vs TC avg

§103

48.2%

+8.2% vs TC avg

§102

14.1%

-25.9% vs TC avg

§112

9.9%

-30.1% vs TC avg

Black line = Tech Center average estimate • Based on career data from 417 resolved cases

Prosecution Timeline

May 12, 2025

Application Filed

Apr 23, 2026

Non-Final Rejection mailed

Jun 04, 2026

Interview Requested

Jun 11, 2026

Applicant Interview (Telephonic)

Jun 11, 2026

Examiner Interview Summary

Precedent Cases

Applications granted by this same examiner with similar technology

18/680,780

Patent 12670974

GENERATING NOTES USING MACHINE LEARNING

2y 1m to grant Granted Jun 30, 2026

17/845,380

Patent 12658315

MANAGED MEDICAL INFORMATION EXCHANGE

3y 12m to grant Granted Jun 16, 2026

17/520,502

Patent 12400748

MEDICAL DEVICE WITH DOSE HELPER FUNCTIONALITY INCLUDING TIME ZONE OR LOCATION DETERMINATION

3y 9m to grant Granted Aug 26, 2025

17/217,738

Patent 12381000

DEFIBRILLATOR INCIDENT REPORTING AND DEFIBRILLATOR/EPCR INTEGRATION

4y 4m to grant Granted Aug 05, 2025

18/545,241

Patent 12334206

Fitness Watch Configured with Micro AI

1y 6m to grant Granted Jun 17, 2025

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

1-2

Expected OA Rounds

21%

Grant Probability

44%

With Interview (+23.0%)

4y 10m (~3y 8m remaining)

Median Time to Grant

Low

PTA Risk

Based on 417 resolved cases by this examiner. Grant probability derived from career allowance rate.