Prosecution Insights
Prosecution Insights
Technology areas: Computing & Software • Transportation, E-Commerce & Mechanical Systems
76 pending office actions • 45 art units • 75 examiners • 0 of 76 (0%) have an AI response strategy ready • 92 patents granted in the last 365 days
Optum Inc. maintains a large volume of active prosecution with 77 pending office actions in the Transportation, E-Commerce & Mechanical Systems technology area. This extensive workload is spread across 75 distinct examiners and 45 distinct art units, indicating a highly diversified patent strategy. The 45 distinct art units suggest that the company's technologies touch upon many different technical categories within the USPTO. Such a high degree of fragmentation requires a sophisticated approach to maintain consistency across the 77 pending office actions.
MISIASZEK, AMBER ALTSCHUL is the busiest examiner for this portfolio, yet they are only managing 2 pending office actions. This means that the workload is distributed among many different individuals, with 75 distinct examiners in total. The 45 distinct art units represent a significant administrative challenge, as each unit may have different internal guidelines. For practitioners, the 77 pending office actions provide a wealth of data on how Optum Inc. interacts with a wide variety of USPTO personnel. The 2 pending office actions assigned to MISIASZEK, AMBER ALTSCHUL represent the highest concentration of work with a single examiner in this Transportation, E-Commerce & Mechanical Systems portfolio.
Based on the USPTO statutory response window for each pending office action. 23 of the docket's apps have a known mailing date; the rest are excluded from the tile counts.
Every pending office action with a known statutory deadline, placed on a days-until-due axis. Dots left of Today are overdue; the further right, the more runway. Cases that share a deadline window stack vertically. 23 of the docket's apps have a known mailing date.
Difficulty is derived from the rejection statutes on the most recent pending office action. §101-driven and multi-statute cases are graded Hard; §112-only and obviousness-type double-patenting cases are graded Easy; everything else is Medium. "Unknown" means we have not yet parsed a statute for that office action.
| Bucket | Cases |
|---|---|
| §101 only | 15 (20%) |
| §101 + other | 39 (51%) |
| §103 only | 15 (20%) |
| §102 only | 1 (1%) |
| Double-patenting only | 2 (3%) |
| Multi-statute (no §101) | 3 (4%) |
| No statute on record | 1 (1%) |
How the docket's pending cases split across USPTO tech-center bands.
Manual office-action response work runs about 10 hours per case. The time-saved bands below show what IP Author's prosecution pipeline typically delivers — a conservative 20% on the low end, 35% in the middle, 50% on the high end.
| Examiner | Apps on this docket | Allow rate | Interview lift |
|---|---|---|---|
| MINCEY, JERMAINE A | 2 | 56.9% | +41.3% |
| WOO, ISAAC M | 1 | 91.3% | +6.4% |
| MASTERS, KRISTEN MICHELLE | 1 | 64.7% | +24.1% |
| HALE, BROOKS T | 1 | 51.1% | +34.1% |
| HOOVER, BRENT JOHNSTON | 1 | 82.2% | +22.0% |
| MISIASZEK, AMBER ALTSCHUL | 1 | 46.9% | +24.3% |
| FIBBI, CHRISTOPHER J | 1 | 53.2% | +39.6% |
| TORRICO-LOPEZ, ALAN | 1 | 29.1% | +37.8% |
| HONORE, EVEL NMN | 1 | 51.9% | +26.4% |
| GO, JOHN PHILIP | 1 | 34.1% | +43.1% |
Cases in front of an examiner with an allow rate of 80%+ where the difficulty is Easy or Medium. The top 1 ordered by deadline are shown.
| App # | Title | Examiner | Due in |
|---|---|---|---|
| 19247731 | INTELLIGENT AUTOMATIC ORCHESTRATION OF MACHINE-LEARNING BASED PROCESSING PIPELINE | WOO, ISAAC M | — |
Multi-statute / §101-driven matters, or cases in front of an examiner with an allow rate under 30%. The top 8 ordered by deadline are shown.
| App # | Title | Examiner | Due in |
|---|---|---|---|
| 18400184 | METHODS, SYSTEMS, AND COMPUTER PROGRAM PRODUCTS FOR PREDICTING WHEN PRIOR AUTHORIZATION IS REQUIRED FOR A HEALTH CARE PROCEDURE USING STATISTICAL ANALYTICS | CHAKRAVARTI, ARUNAVA | 160d overdue |
| 18182155 | SYSTEMS AND METHODS FOR REMOTE PATIENT MONITORING | RAPILLO, KRISTINE K | 77d overdue |
| 18314428 | DEEP LEARNING ARCHITECTURES FOR REDUCING INCIDENTAL TRUNCATION BIAS, AND SYSTEMS AND METHODS OF USE | BADAWI, SHERIEF | 53d overdue |
| 18178043 | MACHINE LEARNING MONITORING TECHNIQUES FOR IDENTIFYING AND FACILITATING MODEL RETRAINING | DAY, ROBERT N | 46d overdue |
| 17382691 | MACHINE LEARNING TECHNIQUES FOR GENERATING RECALCULATION DETERMINATIONS FOR PREDICTED RISK SCORES | ALSHAHARI, SADIK AHMED | 10d overdue |
| 18118992 | FOREIGN OBJECT DETECTION FOR MAGNETIC EXPOSURE | WINSTON III, EDWARD B | 2d overdue |
| 18313426 | IMAGE PROCESSING TECHNIQUES FOR GENERATING PREDICTIONS | CASTILLO-TORRES, KEISHA Y | 8d |
| 18149441 | MACHINE LEARNING INSIGHTS BASED ON IDENTIFIER DISTRIBUTIONS | PRESSLY, KURT NICHOLAS | 8d |
Cases in front of an examiner whose interview lift is 10 percentage points or more — i.e. interviewed cases historically resolve more favorably than non-interviewed ones. The top 8 ordered by deadline are shown.
| App # | Title | Examiner | Due in |
|---|---|---|---|
| 18618529 | SEARCH DOMAIN-BASED KEYWORD GENERATION AND USER INTERFACE FILTERING AND NAVIGATION | FIBBI, CHRISTOPHER J | 2d overdue |
| 18629150 | SYSTEMS AND METHODS FOR INTELLIGENT SYSTEM RESOURCE ALLOCATION | MISIASZEK, AMBER ALTSCHUL | 22d |
| 18500664 | REFINED SEARCH RESOLUTION BASED ON CAUSAL MAPPING USING REAL TIME DATA | MINCEY, JERMAINE A | 70d |
| 18980852 | NATURAL LANGUAGE PROCESSING TECHNIQUES USING MULTI-CONTEXT SELF-ATTENTION MACHINE LEARNING FRAMEWORKS | MASTERS, KRISTEN MICHELLE | — |
| 18967150 | COHORT-LEVEL DATA COMPRESSION AND ENTITY-LEVEL PRIORITIZATION IN MULTI-FACTOR DATASETS | HALE, BROOKS T | — |
| 18628883 | MACHINE LEARNING FRAMEWORKS FOR GENERATING AND LEVERAGING CONTEXTUALIZED ENTITY EMBEDDINGS TAILORED TO DOWNSTREAM PREDICTIVE TASKS | HOOVER, BRENT JOHNSTON | — |
| 18610822 | SYSTEMS AND METHODS FOR ARTIFICIAL INTELLIGENCE-DRIVEN CANDIDATE SELECTION | TORRICO-LOPEZ, ALAN | — |
| 18427529 | MACHINE LEARNING, CAUSAL INFERENCE, AND PROBABILISTIC COMBINATORIAL TECHNIQUES FOR FORECASTING AND RANKING PREDICTION-BASED ACTIONS | HONORE, EVEL NMN | — |
| Art Unit | Apps |
|---|---|
| 3682 | 4 |
| 2122 | 4 |
| 3683 | 3 |
| 2161 | 2 |
| 3625 | 2 |
| 3681 | 2 |
| 3627 | 2 |
| 3685 | 2 |
| 3687 | 2 |
| 2159 | 2 |
| App # | Title | Examiner | Art Unit | Statutes | Status | Due in | AI | Filed |
|---|---|---|---|---|---|---|---|---|
| 19247731 | INTELLIGENT AUTOMATIC ORCHESTRATION OF MACHINE-LEARNING BASED PROCESSING PIPELINE | WOO, ISAAC M | 2161 | §102 | Non-Final OA | — | Pending | Jun 24, 2025 |
| 18980852 | NATURAL LANGUAGE PROCESSING TECHNIQUES USING MULTI-CONTEXT SELF-ATTENTION MACHINE LEARNING FRAMEWORKS | MASTERS, KRISTEN MICHELLE | — | §101§103 | Non-Final OA | — | Pending | Dec 13, 2024 |
| 18967150 | COHORT-LEVEL DATA COMPRESSION AND ENTITY-LEVEL PRIORITIZATION IN MULTI-FACTOR DATASETS | HALE, BROOKS T | 2166 | §101§103 | Final Rejection | — | Pending | Dec 03, 2024 |
| 18628883 | MACHINE LEARNING FRAMEWORKS FOR GENERATING AND LEVERAGING CONTEXTUALIZED ENTITY EMBEDDINGS TAILORED TO DOWNSTREAM PREDICTIVE TASKS | HOOVER, BRENT JOHNSTON | — | §101§103§112 | Non-Final OA | — | Pending | Apr 08, 2024 |
| 18629150 | SYSTEMS AND METHODS FOR INTELLIGENT SYSTEM RESOURCE ALLOCATION | MISIASZEK, AMBER ALTSCHUL | 3682 | §101 | Non-Final OA | 22d | Pending | Apr 08, 2024 |
| 18618529 | SEARCH DOMAIN-BASED KEYWORD GENERATION AND USER INTERFACE FILTERING AND NAVIGATION | FIBBI, CHRISTOPHER J | 2174 | §103 | Final Rejection | 2d overdue | Pending | Mar 27, 2024 |
| 18610822 | SYSTEMS AND METHODS FOR ARTIFICIAL INTELLIGENCE-DRIVEN CANDIDATE SELECTION | TORRICO-LOPEZ, ALAN | 3625 | §101 | Final Rejection | — | Pending | Mar 20, 2024 |
| 18427529 | MACHINE LEARNING, CAUSAL INFERENCE, AND PROBABILISTIC COMBINATORIAL TECHNIQUES FOR FORECASTING AND RANKING PREDICTION-BASED ACTIONS | HONORE, EVEL NMN | — | §101§103 | Non-Final OA | — | Pending | Jan 30, 2024 |
| 18506546 | SYSTEMS AND METHODS FOR AUTOMATED TRIAGING OF ELECTRONIC ORDERED LISTS | GO, JOHN PHILIP | 3681 | §101§103 | Final Rejection | — | Pending | Nov 10, 2023 |
| 18486270 | COMPUTER IMPLEMENTED TECHNIQUES FOR SAMPLE OPTIMIZATION | TOMASZEWSKI, MICHAEL | 3681 | §101 | Final Rejection | 28d | Pending | Oct 13, 2023 |
| 18463392 | SYSTEMS AND METHODS FOR OPTIMIZING A SAMPLE SIZE OF AN INVESTIGATION | KANAAN, LIZA TONY | 3683 | §101§102 | Non-Final OA | — | Pending | Sep 08, 2023 |
| 18313426 | IMAGE PROCESSING TECHNIQUES FOR GENERATING PREDICTIONS | CASTILLO-TORRES, KEISHA Y | 2659 | §101§103 | Final Rejection | 8d | Pending | May 08, 2023 |
| 18304788 | SYSTEMS AND METHODS FOR IMPROVED PROVIDER PROCESSES USING CLAIM LIKELIHOOD RANKING | VAN DUZER, ALEXIS KIM | 3682 | §101§112 | Final Rejection | — | Pending | Apr 21, 2023 |
| 18182155 | SYSTEMS AND METHODS FOR REMOTE PATIENT MONITORING | RAPILLO, KRISTINE K | 3682 | §101§103 | Non-Final OA | 77d overdue | Pending | Mar 10, 2023 |
| 18178043 | MACHINE LEARNING MONITORING TECHNIQUES FOR IDENTIFYING AND FACILITATING MODEL RETRAINING | DAY, ROBERT N | 2122 | §101§102§103 | Final Rejection | 46d overdue | Pending | Mar 03, 2023 |
| 18166719 | COMPUTING TASK ALLOCATION FOR COMPLEX MULTI-TASK PROCESSES | WAI, ERIC CHARLES | 2195 | §103 | Final Rejection | — | Pending | Feb 09, 2023 |
| 18164112 | RISK SCORE EVALUATION USING AGENT-BASED SIMULATIONS | HAIDER, FAWAAD | 3627 | §101 | Final Rejection | — | Pending | Feb 03, 2023 |
| 17645122 | DISTRIBUTED QUANTUM COMPUTING SYSTEM | HEFFINGTON, JOHN M | 2145 | §103 | Non-Final OA | 29d | Pending | Dec 20, 2021 |
| 19245798 | MULTI-DIMENSIONAL EVALUATIONS FOR THE CLASSIFICATION OF DATA OBJECTS | MINCEY, JERMAINE A | 2161 | DP | Non-Final OA | — | Pending | Jun 23, 2025 |
| 19072797 | CHUTE COVER FOR DISPENSER | CRAWFORD, GENE O | 3651 | §102§103 | Non-Final OA | — | Pending | Mar 06, 2025 |
| 19056352 | Systems and Methods for Data Record Routing | GUNN, JEREMY L | 3624 | §101 | Final Rejection | — | Pending | Feb 18, 2025 |
| 19002074 | SYSTEMS AND METHODS FOR IMPROVING MACHINE RECOGNITION OF RELATIONSHIPS BETWEEN MEDICAL ENTITIES EXTRACTED FROM STRUCTURED RECORDS | MPAMUGO, CHINYERE | 3685 | §101 | Non-Final OA | — | Pending | Dec 26, 2024 |
| 18981176 | MULTI-MODEL GESTURE TO AUDIO TRANSLATION | AGAHI, DARIOUSH | 2656 | §103 | Non-Final OA | — | Pending | Dec 13, 2024 |
| 18978748 | Systems and Methods for Analyzing and Condensing Encounter-Related Information | WILLIAMS, TERESA S | 3687 | §101§103 | Final Rejection | — | Pending | Dec 12, 2024 |
| 18978755 | Systems and Methods for Analyzing and Condensing Audio Information Relating to an Encounter | CHAWAN, VIJAY B | 2658 | §101§102 | Non-Final OA | — | Pending | Dec 12, 2024 |
| 18958676 | PRIORITIZING SECURITY VULNERABILITIES IN COMPUTING ECOSYSTEMS | LIN, AMIE CHINYU | 2436 | §101§102§103 | Non-Final OA | — | Pending | Nov 25, 2024 |
| 18941211 | DECISION SUPPORT SYSTEM INCLUDING SPARSIFIED MACHINE-LEARNED MODEL FOR AUTOMATIC GENERATION OF APPEALS | PARK, YONG S | 3694 | §101§103 | Final Rejection | — | Pending | Nov 08, 2024 |
| 18924533 | Machine-Learned Model Architecture for Generating Individual-Specific Instructions | BARR, MARY EVANGELINE | 3682 | — | Final Rejection | — | Pending | Oct 23, 2024 |
| 18915410 | IMAGE-BASED OBJECT DETECTION TECHNIQUES FOR HIGH-SPEED COUNTING ENVIRONMENTS | CAI, PHUONG HAU | 2673 | §103 | Non-Final OA | — | Pending | Oct 15, 2024 |
| 18908499 | PROVIDING HEALTH URGENCY CONTEXT FOR INCOMING CALLS | GHULAMALI, QUTBUDDIN | — | DP | Non-Final OA | — | Pending | Oct 07, 2024 |
| 18802376 | PRODUCTION LINE CONFORMANCE MEASUREMENT TECHNIQUES USING INTELLIGENT OPTIMIZATION OF MODEL INPUT DATA FOR A MACHINE LEARNING DETECTION MODEL | HWANG, JINSU | 2667 | §101§102 | Non-Final OA | — | Pending | Aug 13, 2024 |
| 18772794 | CONTEXTUALIZED TASK-SPECIFIC GRAPHICAL VISUALIZATION RELATED TO THIRD-PARTY DATA SOURCES | RIVERA, ANIBAL | — | §101§102§103 | Final Rejection | — | Pending | Jul 15, 2024 |
| 18736780 | SYSTEMS AND METHODS FOR DATA EXTRACTION | MARI VALCARCEL, FERNANDO MARIANO | 2159 | §103 | Final Rejection | 14d | Pending | Jun 07, 2024 |
| 18736786 | SYSTEMS AND METHODS FOR RETRIEVING INFORMATION FROM KNOWLEDGE GRAPHS BASED ON QUERY CONTEXT | HAN, BYUNGKWON | — | §101§103§112 | Non-Final OA | — | Pending | Jun 07, 2024 |
| 18737277 | SYSTEMS AND METHODS FOR GENERATING IMPROVED TRAINING DATA FOR MACHINE LEARNING APPLICATIONS | ANDREI, RADU | — | §101 | Non-Final OA | — | Pending | Jun 07, 2024 |
| 18731670 | SYSTEM AND METHOD TO COUNT PILLS | MAI, THIEN T | 2876 | §103 | Final Rejection | — | Pending | Jun 03, 2024 |
| 18679924 | SYSTEMS AND METHODS FOR PREDICTING CONDITION OF AN ENTITY VIA MACHINE-LEARNING | LEE, MICHAEL CHRISTOPHER | — | §101§103 | Non-Final OA | — | Pending | May 31, 2024 |
| 18680413 | SYSTEMS AND METHODS FOR PREDICTING RESOURCE SYSTEM RE-UTILIZATION | OBEID, FAHD A | 3627 | §101§103 | Final Rejection | — | Pending | May 31, 2024 |
| 18672358 | SYSTEM AND METHODS FOR MANAGING MEDICAL IMAGING DATA | ERICKSON, BENNETT S | 3683 | §103 | Non-Final OA | 10d overdue | Pending | May 23, 2024 |
| 18648869 | NATURAL LANGUAGE INTERFACE FOR PREDICTIVE MODELS | ZENG, WENWEI | — | §101§103 | Non-Final OA | — | Pending | Apr 29, 2024 |
| 18648910 | USER INTERFACE AND NATURAL LANGUAGE INTERFACE FOR PREDICTIVE MODELS | WASAFF, JOHN S. | — | §101§103 | Non-Final OA | — | Pending | Apr 29, 2024 |
| 18633751 | SYSTEM AND METHOD FOR VALIDATING A CLASSIFICATION CODE ASSIGNED TO A DATA OBJECT BY A FIRST ARTIFICIAL INTELLIGENCE (AI) MODEL USING A SECOND AI MODEL | HOUNTON, AWADAGBE GERARD | — | §101§103 | Non-Final OA | — | Pending | Apr 12, 2024 |
| 18604680 | SYSTEMS AND METHODS FOR DETERMINING CONDITION OF AN ENTITY VIA MACHINE LEARNING TECHNIQUE | KEATON, SHERROD L | — | §101§103Other | Non-Final OA | — | Pending | Mar 14, 2024 |
| 18436562 | MACHINE LEARNING TECHNIQUES FOR SYNTHESIZING MULTI-MODAL DATASETS | JABLON, ASHER H. | — | §101§103§112 | Non-Final OA | — | Pending | Feb 08, 2024 |
| 18434959 | REFINED QUERY RESOLUTION BASED ON RELEVANT SEARCH CLUSTERING USING REAL TIME DATA | ADAMS, CHARLES D | 2152 | §101§103 | Final Rejection | 28d | Pending | Feb 07, 2024 |
| 18415903 | MACHINE LEARNING AND RULES-BASED RECOMMENDATIONS FOR USER INTERFACE WORKFLOWS | GURMU, MULUEMEBET | — | §103 | Non-Final OA | — | Pending | Jan 18, 2024 |
| 18400184 | METHODS, SYSTEMS, AND COMPUTER PROGRAM PRODUCTS FOR PREDICTING WHEN PRIOR AUTHORIZATION IS REQUIRED FOR A HEALTH CARE PROCEDURE USING STATISTICAL ANALYTICS | CHAKRAVARTI, ARUNAVA | 3692 | §101 | Final Rejection | 160d overdue | Pending | Dec 29, 2023 |
| 18400043 | SYSTEMS AND METHODS FOR DETECTING UNNECESSARY RESOURCE RE-UTILIZATION | GEDRA, OLIVIA ROSE | 2853 | §101§103 | Non-Final OA | — | Pending | Dec 29, 2023 |
| 18395267 | REAL-TIME MACHINE LEARNING TECHNIQUES FOR PROACTIVELY GENERATING AND ACTING ON USER-SPECIFIC ACTIVITY INSIGHTS | TRAN, AMY NMN | — | §101§102§103 | Non-Final OA | — | Pending | Dec 22, 2023 |
| 18500664 | REFINED SEARCH RESOLUTION BASED ON CAUSAL MAPPING USING REAL TIME DATA | MINCEY, JERMAINE A | 2159 | §101 | Non-Final OA | 70d | Pending | Nov 02, 2023 |
| 18492189 | COMPOSITE TRAINING TECHNIQUES FOR MACHINE LEARNING MODELS | RAMIREZ BRAVO, BEATRIZ A | 4100 | §101§103 | Non-Final OA | — | Pending | Oct 23, 2023 |
| 18483180 | CENTRALIZED MODEL MAINTENANCE UTILIZING THIRD-PARTY WORKSPACES | CHAN, HOWIE | 4100 | §101§103 | Non-Final OA | — | Pending | Oct 09, 2023 |
| 18483287 | WORKSPACE MANAGEMENT FOR IMPROVED MODEL | HASTY, NICHOLAS | 2141 | §102§103 | Final Rejection | — | Pending | Oct 09, 2023 |
| 18461132 | AUDIO TARGETING FOR OPTIMAL LOCATION OF MICROPHONE TO RECORD BIOMETRIC SIGNALS FOR TELEMEDICINE | ABULABAN, ABDALLAH | 3645 | §103§112 | Non-Final OA | — | Pending | Sep 05, 2023 |
| 18358302 | UNIVERSAL AND MACHINE LEARNING MODEL AGNOSTIC CONTROL AND TRACKING | TSAI, JAMES T | 2147 | §103 | Final Rejection | — | Pending | Jul 25, 2023 |
| 18316565 | SYSTEMS AND METHODS FOR NEUROCOGNITIVE AND AFFECTIVE DISORDERS SCREENING | ANTOINE, LISA HOPE | 3715 | §101§103 | Non-Final OA | 27d | Pending | May 12, 2023 |
| 18314428 | DEEP LEARNING ARCHITECTURES FOR REDUCING INCIDENTAL TRUNCATION BIAS, AND SYSTEMS AND METHODS OF USE | BADAWI, SHERIEF | 2169 | §101§103§112 | Non-Final OA | 53d overdue | Pending | May 09, 2023 |
| 18122897 | SYSTEM AND METHODS FOR ANOMALY AND MALWARE DETECTION IN MEDICAL IMAGING DATA | FARAMARZI, GITA | 2496 | §103 | Non-Final OA | 23d overdue | Pending | Mar 17, 2023 |
| 18118992 | FOREIGN OBJECT DETECTION FOR MAGNETIC EXPOSURE | WINSTON III, EDWARD B | 3683 | §101 | Final Rejection | 2d overdue | Pending | Mar 08, 2023 |
| 18180380 | GRAPH BASED PREDICTIVE INFERENCES FOR DOMAIN TAXONOMY | SIPPEL, MOLLY CLARKE | 2122 | §101§103§112 | Non-Final OA | — | Pending | Mar 08, 2023 |
| 18175057 | SYSTEMS AND METHODS FOR AUTOMATIC HEALTH DATA PROCESSING | SHELDEN, BION A | 3685 | §101§112 | Final Rejection | — | Pending | Feb 27, 2023 |
| 18168774 | REINFORCEMENT LEARNING FOR OPTIMIZING CROSS-CHANNEL COMMUNICATIONS | SMITH, KEVIN LEE | 2122 | §101§103 | Final Rejection | — | Pending | Feb 14, 2023 |
| 18165010 | METHOD AND APPARATUS FOR ADAPTIVE ACTIONS BASED ON TEMPORAL-BASED PREDICTIONS OF NON-COMPLIANCE | TAPIA, ANDREW KYLE | 3687 | §101§103 | Final Rejection | 33d | Pending | Feb 06, 2023 |
| 18162157 | METHODS, SYSTEMS, AND COMPUTER PROGRAM PRODUCTS FOR DISCOVERING PATIENT BENEFITS UNDER A HEALTH CARE COVERAGE PLAN | REYES, REGINALD R | 3684 | §101 | Final Rejection | 13d | Pending | Jan 31, 2023 |
| 18149441 | MACHINE LEARNING INSIGHTS BASED ON IDENTIFIER DISTRIBUTIONS | PRESSLY, KURT NICHOLAS | 2125 | §101§103 | Non-Final OA | 8d | Pending | Jan 03, 2023 |
| 18069771 | MACHINE LEARNING TECHNIQUES FOR CROSS-DOMAIN TEXT CLASSIFICATION | BALAKRISHNAN, VIJAY MURALI | 2143 | §103 | Final Rejection | — | Pending | Dec 21, 2022 |
| 18063715 | DATA MODELING AND PROCESSING TECHNIQUES FOR GENERATING PREDICTIVE METRICS | LEE, PO HAN | 3623 | §101§112 | Non-Final OA | — | Pending | Dec 09, 2022 |
| 18047209 | METHODS, APPARATUSES AND COMPUTER PROGRAM PRODUCTS FOR GENERATING MULTI-MEASURE OPTIMIZED RANKING DATA OBJECTS | DAUD, ABDULLAH AHMED | 2164 | §103 | Final Rejection | — | Pending | Oct 17, 2022 |
| 17660143 | ONTOLOGY CHANGE GRAPH PUBLISHING SYSTEM | SPRATT, BEAU D | 2100 | §103 | Non-Final OA | — | Pending | Apr 21, 2022 |
| 17658070 | MACHINE LEARNING TECHNIQUES FOR EXTRACTING INTERPRETABILITY DATA AND ENTITY-VALUE PAIRS | FACCENDA, GISEL GABRIELA | 2127 | §103 | Final Rejection | — | Pending | Apr 05, 2022 |
| 17453265 | TRAINING CLASSIFICATION MACHINE LEARNING MODELS WITH IMBALANCED TRAINING SETS | SUSSMAN MOSS, JACOB ZACHARY | 2122 | §101§103 | Non-Final OA | — | Pending | Nov 02, 2021 |
| 17517099 | PREDICTIVE TARGET EVENT EVALUATION USING SEGMENT VALUATION DISTRIBUTIONS FOR PROPOSED EVENT ALTERNATIVES | GODBOLD, DAVID GARRISON | 3628 | §101 | Final Rejection | 20d | Pending | Nov 02, 2021 |
| 17468057 | UTILITY DETERMINATION PREDICTIVE DATA ANALYSIS SOLUTIONS USING MAPPINGS ACROSS RISK DOMAINS AND EVALUATION DOMAINS | BOSWELL, BETH V | 3625 | §101 | Non-Final OA | 35d | Pending | Sep 07, 2021 |
| 17445270 | METHOD, APPARATUS AND COMPUTER PROGRAM PRODUCT FOR GENERATING ACTIVITY SCORE DATA OBJECTS AND COMPOSITE SCORE DATA OBJECTS | REICHERT, RACHELLE LEIGH | 3686 | §101 | Final Rejection | — | Pending | Aug 17, 2021 |
| 17382691 | MACHINE LEARNING TECHNIQUES FOR GENERATING RECALCULATION DETERMINATIONS FOR PREDICTED RISK SCORES | ALSHAHARI, SADIK AHMED | 2121 | §101 | Final Rejection | 10d overdue | Pending | Jul 22, 2021 |
| 17344510 | COMPUTER SYSTEMS AND METHODS FOR MACHINE-LEARNING BASED TREATMENT MODELING FOR ONCOLOGY BASED ON INCONSISTENT RAS BIOMARKER DETECTION DATA RECORDS | ANDERSON-FEARS, KEENAN NEIL | 1687 | §101§103Other | Final Rejection | 9d | Pending | Jun 10, 2021 |
IP Author helps IP teams respond to office actions faster with AI-generated responses, examiner analytics, and prosecution intelligence.
Start Free Trial