Prosecution Insights
Prosecution Insights
83 pending office actions • 49 art units • 81 examiners • 0 of 83 (0%) have an AI response strategy ready • 80 patents granted in the last 365 days
Based on the USPTO statutory response window for each pending office action. 20 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. 20 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 | 18 (22%) |
| §101 + other | 27 (33%) |
| §103 only | 26 (31%) |
| §102 only | 2 (2%) |
| Double-patenting only | 2 (2%) |
| Double-patenting + other | 1 (1%) |
| Multi-statute (no §101) | 6 (7%) |
| 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 | 57.0% | +41.2% |
| BALAKRISHNAN, VIJAY MURALI | 2 | 40.9% | +75.0% |
| WOO, ISAAC M | 1 | 91.4% | +6.4% |
| HALE, BROOKS T | 1 | 49.4% | +33.0% |
| HONORE, EVEL NMN | 1 | 48.0% | +24.6% |
| GO, JOHN PHILIP | 1 | 34.0% | +43.6% |
| HALES, BRIAN J | 1 | 77.2% | +31.1% |
| HEIN, DEVIN C | 1 | 46.0% | +29.8% |
| TOMASZEWSKI, MICHAEL | 1 | 48.1% | +22.5% |
| KANAAN, LIZA TONY | 1 | 22.6% | +34.0% |
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 |
| 17478702 | IDENTIFICATION OF OPTIMAL RESOURCE ALLOCATIONS FOR IMPROVED RATINGS | COLEMAN, CHARLES P. | 29d overdue |
| 18122897 | SYSTEM AND METHODS FOR ANOMALY AND MALWARE DETECTION IN MEDICAL IMAGING DATA | FARAMARZI, GITA | 23d overdue |
| 17382691 | MACHINE LEARNING TECHNIQUES FOR GENERATING RECALCULATION DETERMINATIONS FOR PREDICTED RISK SCORES | ALSHAHARI, SADIK AHMED | 10d overdue |
| 18523312 | METHODS, APPARATUSES AND COMPUTER PROGRAM PRODUCTS FOR CONTEXTUALLY AWARE DEBIASING | TSUI, WILSON W | 6d |
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 |
|---|---|---|---|
| 18486270 | COMPUTER IMPLEMENTED TECHNIQUES FOR SAMPLE OPTIMIZATION | TOMASZEWSKI, MICHAEL | 28d |
| 18500664 | REFINED SEARCH RESOLUTION BASED ON CAUSAL MAPPING USING REAL TIME DATA | MINCEY, JERMAINE A | 70d |
| 18501189 | SYSTEMS AND METHODS FOR EFFICIENT PROCESSING OF DATA ASSOCIATED WITH SYSTEM RESOURCES | HEIN, DEVIN C | 83d |
| 18967150 | COHORT-LEVEL DATA COMPRESSION AND ENTITY-LEVEL PRIORITIZATION IN MULTI-FACTOR DATASETS | HALE, BROOKS T | — |
| 18427529 | MACHINE LEARNING, CAUSAL INFERENCE, AND PROBABILISTIC COMBINATORIAL TECHNIQUES FOR FORECASTING AND RANKING PREDICTION-BASED ACTIONS | HONORE, EVEL NMN | — |
| 18506546 | SYSTEMS AND METHODS FOR AUTOMATED TRIAGING OF ELECTRONIC ORDERED LISTS | GO, JOHN PHILIP | — |
| 18503394 | SUBDOMAIN-SPECIFIC GRAPH-BASED CLASSIFICATION TECHNIQUES FOR LARGE DATA PREDICTION DOMAIN | HALES, BRIAN J | — |
| 18463392 | SYSTEMS AND METHODS FOR OPTIMIZING A SAMPLE SIZE OF AN INVESTIGATION | KANAAN, LIZA TONY | — |
| Art Unit | Apps |
|---|---|
| 3682 | 4 |
| 2122 | 4 |
| 2121 | 3 |
| 3625 | 3 |
| 2161 | 2 |
| 3681 | 2 |
| 3683 | 2 |
| 2129 | 2 |
| 2857 | 2 |
| 3687 | 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 |
| 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 |
| 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 | §103 | Final Rejection | — | Pending | Nov 10, 2023 |
| 18503394 | SUBDOMAIN-SPECIFIC GRAPH-BASED CLASSIFICATION TECHNIQUES FOR LARGE DATA PREDICTION DOMAIN | HALES, BRIAN J | — | §101§103§112 | Non-Final OA | — | Pending | Nov 07, 2023 |
| 18501189 | SYSTEMS AND METHODS FOR EFFICIENT PROCESSING OF DATA ASSOCIATED WITH SYSTEM RESOURCES | HEIN, DEVIN C | 2151 | §101 | Non-Final OA | 83d | Pending | Nov 03, 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 |
| 18307033 | PREDICTIVE MACHINE LEARNING TECHNIQUES FOR OPTIMAL RESOURCE ALLOCATION USING NONLINEAR CAUSAL INFERENCE | STIVALETTI, MATHEUS R | 2196 | §101 | Non-Final OA | — | Pending | Apr 26, 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 |
| 18178056 | TIERED EVALUATION METRIC FOR COMPREHENSIVELY EVALUATING MACHINE LEARNING MODELS | PHAKOUSONH, DARAVANH | 2121 | §101 | Final Rejection | — | Pending | Mar 03, 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 | §102§103 | Final Rejection | — | Pending | Feb 09, 2023 |
| 18153439 | FOCUSING UNSTRUCTURED DATA AND GENERATING FOCUSED DATA DETERMINATIONS FROM AN UNSTRUCTURED DATA SET | STANDKE, ADAM C | 2129 | §103DP | Final Rejection | — | Pending | Jan 12, 2023 |
| 18145576 | NATURAL LANGUAGE BASED MACHINE LEARNING MODEL DEVELOPMENT, REFINEMENT, AND CONVERSION | LIANG, LEONARD S | 2857 | §101§103 | Final Rejection | — | Pending | Dec 22, 2022 |
| 17676576 | MACHINE LEARNING-BASED SYSTEMS AND METHODS FOR OPTIMIZED DATA PRIORITIZATION | BEAN, GRIFFIN TANNER | 2121 | §101§103 | Non-Final OA | — | Pending | Feb 21, 2022 |
| 17645122 | DISTRIBUTED QUANTUM COMPUTING SYSTEM | HEFFINGTON, JOHN M | 2145 | §103 | Non-Final OA | 29d | Pending | Dec 20, 2021 |
| 17478702 | IDENTIFICATION OF OPTIMAL RESOURCE ALLOCATIONS FOR IMPROVED RATINGS | COLEMAN, CHARLES P. | 3683 | §101 | Non-Final OA | 29d overdue | Pending | Sep 17, 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 | MEDDLING, AMARI JADAN | 3651 | §103 | Non-Final OA | — | Pending | Mar 06, 2025 |
| 18981176 | MULTI-MODEL GESTURE TO AUDIO TRANSLATION | AGAHI, DARIOUSH | 2656 | §103 | Non-Final OA | — | Pending | Dec 13, 2024 |
| 18978755 | Systems and Methods for Analyzing and Condensing Audio Information Relating to an Encounter | CHAWAN, VIJAY B | 2658 | §102 | Non-Final OA | — | Pending | Dec 12, 2024 |
| 18978748 | Systems and Methods for Analyzing and Condensing Encounter-Related Information | WILLIAMS, TERESA S | 3687 | §101§103 | Final Rejection | — | Pending | Dec 12, 2024 |
| 18958676 | PRIORITIZING SECURITY VULNERABILITIES IN COMPUTING ECOSYSTEMS | LIN, AMIE CHINYU | 2436 | §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 |
| 18934651 | MULTI-STAGE MACHINE LEARNING AUTOMATED CODING PIPELINE | TORGRIMSON, TYLER J | 2165 | §101 | Non-Final OA | — | Pending | Nov 01, 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 |
| 18826650 | INTELLIGENT CODE GENERATION | BLOOMQUIST, KEITH D | 2171 | §103§112 | Non-Final OA | — | Pending | Sep 06, 2024 |
| 18780987 | LASER INTEGRATED IMAGING SYSTEM | YILMAKASSAYE, SURAFEL | 2639 | §103 | Final Rejection | — | Pending | Jul 23, 2024 |
| 18736780 | SYSTEMS AND METHODS FOR DATA EXTRACTION | MARI VALCARCEL, FERNANDO MARIANO | 2159 | §103 | Final Rejection | 14d | Pending | Jun 07, 2024 |
| 18731670 | SYSTEM AND METHOD TO COUNT PILLS | MAI, THIEN T | 2876 | §103 | Final Rejection | — | Pending | Jun 03, 2024 |
| 18680413 | SYSTEMS AND METHODS FOR PREDICTING RESOURCE SYSTEM RE-UTILIZATION | OBEID, FAHD A | 3627 | §101§103 | Final Rejection | — | Pending | May 31, 2024 |
| 18679840 | SYSTEMS AND METHODS FOR IDENTIFYING RESOURCE TRANSFERABILITY | ANDERSON, SCOTT C | — | §103 | Non-Final OA | — | Pending | May 31, 2024 |
| 18679924 | SYSTEMS AND METHODS FOR PREDICTING CONDITION OF AN ENTITY VIA MACHINE-LEARNING | LEE, MICHAEL CHRISTOPHER | — | §103 | Non-Final OA | — | Pending | May 31, 2024 |
| 18677412 | SYSTEMS AND METHODS FOR DYNAMICALLY OPTIMIZING ZONE CONFIGURATIONS | ULLAH, ARIF | 3625 | §101§103 | Non-Final OA | — | Pending | May 29, 2024 |
| 18648910 | USER INTERFACE AND NATURAL LANGUAGE INTERFACE FOR PREDICTIVE MODELS | WASAFF, JOHN S. | — | §101§103 | Non-Final OA | — | Pending | Apr 29, 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. | — | §103 | Non-Final OA | — | Pending | Feb 08, 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 |
| 18400040 | SYSTEMS AND METHODS FOR PREDICTING UNNECESSARY RESOURCE UTILIZATION | KOESTER, MICHAEL RICHARD | 3624 | §103 | Final Rejection | — | 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 | — | §103 | Non-Final OA | — | Pending | Dec 22, 2023 |
| 18541768 | DATA IMPUTATION OF UNKNOWN-UNKNOWN DATA AND USE THEREOF | FERNANDEZ RIVAS, OMAR F | — | §101§103 | Non-Final OA | — | Pending | Dec 15, 2023 |
| 18523312 | METHODS, APPARATUSES AND COMPUTER PROGRAM PRODUCTS FOR CONTEXTUALLY AWARE DEBIASING | TSUI, WILSON W | 2172 | §101§103 | Non-Final OA | 6d | Pending | Nov 29, 2023 |
| 18520662 | INTERACTIVE MAP-BASED VISUALIZATION SYSTEM RELATED TO MULTI-CHANNEL SEARCH FOR COMPLEX SEARCH DOMAINS | HASAN, SYED HAROON | 2154 | §103 | Non-Final OA | — | Pending | Nov 28, 2023 |
| 18521938 | ANOMALY DETECTION, HANDLING, AND DATA COMPLIANCE RECORDATION FOR COMPLEX PROCESSING PREDICTION PIPELINES | DUONG, HIEN LUONGVAN | — | §102§103 | Non-Final OA | — | Pending | Nov 28, 2023 |
| 18521518 | CUSTOMIZABLE DATA PAYLOAD PROCESSING AND HANDLING FOR DOWNSTREAM APPLICATION WORKFLOWS | ROTARU, OCTAVIAN | 3624 | §101§102§103 | Final Rejection | — | Pending | Nov 28, 2023 |
| 18514986 | AUTOMATED OBJECT TRANSITIONING AND OPTIMAL OBJECT SELECTION TECHNIQUES | SAAVEDRA, EMILIO J | 2117 | §103 | Non-Final OA | — | Pending | Nov 20, 2023 |
| 18500664 | REFINED SEARCH RESOLUTION BASED ON CAUSAL MAPPING USING REAL TIME DATA | MINCEY, JERMAINE A | 2159 | §103 | 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 |
| 18483266 | AUTOMATED DEPLOYED MODEL GOVERNANCE | MRABI, HASSAN | 2147 | §103 | Non-Final OA | — | Pending | Oct 09, 2023 |
| 18483180 | CENTRALIZED MODEL MAINTENANCE UTILIZING THIRD-PARTY WORKSPACES | CHAN, HOWIE | 4100 | §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 |
| 18477359 | TRAINING AND TUNING OF LARGE LANGUAGE MODELS FOR GENERATING DOMAIN-SPECIFIC PREDICTIONS | BALAKRISHNAN, VIJAY MURALI | 2143 | §101§102§103§112 | Non-Final OA | — | Pending | Sep 28, 2023 |
| 18466140 | MULTIMODAL MANAGEMENT OF PATIENT INTERACTIONS | GARTLAND, SCOTT D | 3685 | §101 | Final Rejection | 12d | Pending | Sep 13, 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 |
| 18323518 | SYSTEMS AND METHODS FOR DETERMINING READMISSION RATES | DESAI, RESHA | 3648 | §101 | Non-Final OA | — | Pending | May 25, 2023 |
| 18316565 | SYSTEMS AND METHODS FOR NEUROCOGNITIVE AND AFFECTIVE DISORDERS SCREENING | ANTOINE, LISA HOPE | 3715 | §101 | 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 |
| 18193752 | SYSTEM AND METHODS FOR AUTOMATED PERMISSIONING OF MEDICAL PROCEDURES AND TESTS | MISIASZEK, AMBER ALTSCHUL | 3682 | §101 | Non-Final OA | 28d | Pending | Mar 31, 2023 |
| 18129502 | SYSTEMS AND METHODS FOR PROVIDING SYNTHETIC DATA | ISHIZUKA, YOSHIHISA | 2857 | §101§112 | Final Rejection | — | Pending | Mar 31, 2023 |
| 18187101 | SYSTEMS AND METHODS FOR UTILIZING MACHINE LEARNING FOR BURNOUT PREDICTION | LOFTIS, JOHNNA RONEE | 3625 | §101 | Final Rejection | 28d | Pending | Mar 21, 2023 |
| 18122897 | SYSTEM AND METHODS FOR ANOMALY AND MALWARE DETECTION IN MEDICAL IMAGING DATA | FARAMARZI, GITA | 2496 | §103§112 | Non-Final OA | 23d overdue | Pending | Mar 17, 2023 |
| 18180380 | GRAPH BASED PREDICTIVE INFERENCES FOR DOMAIN TAXONOMY | SIPPEL, MOLLY CLARKE | 2122 | §101§103§112 | Final Rejection | — | Pending | Mar 08, 2023 |
| 18168774 | REINFORCEMENT LEARNING FOR OPTIMIZING CROSS-CHANNEL COMMUNICATIONS | SMITH, KEVIN LEE | 2122 | §101 | 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 |
| 18162296 | SYSTEMS AND METHODS FOR PRESCRIPTION PRICE COMPARISON ACROSS PROCESSORS | LEE, ANDREW ELDRIDGE | 3684 | §101§103 | Final Rejection | — | Pending | Jan 31, 2023 |
| 18069771 | MACHINE LEARNING TECHNIQUES FOR CROSS-DOMAIN TEXT CLASSIFICATION | BALAKRISHNAN, VIJAY MURALI | 2143 | §103 | Final Rejection | — | Pending | Dec 21, 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 |
| 17663966 | NETWORK-BASED INFERENCE MACHINE LEARNING MODELS | GALVIN-SIEBENALER, PAUL MICHAEL | 2147 | §103 | Non-Final OA | — | Pending | May 18, 2022 |
| 17660143 | ONTOLOGY CHANGE GRAPH PUBLISHING SYSTEM | SPRATT, BEAU D | 2100 | §103 | Final Rejection | — | Pending | Apr 21, 2022 |
| 17718602 | PREDICTIVE DATA ANALYSIS OPERATIONS USING A HIERARCHICAL INTERVENTION RECOMMENDATION MACHINE LEARNING FRAMEWORK | NYE, LOUIS CHRISTOPHER | 2141 | §103 | Non-Final OA | — | Pending | Apr 12, 2022 |
| 17453705 | MACHINE LEARNING MODELS FOR GENOMIC PREDICTIVE DATA ANALYSIS | LIU, GUOZHEN | 1686 | §101§103§112 | Non-Final OA | — | Pending | Nov 05, 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 |
| 17453259 | DATABASE INTEGRATION OPERATIONS USING ATTENTION-BASED ENCODER-DECODER MACHINE LEARNING MODELS | THAI, JASMINE THANH | 2129 | §103 | Non-Final OA | — | Pending | Nov 02, 2021 |
| 17453265 | TRAINING CLASSIFICATION MACHINE LEARNING MODELS WITH IMBALANCED TRAINING SETS | SUSSMAN MOSS, JACOB ZACHARY | 2122 | §101 | Non-Final OA | — | 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 |
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