Advanced Stress Estimation in Rock Formations Using Ultrasound and Machine Learning06029Ultrasound-driven machine learning estimates rock stress directly from wave velocities, improving geomechanical analysis and resource exploration.Technology TypeEngineering TechnologyTechnology SubtypeEnvironmental EngineeringTagsMachine learningEnvironmental EngineeringLead InventorAndrew BungerDepartmentCivil & Environmental EngineeringAll Tech InnovatorsAndrew P. BungerDelal GunaydinMark KelleyDate Submitted2022-05-17
AI-Driven Precision Dosing and Survival Analytics for Personalized Brain Radiosurgery07224AI-driven personalized brain radiosurgery doses with survival analytics; real-time guardrails, offline decision support, rapid prognostic predictions.Technology TypeDigital HealthTechnology SubtypeClinical Decision SupportTherapeutic AreasNeuroscienceOncologyTherapeutic IndicationsBrain cancer - OtherGlioblastomaSolid tumorTagsMachine learningArtificial intelligence (AI)SurgeryLead InventorJheremy S. ReyesAll Tech InnovatorsConstantinos George HadjipanayisL Dade LunsfordAjay NiranjanTechnology Readiness Level4. Prototype testing and refinementDate Submitted2025-06-16CollectionsHealthcare AI
Prophetic Algorithm Boosts Prognostic Accuracy in High-Risk Psychiatric Populations07157A sparse, interpretable ML method (SCORE) predicts trajectory-based psychiatric risk, improving early intervention and resource efficiency.Technology TypeDigital HealthTechnology SubtypeClinical Decision SupportTherapeutic AreasMental and Behavioral HealthTagsMachine learningArtificial intelligence (AI)Precision medicineLead InventorEric StroblDepartmentMed-Biomedical InformaticsAll Tech InnovatorsEric Von StroblTechnology Readiness Level5. Advanced prototype validationDate Submitted2025-04-22CollectionsHealthcare AI
AI-Powered Precision Stroke Care07112AI-driven NeuroSmart: real-time, personalized acute ischemic stroke decisions via scalable ML, integrating EHR data, dashboards, and telestroke.Technology TypeDigital HealthTechnology SubtypeClinical Decision SupportTherapeutic AreasCardiovascularTherapeutic IndicationsStrokeTagsMachine learningArtificial intelligence (AI)AlgorithmLead InventorMohamed DoheimDepartmentMed-NeurologyAll Tech InnovatorsMohamed DoheimRaul Gomes NogueiraTechnology Readiness Level4. Prototype testing and refinementDate Submitted2025-03-07CollectionsCardiometabolicHealthcare AI
Deep Learning System for Noise-Free Optical Coherence Tomography (OCT) Imaging without Clean Training Data06607Dual-scan, noise-free OCT denoising via Sub2Full: train on two noisy scans to reveal fine retinal structures without clean data.Technology TypeDigital HealthTechnology SubtypeHealthcare DataTherapeutic AreasOphthalmologyTherapeutic IndicationsDiabetic retinopathyTagsMachine learningArtificial intelligence (AI)MicroscopyLead InventorShaohua PiDepartmentMed-OphthalmologyAll Tech InnovatorsShaohua PiLingyun WangTechnology Readiness Level5. Advanced prototype validationDate Submitted2024-01-10CollectionsHealthcare AI
Super-Resolution MRI Enhancement: AI Framework Delivers Ultra-High-Field Quality from Standard Clinical Scanners07242AI-driven MRI super-resolution: converts standard 3T scans into 0.55 mm isotropic, ultra-high-field–like images in minutes.Technology TypeDigital HealthTechnology SubtypeHealthcare DeliveryTagsMachine learningClinical Decision SupportDiagnostic ImagingLead InventorJinghang LiDepartmentBioengineeringAll Tech InnovatorsJinghang LiDate Submitted2025-07-06CollectionsHealthcare AI
Proactive AI System for Real-Time Prediction and Management of Anesthesia-Induced Hypotension06579Proactive AI predicts anesthesia-induced hypotension in real time and suggests actionable therapies via reinforcement learning.Technology TypeDigital HealthTechnology SubtypeClinical Decision SupportTherapeutic AreasCardiovascularTherapeutic IndicationsOtherTagsMachine learningArtificial intelligence (AI)Precision medicineLead InventorHarikesh SubramanianDepartmentMed-Anesthesiology and Perioperative MedicineAll Tech InnovatorsHarikesh SubramanianShyam VisweswaranTechnology Readiness Level5. Advanced prototype validationDate Submitted2023-11-29CollectionsCardiometabolicHealthcare AI
Multi-Agent LLM System for Auditable, Domain-Agnostic Automated Text Classification07359Auditable, domain-agnostic multi-agent LLM classifier with no-code GUI, retrieval-augmented reasoning, and full decision traceability.Technology TypeEngineering TechnologyTechnology SubtypeComputing, AI & QuantumTagsMachine learningArtificial intelligence (AI)ConsumerLead InventorMilan KnezevicDepartmentCivil & Environmental EngineeringAll Tech InnovatorsLev KhazanovichMilan KnezevicTrevor NeeceDate Submitted2025-10-02CollectionsHealthcare AI
Advanced Temporal Breast Tissue Dynamics for Precise Cancer Risk Prediction07270A dynamic breast density analysis using velocity and acceleration over time to improve personalized, early cancer risk prediction.Technology TypeDigital HealthTechnology SubtypeClinical Decision SupportTherapeutic AreasOncologyTherapeutic IndicationsDuctal carcinoma (Breast cancer)TagsMachine learningPlatform TechnologyAlgorithmLead InventorJu Hun LeeDepartmentMed-RadiologyAll Tech InnovatorsAndriy BandosJu Hun LeeRobert Mark NishikawaTechnology Readiness Level4. Prototype testing and refinementDate Submitted2025-07-30CollectionsWomen's & Reproductive Health
Novel Continuous Monitoring of Cardiac Health06979New PPG-to-ECG model enables accurate, continuous blood pressure monitoring via wearable signals, lowering clinical barriers.Technology TypeDigital HealthTechnology SubtypeHealthcare DeliveryTherapeutic AreasCardiovascularTagsMachine learningCardiologyCardiovascular DiseaseLead InventorPengfei ZhouDepartmentSCI-Informatics and Networked SystemsAll Tech InnovatorsHui JiPengfei ZhouDate Submitted2024-11-19CollectionsCardiometabolic
Backdoor Attacks on Intrusion Detection Systems06801PCAP-Backdoor poisons PCAP datasets to secretly bypass DL-based IDS in IoT networks, enabling undetected cyberattacks.Technology TypeEngineering TechnologyTechnology SubtypeSoftware - Non-HealthcareTagsMachine learningArtificial intelligence (AI)SoftwareLead InventorAjesh Koyatan ChathothDepartmentSCI-Computer ScienceAll Tech InnovatorsAjesh Koyatan ChathothStephen LeeDate Submitted2024-07-12CollectionsHealthcare AI
Context-Aware AI: Personalized Healthcare Recommendations Driven by Physiological Sensors06906Sensor-in-the-loop AI: uses real-time physiological data to refine prompts, delivering empathetic, personalized health guidance.Technology TypeDigital HealthTechnology SubtypeHealthcare DataTherapeutic AreasMental and Behavioral HealthTherapeutic IndicationsInsomniaSleep disorderAnxietyTagsMachine learningArtificial intelligence (AI)Personalized MedicineLead InventorLongfei ShangguanDepartmentSCI-Computer ScienceAll Tech InnovatorsZhiwei RenLongfei ShangguanTechnology Readiness Level3. Prototype developmentDate Submitted2024-09-29CollectionsHealthcare AI
Automated OCT-Based Tissue Screening System06669Automated OCT tissue screening with deep learning for label-free, high-throughput, quantitative 3-D tissue analysis and drug screening.Technology TypeLife Science Research ToolTechnology SubtypeOther Life Science Research ToolTherapeutic AreasOphthalmologyTagsMachine learningMicroscopyPlatform TechnologyLead InventorShaohua PiDepartmentMed-OphthalmologyAll Tech InnovatorsYuanyuan ChenShaohua PiJose Alain SahelTechnology Readiness Level4. Prototype testing and refinementDate Submitted2024-03-06
Advanced Defect Detection Software for Additive Manufacturing06696AI-powered LPBF defect detection maps IR data to 3D CAD geometry, reduces storage >99%, enables real-time quality control.Technology TypeEngineering TechnologyTechnology SubtypeSoftware - Non-HealthcareTagsMachine learningArtificial intelligence (AI)SoftwareLead InventorShawn HinnebuschDepartmentMechanical Engineering and Materials ScienceAll Tech InnovatorsShawn HinnebuschAlbert Chi Fu ToTechnology Readiness Level5. Advanced prototype validationDate Submitted2024-03-20CollectionsHealthcare AI
Aviva Model for Extracting Information from Transcribed Rounding Discussions and Automatically Adapting an ICU Rounding Checklist06127A dual ML-rule system analyzes ICU rounding conversations to auto-adapt ABCDEF checklists, boosting workflow efficiency.Technology TypeDigital HealthTechnology SubtypeHealthcare DeliveryTherapeutic AreasIntensive CareTagsMachine learningArtificial intelligence (AI)AlgorithmLead InventorAndrew KingDepartmentMed-Critical Care MedicineAll Tech InnovatorsDerek C. AngusGregory F. CooperJeremy M. KahnDate Submitted2022-08-09CollectionsHealthcare AI
Novel Use of Medical Images to Predict Outcomes06136AI/ML analyzes longitudinal medical images to forecast aneurysm and tumor growth, rupture risk, and metastasis timing.Technology TypeDigital HealthTechnology SubtypeClinical Decision SupportTherapeutic AreasOncologyTagsMachine learningArtificial intelligence (AI)OncologyLead InventorTimothy ChungAll Tech InnovatorsTimothy K. ChungPete GueldnerAakash KottakotaDate Submitted2022-08-22CollectionsHealthcare AI
Transcriptome and Exome Analyses of Hepatocellular Carcinoma Reveal Patterns to Predict Cancer Recurrence in Liver Transplant Patients05947Integrated transcriptome-exome sequencing with ML (Random Forest, k-top scoring pairs) to predict HCC recurrence post-liver transplant. 126 charsTechnology TypeDigital HealthTechnology SubtypeClinical Decision SupportTherapeutic AreasOncologyTherapeutic IndicationsHepatocellular carcinoma (HCC)TagsMachine learningPersonalized MedicineLead InventorJianhua LuoDepartmentMed-PathologyAll Tech InnovatorsShuchang LiuJianhua LuoGeorge MichalopoulosDate Submitted2022-01-27
Aviva Pitt De-Identified Software Transcripts06125De-identified ICU transcripts dataset combining automated transcription and rigorous privacy safeguards for medical NLP and analytics.Technology TypeDigital HealthTechnology SubtypeHealthcare DeliveryTherapeutic AreasIntensive CareTagsMachine learningArtificial intelligence (AI)AlgorithmLead InventorAndrew KingDepartmentMed-Critical Care MedicineAll Tech InnovatorsDerek C. AngusGregory F. CooperJeremy M. KahnDate Submitted2022-08-09CollectionsHealthcare AI
Aviva Codebook for Annotating Information Related to an ICU Rounding Checklist06126Annotation codebook for ICU ABCEDF checklist standardizes 14-class clinical data labeling, boosting consistency, reliability, and research.Technology TypeDigital HealthTechnology SubtypeHealthcare DeliveryTherapeutic AreasIntensive CareTagsMachine learningArtificial intelligence (AI)AlgorithmLead InventorAndrew KingDepartmentMed-Critical Care MedicineAll Tech InnovatorsDerek C. AngusGregory F. CooperJeremy M. KahnDate Submitted2022-08-09CollectionsHealthcare AI
Integral Genomic Signature (IGenSig) as a Research Tool05571Integral Genomic Signature (iGenSig) offers robust, interpretable multi-omics cancer modeling with cross-dataset accuracy and bias tolerance.Technology TypeLife Science Research ToolTechnology SubtypeBioinformaticsTherapeutic AreasOncologyTagsMachine learningLead InventorXiaosong WangDepartmentMed-PathologyAll Tech InnovatorsXiaosong WangDate Submitted2020-12-09CollectionsHealthcare AI
DeepPrecisionOnco (DPO): Deep Learning Approach to Identify Comprehensive Insights on Tumor Microenvironment in Precision Oncology05335DeepLearning maps tumor-immune signaling from single-cell and bulk RNA data to predict immunotherapy response and personalized treatments.Technology TypeDigital HealthTechnology SubtypeClinical Decision SupportTherapeutic AreasOncologyTagsMachine learningPrecision medicineOncologyLead InventorLujia ChenDepartmentMed-Biomedical InformaticsAll Tech InnovatorsLujia ChenDate Submitted2020-05-04
System and Method for Assessment of Stroke Patients and Personalized Rehabilitation05401A data-driven system uses wearable data and machine learning to assess stroke severity and tailor at-home, patient-specific rehab.Technology TypeMedical DeviceTechnology SubtypeRehab or Assistive Medical DeviceTherapeutic AreasCentral Nervous SystemCardiovascularTherapeutic IndicationsStrokeTagsMachine learningHuman performanceLead InventorAmit SethiDepartmentSHRS-Occupational TherapyAll Tech InnovatorsMarcus C. AllenWilliam W. ClarkAmit SethiDate Submitted2020-06-03CollectionsCardiometabolic
Early Warning System for Preventing Necrotizing Enterocolitis (NEC) in Preterm Infants05327AI-driven NEC risk predictor for preterm infants using stool microbiome data, clinical features, enabling early intervention. 132 charactersTechnology TypeDiagnostic/AssayTechnology SubtypeBiomarkerTherapeutic AreasGastroenterologyTherapeutic IndicationsOtherTagsMachine learningLead InventorThomas HoovenDepartmentMed-PediatricsAll Tech InnovatorsThomas HoovenYun Chao LinAnsaf Salleb-AouissiDate Submitted2020-04-29CollectionsHealthcare AI
Osteoporosis Risk Prediction: A Novel AI-Powered Tool05145AI-powered pelvic X-ray tool predicts binary osteoporosis risk (normal vs at-risk), enabling early, accessible BMD assessment without DEXA.Technology TypeDigital HealthTechnology SubtypeClinical Decision SupportTherapeutic AreasMusculoskeletalTherapeutic IndicationsOsteoporosisTagsMachine learningLead InventorShandong WuDepartmentMed-RadiologyAll Tech InnovatorsGene KitamuraShandong WuTechnology Readiness Level4. Prototype testing and refinementDate Submitted2019-10-25CollectionsWomen's & Reproductive HealthHealthcare AI
SToPVTE: Screening to Prevent Venous Thromboembolism04936SToPVTE is an EHR-embedded CDSS predicting VTE risk over recovery, guiding personalized prophylaxis dosing and duration.Technology TypeDigital HealthTechnology SubtypeClinical Decision SupportTherapeutic AreasCardiovascularTagsMachine learningLead InventorMatthew NealDepartmentMed-SurgeryAll Tech InnovatorsSara Poorfarahani MyersMatthew D. NealDate Submitted2019-04-01CollectionsCardiometabolic
Automatic Early-Onset Free Flap Failure Detection04241Automated, early-detection system reduces free flap failure false positives to ~10%, eliminating expert reliance and enabling implantable monitoring.Technology TypeMedical DeviceTechnology SubtypeImplantable Medical DeviceTherapeutic AreasCardiovascularMusculoskeletalTagsMachine learningArtificial intelligence (AI)Material ScienceLead InventorMichael RothfussDepartmentAll TempsAll Tech InnovatorsMurat AkcakayaMichael Lawrence GimbelMichael A. RothfussTechnology Readiness Level3. Prototype developmentDate Submitted2017-05-10CollectionsCardiometabolicHealthcare AI
Automated Determination of Artifact and Real Alerts in Clinical Monitoring Data04058Automated real-time artifact vs. real alert filtering for bedside monitoring reduces alarm fatigue using active-learning ML.Technology TypeDigital HealthTechnology SubtypeHealthcare DataTagsMachine learningAlgorithmLead InventorMarilyn HravnakDepartmentNurs-Acute and Tertiary CareAll Tech InnovatorsLujie ChenGilles ClermontArtur Wladyslaw DubrawskiDate Submitted2016-10-25
Triple Variable Index03955TVI unifies MAP, MAC, BIS to track perioperative physiology in real time, predicting outcomes and guiding timely interventions.Technology TypeDigital HealthTechnology SubtypeClinical Decision SupportTherapeutic AreasNeuroscienceCardiovascularTherapeutic IndicationsOtherTagsMachine learningArtificial intelligence (AI)SurgeryLead InventorAta KaynarDepartmentMed-Anesthesiology and Perioperative MedicineAll Tech InnovatorsAta Murat KaynarMichael SchnetzDate Submitted2016-06-06CollectionsCardiometabolicHealthcare AI
EMPIRE: Electrocardiographic Methods for the Prehospital Identification of Non-ST Elevation Myocardial Infarction Events03388EMPIRE cloud software analyzes prehospital ECGs to rapidly identify NSTEMI, enabling faster treatment and improved survival.Technology TypeDigital HealthTechnology SubtypeClinical Decision SupportTherapeutic AreasCardiovascularTherapeutic IndicationsMyocardial infarctionTagsMachine learningAlgorithmCritical CareLead InventorSalah Al-ZaitiDepartmentNurs-Acute and Tertiary CareAll Tech InnovatorsSalah Shafiq Al-ZaitiClifton W. Callaway M.D., Ph.D.Ervin SejdicDate Submitted2014-08-27CollectionsCardiometabolic
Predicting and Managing Cardiorespiratory Instability02474Machine learning predicts imminent cardiorespiratory deterioration from routine noninvasive monitoring to guide timely, personalized intervention.Technology TypeDigital HealthTechnology SubtypeClinical Decision SupportTherapeutic AreasIntensive CareCardiovascularTagsMachine learningLead InventorMichael PinskyDepartmentMed-Critical Care MedicineAll Tech InnovatorsGilles ClermontMichael R. PinskyShlomo Ta'asanDate Submitted2011-05-04CollectionsCardiometabolic
