Artificial Intelligence / Machine Learning Demonstration Projects 2025

Crowdsourcing ideas to bring advances in data science, machine learning, and artificial intelligence into real-world clinical practice.

Summary of Proposals

  • Total proposals:41
  • Total comments:257
  • Most comments on a proposal:42
  • Withdrawn proposals:0
  • Total revised proposals:41
  • Total commenters:152
  • Total voters:245
Author Proposal Title Status All taxonomy terms Createdsort descending Com- ments Likes Revi- sions
1 Logan Pierce Improving Surgical Site Infection Reporting using AI In Review In Review 03/13/2025 - 12:29 6 4 4
2 Benjamin Rosner GPT-4-DCS: A Large Language Model Pilot to Reduce Hospital Discharge Summary Documentation Burden and to Enhance Quality and Safety In Review In Review 03/28/2025 - 14:05 16 12 4
3 Ramin Morshed Adaptive closed-loop large language model platform to improve imaging surveillance of intracranial tumors In Review In Review 04/01/2025 - 20:41 3 2 3
4 Malini Mahendra Harnessing Artificial Intelligence to Develop an Interdisciplinary Approach to Reduce Hospital-Acquired Pressure Injury (HAPI) In Review In Review 04/02/2025 - 13:18 42 41 3
5 Jessica Pourian SNAP Into Action: Building an EHR Dashboard to Track Delayed Antibiotic Prescriptions in Pediatric Acute Otitis Media In Review In Review 04/02/2025 - 15:00 14 1 3
6 Maria Yefimova AI-Augmented Fall Prevention Tool for Nurses In Review In Review 04/03/2025 - 09:31 17 38 1
7 Rebecca Sudore Improving Access to Advance Care Planning Goals of Care Documentation in the EHR Using AI In Review In Review 04/03/2025 - 12:20 22 41 3
8 Dilys Walker TRACE: An AI-Integrated Tool for Early Management in Patients with Pregnancy of Unknown Location In Review In Review 04/03/2025 - 14:50 18 10 2
9 Vivek Rudrapatna Goktug Onal Reducing Diagnostic Delays in Inflammatory Bowel Disease Through Machine Learning Approaches In Review In Review 04/03/2025 - 18:53 2 9 5
10 Yuntao Zou Enhancing IBD Flare Inpatient Management: Integrating AI Tools into the ApeX EHR System for Improving Protocol Adherence, Patient Outcomes, and Reducing Healthcare Costs In Review In Review 04/03/2025 - 20:42 4 8 5
11 Benjamin Rosner RAPIDDx: A Tale of 2 LLMs. Real time, AI-enabled, Point-of-care Intelligence for Differential Diagnosis In Review In Review 04/03/2025 - 23:05 12 6 2
12 Vivek Rudrapatna Precision Summarization: Knowledge-Grounded AI for High-Impact Specialty Care In Review In Review 04/04/2025 - 11:20 1 9 1
13 Yew Song Cheng Yew Song Cheng AI Automated Audiogram Interpretation and Cochlear Implant Referral In Review In Review 04/04/2025 - 15:28 3 1 6
14 Yuntong Ma Eugene Ozhinsky Automated Knee Osteoarthritis Grading Decision Support Tool In Review In Review 04/04/2025 - 17:13 1 5
15 Jin Ge SPICE-LD: Supporting Personalized, Inclusive, Culturally-appropriate Eating in Liver Diseases In Review In Review 04/04/2025 - 22:52 1 16 2
16 Jin Ge LiVersa-CirrhosisRx: Integrating a Liver Disease Specific LLM within Clinical Decision Support System for Cirrhosis Care In Review In Review 04/04/2025 - 23:04 2 16 2
17 Jin Ge CLEAR-CHE: Covert Liver Encephalopathy Assessment using Recorded Clinical Health Encounters In Review In Review 04/04/2025 - 23:29 2 15 1
18 Nicole Jiam Optimizing New Patient Self-Scheduling Pathways with AI/ML In Review In Review 04/05/2025 - 08:42 2 8 5
19 Ashish Gandhi AI Generated Discharge Instructions to Improve Patient Care Transitions In Review In Review 04/05/2025 - 16:25 4 3 24
20 Augusto Garcia Agundez Garcia Implementation of an AI-Powered Platform for Scalable, Real-Time Lab Monitoring in Immunosuppressive Treatment In Review In Review 04/05/2025 - 21:36 4 2 3
21 Seyed Mansour Abtahi A Multimodal Foundation Model for Enhanced Prostate Cancer Care at UCSF Health In Review In Review 04/05/2025 - 23:15 3 1 1
22 Jeannette Lager AI-Driven Endometriosis Symptom and Risk Assessment Tool for Personalized Patient Management In Review In Review 04/06/2025 - 01:26 2 2 1
23 Pritikanta Paul AI Chatbot Integration into APeX MyChart for Enhancing Patient Education and Reducing Provider Burden in Chronic Autoimmune Disease In Review In Review 04/06/2025 - 07:13 2 2 16
24 Catherine Blebea AI-Augmented Lung Nodule Tracking In Review In Review 04/06/2025 - 10:24 3 3 3
25 Pierre Martin Proposal for an AI Triage Aide (ATriA) Tool to Improve Referral Processing in Neurology In Review In Review 04/06/2025 - 11:22 3 14 10
26 Pierre Martin Headache Evaluation and Diagnosis - with Generative Artificial INtelligence (HEAD-GAIN): Improving Access In Review In Review 04/06/2025 - 11:38 1 13 6
27 Mona Bajestan Qian Jiang Enhancing Orthodontic Care Through Automated Reminders for Radiograph and Cleanings In Review In Review 04/06/2025 - 15:28 5 5 3
28 Andrew Auerbach Using LLMs to identify opportunities to improve diagnostic processes and reduce patient harms In Review In Review 04/06/2025 - 19:34 7 12 1
29 Ann Lazar Predictive Factors for Positive Yield and Clinical Impact from a Metagenomic Sequencing Assay for Diagnosis of Infections In Review In Review 04/06/2025 - 20:05 1 2 1
30 Niharika Dixit Angela Laffan Creation and Implementation of AI enabled Survivorship Care Plans for Adult Cancer Survivors. In Review In Review 04/06/2025 - 20:39 2 5 2
31 Peyton Crest A Clinical Decision Support Tool for Personalized Tacrolimus Dosing in Solid Organ Transplantation In Review In Review 04/06/2025 - 20:45 1 2 3
32 Lakshmipriya Subbaraj GIVersa-Endoscopy: A Large Language Model (LLM) based AI Assistant for Endoscopy Sedation Triage In Review In Review 04/06/2025 - 20:54 1 11 5
33 Therese Chan Tack ProUCare - An AI-Preventive Medicine Extender In Review In Review 04/06/2025 - 21:10 2 2 23
34 Xinran Liu Enhancing Efficiency and Impact: AI-Powered Eligibility Assessment for Adult Complex Care Management In Review In Review 04/06/2025 - 21:48 8 9 6
35 Lucas Zier The Whole Person Care Navigator: An AI-Powered Copilot for Social and Behavioral Risk-Informed Care In Review In Review 04/06/2025 - 22:00 15 16 15
36 Andrew Bishara Akash Shanmugam TPS-Select: An Artificial Intelligence Approach to Guide Transitional Pain Service Referrals for UCSF Neuro-Spine Patients In Review In Review 04/06/2025 - 22:10 2 4 6
37 Ammar Joudeh AI chatbot to improve treatment options counseling in Ob/Gyn In Review In Review 04/06/2025 - 22:20 2 1 4
38 Peter Barish Integrating OpenEvidence LLM into UCSF Epic for Evidence-Based Clinical Decision Support In Review In Review 04/06/2025 - 22:48 12 5 3
39 Jose Gutierrez AI-Enhanced Clinical Decision Support Tool to Personalize HIV Treatment and Address Care Delivery Gaps In Review In Review 04/06/2025 - 23:01 1 1 3
40 Seth Blumberg Leveraging AI for patient-centered post-discharge checklists In Review In Review 04/06/2025 - 23:56 8 7 5