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:252
  • Most comments on a proposal:42
  • Withdrawn proposals:0
  • Total revised proposals:34
  • Total commenters:147
  • Total voters:245

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

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