Cards

Projects In Queue:

67

Projects In Flight:

45

Projects Complete:

211

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• AI Projects

  Sub Domain	Status	Project Name	Description
  AI Priority Setting	Development	AI for Everyone - Course & Credential Design	N/A
  Training & Upskilling	Intake	AI for Everyone - Course Production / Acquisition	N/A
  AI Priority Setting	Deployed & Learning	AI for Everyone - Curriculum Design	N/A
  Training & Upskilling	Intake	AI for Everyone - Full Deployment	N/A
  Culture of Adoption	Intake	AI for Everyone - Monitor and Refresh	N/A
  Culture of Adoption	Deployed & Learning	AI for Everyone - Pilot	N/A
  Application & Use	Operationalized - Rolling Out	Copilot Adoption Sessions	Touring adoption sessions with Microsoft to drive just-in-time learning and user adoption
  Training & Upskilling	Operationalized - Rolling Out	LinkedIn Learning AI Training	Available self-service, as-you-go, AI training through LinkedIn

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• AI Projects

  Sub Domain	Status	Project Name	Description
  AI-Powered Pedagogical Strat	Operationalized - Fully In Use	AI Faculty Guidance	Guidance for faculty on ways they should and should not use generative AI in their courses, including examples, sample syllabus language, the use of AI detection software, and other considerations.
  AI-Powered Pedagogical Strat	Operationalized - Fully In Use	Blackboard Design Assistant	A generative AI system built into Blackboard Ultra that can help faculty design syllabi, assignments, and test questions.
  Integrating into Teaching	Operationalized - Fully In Use	Copilot Language Learning Bots	Using generative AI to create language learning bots to assist with acquisition of foreign languages.
  Integrating into Teaching	Operationalized - Fully In Use	Legal Document Summarization	Using generative AI to analyze and summarize public legal documents.
  Data-Driven Instructional Engagement	Operationalized - Fully In Use	Theator AI Video Review	Video recording of the laparoscopic procedures that uses AI to review the procedure steps and evaluate patient outcomes.

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• AI Projects

  Sub Domain	Status	Project Name	Description
  Assessment and Feedback	Operationalized - Fully In Use	Grading AI Agent	Assists faculty in grading assignments with computer code, equations, essays, and other long-form answers through the use of Gradescope, a commercially available platform that integrates with Blackboard
  Case Study Generation	Operationalized - Fully In Use	Obstetrics Teaching Dialogue GenAI	Using Open AI gpt to generate teaching dialogue for obstetric emergency simulations
  Sentiment Analysis	Operationalized - Fully In Use	Social Media Sentiment Analysis (School of Communication)	Academic Research in the School of Communication - using generative AI to create a sentiment analysis of social media posts
  Assessment and Feedback	Intake	UOnline Grading Solutions	Increases grading efficiency so faculty can focus on teaching and content
  AI Literacy	Intake	UOnline Instructional and Multimedia Design	Supports course design so faculty can focus on teaching and content

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• AI Projects

  Sub Domain	Status	Project Name	Description
  Research Tools	Operationalized - Fully In Use	AIDOC (Intracranial Hemorrhage Detection)	FDA-cleared AI algorithm developed by AIdoc, which estimates the likelihood of a patient having intracranial hemorrhage and then prioritizes these cases to be read by the radiologists
  Research Tools	Operationalized - Fully In Use	AIDOC (PE Detection)	FDA-cleared AI algorithm that estimates the likelihood of a patient having incidental pulmonary embolism and then prioritizes these cases to be read by the radiologists.
  Research Tools	Operationalized - Fully In Use	Audio Sentiment Analysis for OCD Therapy	Use of a tool that uses AI to analyze the emotional content of audio recordings. This is used for analysis of exposure therapy in people with OCD
  Research Tools	Evaluated and Canceled	Custom Clinical Notes LLM for UHealth	Investigating the possibility of developing a custom large language model based on clinical notes from UHealth. There are several approaches including training a model from scratch to fine-tuning an existing LLM. The latter is the most performant approach and also the most cost effective. Different existing LLMs are being evaluated and testing is ongoing.
  Research Tools	Operationalized - Rolling Out	D3 for Dementia	Patient Digital Marker (PDM) model was developed by Indiana University to identify patients at risk of developing dementia. The model is being validated here at University of Miami and will be deployed as part of a NIH-sponsored clinical trial.
  Research Tools	Operationalized - Fully In Use	DICOM Image De-identification	Image de-identification for utilization in research studies and for quality improvement. De-identification includes data within the meta-data (DICOM headers) and within the image at the pixel level. Without these models, a custom solution will have to be built for each imaging vendor and system, as well as each software version upgrade.
  Research Tools	Operationalized - Fully In Use	Endoscopy Reading (Virgo)	Virgo is seeking FDA approval for their device using AI to read endoscopy procedures and detect issues. UHealth is participating in this study for follow up endoscopy procedures for patients who underwent HBOT for UC.
  Research Tools	Operationalized - Fully In Use	Gartner Research Tools	Third Party Research Tools licensed for use at UM/ Includes access to AI research
  Research Administration	Development	Lifecycle of a Grant - Copilot ORA Assistant (Matrix)	N/A
  Research Administration	Intake	Lifecycle of a Grant - Agreement Review	N/A
  Research Administration	Workflow Build	Lifecycle of a Grant – Copilot Faculty Assistant	There is two sub-projects here: A faculty member has an idea and wants to find a funding source A faculty member has a draft article and wants to find appropriate journals or conferences where the article can be published
  Research Administration	Development	Lifecycle of a Grant - Copilot ORA Chat	N/A
  Research Administration	Intake	Lifecycle of a Grant - One-off requests for Financial Statements	N/A
  Research Administration	Intake	Lifecycle of a Grant - Proposal Review	N/A
  Research Administration	Intake	Lifecycle of a Grant - Research Administration AI	N/A
  Research Tools	Operationalized - Fully In Use	Scan360 Integration	Application to enhance clinical research.
  Research Tools	Operationalized - Fully In Use	Text to 3D Model Generation	Generating 3D models based on text prompts.

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• AI Projects

  Sub Domain	Status	Project Name	Description
  Quality & Saving Lives	Operationalized - Fully In Use	AIDOC (ICD10 Recommendation)	Free text indication interpretation and ICD10 recommendation. Aims to improve ordering provider efficiency and reimbursements
  Patient Exp. & Self-Help	Development	Amelia SMS Appointment Directions	N/A
  Physician Satisfaction	Intake	Applied Compute	N/A
  Quality & Saving Lives	Operationalized - Fully In Use	Augmented Reality Surgical Guidance (Medivis)	Augmented reality surgical guidance.
  Physician Productivity	Development	Automated Exam Room Allocation (Epic)	Working with Epic R&D to pilot new module for staff and exam room allocation that will provide operational lead with actionable data on the allocation and assignment of exam rooms to providers.
  Patient Exp. & Self-Help	Intake	Automated Next Step from Clinical Notes	Automate clinical next steps (care coordination)
  Physician Productivity	Development	Automated Physician Leave Requests (Workday)	Streamlining the leave request process for faculty by automate the requests for approval and directly sending the approved leave into the scheduling system eliminating manual reconciliation work performed by master scheduling team.
  Quality & Saving Lives	Operationalized - Fully In Use	Brain Volume Calculations (Cortech.AI)	MS PLex and Morphometric brain volume calculations.
  Quality & Saving Lives	Operationalized - Fully In Use	Calcium Scoring (Bunker Hill)	Calcium Scoring of non-typical CT valve contrast studies.
  Physician Productivity	Operationalized - Rolling Out	CaneEvidence Agent	Integrate GPT in with Epic to provide patient-specific, evidence-based clinical assistance.
  Physician Productivity	Evaluated and Canceled	Cardiology AI Patient Intake	Partnering with SOAP AI and the Mayo Clinic on a NCI-funded research study to study the efficacy of AI patient intake for primary care new patient visits replacing the manual questionnaires and summarizing key findings for the provider.
  Quality & Saving Lives	Operationalized - Fully In Use	Cardiology Blood Flow & 3D Modeling Computer Vision Analysis	Using computer vision to support blood flow analysis, 3D modeling without invasive procedure, and coronary artery disease diagnosis.
  Quality & Saving Lives	Operationalized - Fully In Use	Changes in Medication Treatment for Glaucoma Patients	Treatment plans for glaucoma patients are documented within clinical notes, making it difficult to study. NLP models are being developed to identify if there were any changes to treatment plans indicated within the clinical note, and to extract the medication information (medication name and dosage). A pre-trained model processes all relevant clinical notes and outputs notes annotated with medications, allowing clinicians to review for accuracy.
  Physician Productivity	Evaluated and Canceled	Copilot Access in Epic	Embed Copilot within Epic via a middleware "website" that allows users to submit a prompt and then get a response back from that website in Epic.
  Value from Data	Operationalized - Fully In Use	Copilot Readmission Analysis	Use Copilot to summarize the top 5 themes driving patient readmissions and top 5 strategies for reducing patient readmissions.
  Quality & Saving Lives	Evaluated and Canceled	CT Ablation Tumor Site Identification	Enhance tumor site identification.
  Quality & Saving Lives	Operationalized - Rolling Out	Custom Clinical Entity Recognition - Thrombolytic/Bleeding Events in Cancer Patients	Categories
  Quality & Saving Lives	Operationalized - Fully In Use	Custom Predictive Models - DVT/PE	Identifies patients at-risk of developing deep vein thrombosis (DVT) and/or pulmonary embolism (PE), which can be life-threatening if not identified earlier.
  Patient Flow	Sunset	Custom Predictive Models - Hospital Ambulatory Surgery Admissions	Some hospital ambulatory surgeries end up requiring a hospital bed following surgery, putting strain on capacity planning. This model will help predict the number of patients requiring a hospital bed based on scheduled procedures.
  Physician Productivity	Operationalized - Rolling Out	Electronic Outpatient Medication Prior Authorization	Automates medication prior authorization workflows with a fully integrated solution that proactively initiates prior auth requests and receives quick responses with the EHR.
  Physician Satisfaction	Development	Epic AI Text Assistant: Implement Custom Actions	Ability to preform custom action for the use with Epic AI text assistant
  Quality & Saving Lives	Development	Epic Actionable Follow-Ups for Radiology	Generative AI in Epic that supports clinical care delivery.
  Physician Satisfaction	Operationalized - Fully In Use	Epic AI Text Assistant	Use Ai Text assistant or edit inbasket messages and notes to quickly enhance note to use generative AI to edit all or part of your text. You can summarize text, change the tone for a different audience, or update the formatting. You can also check your spelling and grammar.
  Physician Satisfaction	Intake	Epic AI: Anesthesia Pre-Procedure Insights	N/A
  Physician Satisfaction	Intake	Epic Ai: Draft Patient Instructions from Note	N/A
  Physician Satisfaction	Intake	Epic AI: Extract Phenotypes from Notes	Uses generative AI to extract phenotypes from patient notes, with the option to extract notes from the current encounter or unprocessed notes from the last five years. Users can extract phenotypes the from the Deep Phenotyping activity or from an ad hoc Reporting Workbench report they can also accept or dismiss phenotypes extracted.
  Physician Satisfaction	Intake	Epic AI: Generated Referral Summaries Help Clinicians Quickly Understand Why a Patient Is Being Referred	N/A
  Patient Exp. & Self-Help	Intake	Epic AI: Patient Facing Imaging Results Overview	N/A
  Patient Exp. & Self-Help	Intake	Epic AI: Reminder Generation for Patients in MyChart	N/A
  Physician Satisfaction	Intake	Epic Ai: Synopsis Insights	Uses generative AI to surface relevant text from clinical notes helping clinicians understand the story behind a patient's medications—what was tried, what worked, what didn't, and why. Clinicians can hover over a medication to view Insights, which are excerpts from notes that mention medication changes with links to full notes for deeper review.
  Physician Satisfaction	Operationalized - Rolling Out	Epic Ambient Voice Documentation for Patient Notes	Use ambient voice technology to write visit notes based on the conversation during office visits, and inpatient. Pilot for 100 users.
  Quality & Saving Lives	Intake	Epic Clinical Documentation Improvement Suggestions	Generative AI in Epic that supports clinical care delivery.
  Physician Productivity	Intake	Epic Context-Driven In Basket Insights	Generative AI in Epic that supports clinical care delivery.
  Value from Data	Operationalized - Fully In Use	Epic Conversational Queries with SlicerDicer SideKick	Implement Epic's GenAI tool within SlicerDicer allowing users to request reports in plain language and have the session auto-built
  Value from Data	Intake	Epic Dashboard Insights	Generative AI in Epic that supports clinical care delivery.
  Physician Productivity	Operationalized - Rolling Out	Epic Draft Hospital Course in Discharge Summary	Drafting hospital course notes with the help of generative AI can help physicians more quickly summarize the admission so they can include that information in their discharge summaries. An AI-generated draft pulls together information from notes and events documented throughout the admission, giving physicians a starting point for their note. Clinicians who have used this feature while providing early feedback have reported time savings, including one clinician who timed writing a note with and without AI and found that AI made them significantly faster: from around 4.5 minutes to about 40 seconds.
  Patient Exp. & Self-Help	Future Use Case	Epic Draft Provider Bios	N/A
  Physician Productivity	Development	Epic End-of-Shift Care Plan Notes	Generative AI in Epic that supports clinical care delivery.
  Physician Satisfaction	Development	Epic Improve Draft Quality with Advanced Message Categorization for Art	Implementing new advanced categorization model that can identify when a patient message is about multiple topics and supports additional topic categories. This change also reduces ongoing prompt maintenance because Epic-released prompts are designed to be used out of the box and are updated automatically over Nebula.
  Physician Satisfaction	Operationalized - Fully In Use	Epic In Basket Art: Draft Responses	Automatically drafts text for a potential response to the patient’s medical advice request MyChart message based on the text of the message and information from the patient’s record, such as current prescriptions and recent results.
  Physician Satisfaction	Intake	Epic In Basket Art: Results	AI drafts a comment to send to the patient for new results based on details from the Results In Basket message or the clinician's result note. Clinicians can review and revise the response before sending—or ignore it and draft their own reply from scratch.
  Physician Satisfaction	Future Use Case	Epic In Basket Art: Translations	In Basket automatically translates incoming patient messages from Spanish to English and shows a translation preview to clinicians that they can use to quickly check if the message requires urgent action, such as calling the patient with a translator. If no urgent action is needed, the clinician can send a translation request message to your in-house translator, who can start their translation with the AI-generated draft and make any necessary corrections, decreasing translation turnaround times.
  Physician Satisfaction	Workflow Build	Epic Inpatient Insights	Insights Summary is a feature that combs through past notes and recent events to save time for a clinician who needs to quickly get up to speed about recent medical developments for a patient. The Insights Summary activity's large language model can recap care that occurred in a configurable timeframe, giving clinicians the relevant context they need to address current issues, and presented with their discipline and background knowledge in mind.
  Physician Satisfaction	Operationalized - Fully In Use	Epic Outpatient Insights	Summarize previous notes in outpatient encounters
  Patient Exp. & Self-Help	Intake	Epic Patient-Facing Endoscopy Procedure Overview	Generative AI in Epic that supports clinical care delivery.
  Quality & Saving Lives	Operationalized - Fully In Use	Epic Predictive Model - Risk of ICU Readmission or Mortality	Use this model to identify patients who are at risk of being readmitted to the ICU or dying. The model uses dozens of data points such as code status, vital signs, ventilation, and LDAs to help ICU clinicians make better informed decisions during rounding and discharge planning workflows.
  Quality & Saving Lives	Evaluated and Canceled	Epic Predictive Model - Amb Risk of Hospital Admission or ED Visit for Asthma	Ambulatory - if implementing or has an existing population health workflow around asthma patients. Care managers and other clinicians can use this model to see an adult asthma patient's risk of a hospital admission or ED visit related to asthma in the next year. The Hospital Admissions and ED Visits for Asthma model helps clinicians and care managers identify the asthma patients who are most at risk of ending up in the ED due to asthma-related conditions. The statistically derived model uses a proprietary algorithm and 17 variables to stratify your adult asthma population into risk buckets. Identifying and stratifying these patients makes it possible for clinicians to deliver proactive, targeted interventions that are designed to prevent dangerous flare-ups. The goal of the model is to better outcomes for patients and better utilization of your resources, such as your ED.
  Quality & Saving Lives	Evaluated and Canceled	Epic Predictive Model - Early detection of Pediatric Sepsis	Use a set of three models created by Nationwide Children's Hospital to detect and treat sepsis in pediatric patients earlier in both inpatient and emergency departments. One model scores patients in the ED and the other two models score admitted patients. One inpatient model scores the general pediatric population and one model scores pediatric patients with high-risk conditions who are predisposed to developing sepsis. These models uses data points such as temperature, BP, behavioral assessments, length of stay, and diagnoses to help clinicians identify septic pediatric patients (under 20 years old) before they worsen. The inpatient model that scores patients with high-risk conditions is not available to organizations in the EU or the UK due to locale-based differences in the regulation of decision support.
  Quality & Saving Lives	Evaluated and Canceled	Epic Predictive Model - Hospital Acquired Acute Kidney Injury	This model identifies admitted patients who are at risk of experiencing acute kidney injury (AKI) so clinicians can determine whether it's possible to limit their use of potentially harmful treatments and closely monitor serum creatinine and urine output to detect AKI more quickly.
  Patient Flow	Evaluated and Canceled	Epic Predictive Model - Likely Surgical Admit Destination	This model is standardly included in the Capacity Management dashboard for organizations that automatically create bed requests for surgical admit patients.
  Physician Satisfaction	Evaluated and Canceled	Epic Predictive Model - OCR Image to Text Transcription	The model transcribes the text of scanned documents, such as notes, results, and referrals, depending on your organization’s configuration options. After the model runs on a set of image files, the transcribed text from those documents is available in your system and can appear in your clinicians’ search results. This model requires the Cognitive Computing license but doesn't count toward the ten models included with that license.
  Quality & Saving Lives	Operationalized - Fully In Use	Epic Predictive Model - Risk of Hospital Admission or ED Visit (Version 2)	Version 2 of the Risk of Hospital Admission or ED Visit model is a cloud-based logistic regression model with 55 features. This version offers the potential for improved performance due to the expanded feature set and its ability to localize on your patient data.
  Quality & Saving Lives	Evaluated and Canceled	Epic Predictive Model - Risk of Negative Diabetes Outcomes	Using this model, care managers and other clinicians can review diabetes-related complications a patient is expected to develop over the next two years. Then they can drill down into the contributing factors and determine what to do to lower that risk. Care managers can also perform outreach or bulk enroll patients in Compass Rose episodes based on the risk of negative outcomes of type 2 diabetes score.
  Quality & Saving Lives	Evaluated and Canceled	Epic Predictive Model - Risk of Opioid Use Disorder or Overdose	The model can be used a number of ways in clinician-facing workflows, but two primary workflows are recommended for this model. The first is showing the score in Storyboard or a similarly visible location in the chart so clinicians can reference a patient’s score before ordering. This workflow is ideal for settings where opioids might be prescribed on a regular basis, such as in the emergency department, in a pain clinic, or during inpatient discharge planning. The second primary workflow is in a BestPractice Advisory (BPA) related to opioid ordering so users placing an opioid order are alerted when a patient has high risk. This workflow is ideal for outpatient and emergency department ordering. The model could also be used as additional filtering for your organization’s existing opioid-related BPAs.
  Quality & Saving Lives	Sunset	Epic Predictive Model - Sepsis (version 1)	Model helps clinicians identify patients with sepsis before their condition worsens with real-time, point-of-care warnings to allow for rapid and risk-adjusted interventions. The model uses data points such as medications, lab results, vital signs, and LDAs to identify patients prior to sepsis progression and organ damage or death occurs.
  Quality & Saving Lives	Operationalized - Fully In Use	Epic Predictive Model - Sepsis (Version 2)	Cloud based version 2 for early detection of sepsis in adult patients
  Quality & Saving Lives	Evaluated and Canceled	Epic Predictive Model: Inpatient Risk of Falls	Use this model to identify patients who are at risk of falling in the ED or an inpatient unit. The model uses dozens of data points such as financial class, vitals, assessments, medications, and lab results to help your organization identify patients who are most at risk of falling. This information enables nurses to focus interventions on the patients who are most likely to fall without them. The model can improve on the performance of manual fall risk assessments, while requiring minimal additional input from clinicians or operational staff. After it is implemented, the model can run continuously, saving up to 3 minutes per patient per day.
  Quality & Saving Lives	Evaluated and Canceled	Epic Predictive Model: Amb Pediatric Risk of Hospital Admission or ED Visit	Care managers and other clinicians can see the percent chance that a pediatric patient will end up admitted or in the emergency department in the next six months. They can review the factors contributing to that risk, reach out to the patient or the patient's guardian, and reduce the likelihood that an adverse health event occurs.
  Quality & Saving Lives	Evaluated and Canceled	Epic Predictive Model: Amb Risk of Admission for Heart Failure	Care managers and other clinicians can use this model to see an adult patient's risk of a hospital admission related to heart failure in the next year.
  Quality & Saving Lives	Operationalized - Fully In Use	Epic Predictive Model: Amb Risk of HTN	Care managers and clinicians can use this predictive model to help determine which patients have the highest risk of developing hypertension within the next two years. Due to a shift in the definition of hypertension by the American Heart Association and American College of Cardiology, the model is effectively predicting the risk of stage 2 hypertension. Refer to the Additional Considerations topic for more information.
  Quality & Saving Lives	Evaluated and Canceled	Epic Predictive Model: Amb Risk of Initial Myocardial Infarction	Care managers and other clinicians can use this model to see an adult patient's risk of an initial myocardial infarction in the next two years so they can take preventive measures.
  Quality & Saving Lives	Evaluated and Canceled	Epic Predictive Model: Amb Risk of Pediatric Asthma exacerbation	Ambulatory - if pop health workflow around this population Clinicians can see the risk of a pediatric asthma patient under the age of 18 having a severe asthma attack in the next 90 days. They can review the factors contributing to that risk and allocate care and resources accordingly.
  Quality & Saving Lives	Operationalized - Fully In Use	Epic Predictive Model: End of Life Index	The End of Life Care Index is a logistic regression that predicts the risk of one-year mortality. This model is designed to be used on all adult patients using frequently documented features.
  Quality & Saving Lives	Sunset	Epic Predictive Model: ICU In-Hospital Mortality Risk (Retrospective)	Epic's statistically derived in-hospital mortality risk model for critical care patients uses a proprietary algorithm and 49 variables to calculate a patient's expected mortality risk for retrospective risk-adjusted benchmarking of ICU mortality rates, enabling clinicians, unit managers, and hospital administrators to see outcomes and quality of care in their ICUs. This model allows you to benchmark your outcomes without the need for time-intensive manual data review and abstraction
  Patient Flow	Evaluated and Canceled	Epic Predictive Model: ICU Length of Stay (Retrospective)	Epic's statistically derived ICU length of stay model uses a proprietary algorithm and 60 variables to calculate a patient's expected length of stay in the ICU for retrospective risk-adjusted benchmarking, enabling clinicians, unit managers, and hospital administrators to see outcomes and quality of care in their ICUs. This model allows you to benchmark your outcomes without the need for time-intensive manual data review and abstraction.
  Patient Flow	Operationalized - Fully In Use	Epic Predictive Model: Likelihood of Discharge by End of Day Today or by End of Day Tomorrow	Using this model, your staff can more accurately predict whether admitted patients will be discharged today or tomorrow.
  Patient Flow	Development	Epic Predictive Model: Predicted Discharge Disposition	Using the model, case managers can identify and prioritize patients who are likely to need discharge placement sooner, potentially days before a case management consult order is placed.
  Quality & Saving Lives	Operationalized - Fully In Use	Epic Predictive Models - Deterioration Index Score	Model identifies hospitalized patients who may be clinically deteriorating, which allows clinicians to proactively intervene and treat patients earlier, which may help reduce adverse events, ICU admissions, and cardiac arrests. Model updates dynamically based on information entered into the chart, providing clinicians with the most up-to-date risk assessment information.
  Patient Flow	Evaluated and Canceled	Epic Predictive Models - ED Patient Likelihood to Occupy an Inpatient Bed	Using this model, hospital staff can take a proactive approach to bed planning. Instead of constantly checking the ED census, staff can review the model predictions for patients who will likely need a bed in an inpatient unit and start preparing for these arrivals before an admit order is placed. This increased lead time enables capacity planning staff to proactively estimate the number of beds and staff needed at a given time. The model is integrated within the capacity dashboards already used for capacity management.
  Patient Flow	Operationalized - Fully In Use	Epic Predictive Models - Forecasted Hospital Census	Model predicts expected capacity for the upcoming hour, day, week, month, or year on operational dashboards to better identify and mitigate potential overutilization or capacity problems before they arise. This information can help plan discharges, schedules, and staffing to keep up with expected capacity.
  Physician Satisfaction	Operationalized - Fully In Use	Epic Predictive Models - Inbasket Categorization	The system reviews patient medical advice request messages to identify a category to apply to the message. Clinical and support staff can use these categories to sort and triage messages sent to a pool. Categories include such things as clinical actionable messages and FYI messages.
  Physician Satisfaction	Operationalized - Fully In Use	Epic Predictive Models - Inbasket Language Detection	The language detection model uses cloud computing to label incoming patient medical advice request messages with the language they were written in. Organizations can set up rules based on the message’s language to allow users to forward the message to an appropriate translation pool.
  Patient Exp. & Self-Help	Operationalized - Fully In Use	Epic Predictive Models - Likelihood to Recommend	Identifies the likelihood of patient experience survey resources and correlate key variables about patients or their visit.
  Physician Productivity	Operationalized - Fully In Use	Epic Predictive Models - Order Search	The cloud-based order search model learns from the sequences of search terms used across your whole organization, as well as user-level and department-level statistics that are calculated in Chronicles. Brings the most common order up when user searches for order.
  Quality & Saving Lives	Operationalized - Fully In Use	Epic Predictive Models - Readmissions Risk Score	This model helps identify patients who are most at risk of an unplanned readmission in the 30 days after discharge and can be fully integrated within clinical workflows, allowing clinicians and hospital staff to focus more resources on at-risk patients. The model uses dozens of data points such as diagnoses, medications, and lab results.
  Quality & Saving Lives	Sunset	Epic Predictive Models - Remaining Length of Stay	Model predicts the remaining of length of stay of all adult patients with an inpatient admission (inpatient, observation status) at all locations.
  Quality & Saving Lives	Evaluated and Canceled	Epic Predictive Models - Risk of Surgical Site Infection	This model identifies patients prior to surgery who are most at risk of developing a surgical site infection (SSI).
  Quality & Saving Lives	Development	Epic Surgical Procedure Mismatch Detection	Generative AI in Epic that supports clinical care delivery.
  Patient Exp. & Self-Help	Evaluated and Canceled	Food Service Automation - Amazon Just Walk Out	Deploying Amazon Just Walk Out (JWO) technology on Medical Campus (Calder Library) to pilot the use of automatous food service option in areas with limited availability for staff and patients.
  Patient Exp. & Self-Help	Workflow Build	Generate Digital Art for SoLeMia and Doral Digital Walls	Project to generate rotating source of art for Digital Walls and avoid third-party art curation costs.
  Patient Exp. & Self-Help	Operationalized - Fully In Use	IP Emotional Recognition Monitoring	Real-time detection of patient experience in the inpatient setting through facial expressions allows for the opportunity to intervene to improve patient satisfaction prior to discharge.
  Quality & Saving Lives	Operationalized - Fully In Use	Mammo Post Processing (Density Scoring)	Mammo post processing - density secondary capture scorecard.
  Quality & Saving Lives	Operationalized - Fully In Use	Neurosurgical Planning (Quicktime)	Neurosurgical planning software which incorporates connectomics; utilizing cloud computing for large-volume data processing, and intuitive browser-based interfaces.
  Quality & Saving Lives	Operationalized - Fully In Use	Nuclear Medicine Processing (Hermes AI)	Nuclear Medicine processing, display and analysis for SPECT-CT, PET-CT, PET-MR including dosimetry; image quantification and advanced image reconstruction.
  Patient Exp. & Self-Help	Evaluated and Canceled	Patient Affordability	Analyzing affordability of UHealth to patients in our market.
  Patient Exp. & Self-Help	Evaluated and Canceled	Patient Arrival with Distance Computer Vision	Deploying Microsoft facial and license plate recognition to identify patients with scheduled appointments as they approach the facility to provide a low friction arrival experience. License plate recognition for visitor management and parking integration.
  Quality & Saving Lives	Operationalized - Rolling Out	Perspectum - Radiology AI Imaging	Quantitative liver analysis with software that provides clinicians with an interpretable report of liver health.
  Patient Exp. & Self-Help	Operationalized - Fully In Use	PX Sentiment Word Cloud	Taking all comments from patients within the Patient Experience CAHPS surveys, an NLP model is used highlight topics and keywords while removing any low impact words. The results are visualized as a word cloud.
  Quality & Saving Lives	Operationalized - Fully In Use	Reduce Radiology Error with Image Analysis (Siemens)	Reduce radiologist errors by analyzing post processed images, providing confirmation of findings and/or identify findings for possible inclusion in the final report.
  Physician Satisfaction	Operationalized - Rolling Out	Suki Epic Ambient Voice Documentation for Patient Notes	Use ambient voice technology to write visit notes based on the conversation during office visits. in 2024,Abridge, Dax, and Suki were evaluated, and Suki as selected as the vendor due ability to use on both iPhone/android, multiple languages, and support model for on-boarding.
  End User Experience	Future Use Case	Suki Epic Ambient Voice for Nursing	Using Suki to document flowsheets for nursing. Used AI-powered, ambient voice recognition technology to document flowsheets. In Rover, nurses start the recording and set the phone nearby while they work with the patient. The system notifies them when the recording is processed and ready to file to the chart.
  Physician Satisfaction	Development	Suki Epic Ambient Voice Ordering	N/A
  Physician Satisfaction	Operationalized - Rolling Out	Theator AI Video - Surgery to Text pilot	Video recording of the laparoscopic procedures that uses AI to generate full operative note and integrate with Epic.

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• AI Projects

  Sub Domain	Status	Project Name	Description
  Fan Engagement	Operationalized - Fully In Use	AI Historical Image Enhancement	Enhance old footage and images to today's standards of resolution.
  Performance Optimization	Operationalized - Fully In Use	Athlete Management System	We have used Microsoft Fabric & Copilot to store student-athlete performance data to perform linear regression analysis to identify performance risks and course correct as quickly as possible.
  Fan Engagement	Operationalized - Fully In Use	Conversica Ticket Sales AI Agent	The Conversica AI Agent creates personalized conversations that move ticket sales leads towards meaningful outcomes, creating a more efficient sales staff.
  Fan Engagement	Evaluated and Canceled	Improve Degraded Videos	Improve the quality of degraded videos with Topaz Video.

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• AI Projects

  Sub Domain	Status	Project Name	Description
  Information Technology / Cybersecurity	Operationalized - Fully In Use	Adobe Text to Image Generation	Generative AI that Allows for text to image
  Information Technology / Cybersecurity	Evaluated and Canceled	Agent Management	Platform for Agent and Chat Bot management
  Information Technology / Cybersecurity	Intake	Agentic IT Service Desk Call Triage	Leveraging conversational AI in the UHIT Help desk for call triage, routing and escalations.  The tool will learn and evolve with the intent of providing optimal assistance to our internal users.
  Academic Administration	Operationalized - Fully In Use	AI 3rd Reader (Vantage)	Following an initial review and scoring of the supplemental essay response by admissions staff, AI would be used solely as a tool to augment the process by providing an additional layer of review. The system could also generate scores based on a defined r
  University Operations	Intake	AI Analytics for Access Control Data	Leveraging AI analytics of access control data will enhance security, improve operational efficiency, and support cost control through real-time insights and predictive maintenance.
  University Operations	Intake	AI Analytics for Work Order Management System (TMA)	Leveraging AI analytics for work order data to improve operational efficiencies, enhance predictive and preventative maintenance to improve customer experience while extending asset life.
  Human Resources	Intake	AI Enabled Leadership Assessment	Create an interactive leadership assessment utilizing AI.
  Human Resources	Operationalized - Fully In Use	AI Voice Over for Professional Development Videos	Creates professional voice-overs for instructional videos using AI.
  University Operations	Intake	AI/Epic Integration for Grateful Patient Fundraising	N/A
  University Operations	Intake	AI/Ticketmaster Integration for Real-Time Athletic Event Screening	N/A
  Information Technology / Cybersecurity	Future Use Case	Automatic Assignment of Tickets in ServiceNow	Copilot agent to automatically assign tickets
  Information Technology / Cybersecurity	Evaluated and Canceled	Azure OpenAI Chatbots	Azure OpenAI (AOAI) is similar to Copilot, but can be accessed programmatically in a secure manner, enabling OpenAI’s LLM to power chatbots. Specifically, AOAI can be used in various ways including Retrieval-Augmented Generation (RAG), which optimizes the output of a LLM so it references internal documents as the knowledge base outside of its initial training data. Use cases include creating a chatbot to look up UM’s Investigator Manual or a chatbot to help train radiology residents in use of various radiology software.
  Legal & General Counsel	Intake	Billing Automation Project	N/A
  University Operations	Evaluated and Canceled	Blackbaud Data Insights and Gift Officer Efficiency	Enabling AI capabilities in Blackbaud CRM that enable Gift Officers to more effectively and efficiently engage with potential donors and increase revenue from fundraising.
  Finance	Development	Certificate of Insurance (COI) Verification Automation - ARK	N/A
  Information Technology / Cybersecurity	Operationalized - Fully In Use	Chrome Help Me Write	An experimental feature in Google Chrome that uses generative AI to assist users in writing more effectively online. It's designed to provide suggestions for short-form content like reviews and surveys.
  University Operations	Intake	Classroom Optimization	N/A
  Marketing & Comms	Intake	Content Development Tool	N/A
  University Operations	Intake	Content Generation (Notebook LM Application)	N/A
  Marketing & Comms	Operationalized - Fully In Use	Continuous Online Information Monitoring	N/A
  Finance	Intake	Contract Lifecycle Management (CLM) - Evisort	N/A
  Human Resources	Development	Copilot Ask HR Agent	AI agent that answer questions about UM HR policies and benefits.
  Information Technology / Cybersecurity	Operationalized - Fully In Use	Copilot Epic Tip Sheet Search Assistant	Copilot agent to search Epic tip sheets
  Strategy	Development	Copilot Intelligent Slide Orchestrator	N/A
  Information Technology / Cybersecurity	Future Use Case	Copilot IT Proforma Creation Agent	AI Agent that develops proformas to project the total cost of ownership of new applications.
  Strategy	Intake	Copilot OmniMarket Insight Tool	N/A
  University Operations	Intake	Copilot Templated Teams Meeting Minutes	N/A
  Information Technology / Cybersecurity	Operationalized - Fully In Use	CrowdStrike Malware Protection	Protect against malware with next-gen antivirus.
  University Operations	Operationalized - Fully In Use	Custom Student Retention Model	Utilizing machine learning to identify students at-risk of early attrition.
  Information Technology / Cybersecurity	Operationalized - Fully In Use	Cybersense Data Integrity Check	Data integrity checker within the cybervault for airgap back-ups.
  University Operations	Operationalized - Fully In Use	Donor Interaction GenAI	Leveraging Generative AI to analyze donor reports, generate thank you letters, provide recommendations, and generate custom news feeds based on donor interests.
  Information Technology / Cybersecurity	Development	Epic Bridges Search Assistant	Generative AI in Epic that supports system maintenance.
  Marketing & Comms	Intake	Epic Draft Analytics Catalog Report Descriptions	Generative AI in Epithet supports system maintenance.
  Marketing & Comms	Future Use Case	Epic Draft Patient Outreach Campaigns	N/A
  Information Technology / Cybersecurity	Development	Epic Prompt Engineering Testbed	Generative AI in Epithet supports system maintenance.
  Information Technology / Cybersecurity	Development	Epic Questionnaire Translation Utility	Generative AI in Epic that supports clinical care delivery.
  Finance	Development	Expense Forecast	Forecasting expenses using past trend of expenses and forecasted future volume.
  University Operations	Intake	Explore Microsoft Loop Application	N/A
  Academic Administration	Operationalized - Fully In Use	Faculty Letter Entitlement Analysis	NLP models that extract important information about faculty entitlements within faculty offer letters, such as entitlement for lab space, equipment, renovations, and research funding.
  Information Technology / Cybersecurity	Operationalized - Fully In Use	Fidelis Cyber Threat Monitoring	Monitor, identify, correlate anomaly behaviors, and predict cyber threats.
  Academic Administration	Development	Financial Aid Analysis Tool	N/A
  Information Technology / Cybersecurity	Evaluated and Canceled	Gartner AI Evaluation Tool	Tool Developed with Gartner to us AI to evaluate AI project proposals
  Information Technology / Cybersecurity	Operationalized - Fully In Use	Google Gemini	A multimodal suite of AI models that power a variety of Google products and services, including the Bard chatbot.
  University Operations	Operationalized - Fully In Use	Hospital Visitor Management Facial ID	Enhancement to visitor management system in the Tower to identify visitors, as well as identify individuals on a security watchlist and alert public safety.
  Academic Administration	Development	Ideal Enrollment Analysis Tool	N/A
  Finance	Intake	Insurance Claims Review - Luminos	N/A
  Information Technology / Cybersecurity	Operationalized - Fully In Use	Interface Monitoring and Management Agent (Intersystems)	Improve efficiency of interface monitoring.
  University Operations	Development	Know Your Target Agent	N/A
  Finance	Operationalized - Fully In Use	Leading & Lagging Indicator Revenue Forecast	Forecasting Net Patient Service Revenue using leading indicator of scheduled ambulatory appointments and the past trend of downstream revenue generated from completed ambulatory visits. Forecasting Net Patient Service Revenue using leading indicator of scheduled ambulatory appointments and the past trend of downstream revenue generated from completed ambulatory visits.
  Human Resources	Operationalized - Fully In Use	LinkedIn Hiring Assistant	N/A
  Human Resources	Operationalized - Fully In Use	LinkedIn Learning: AI Powered Personalized Coaching	AI-powered coaching is a chatbot that provides personalized, real-time learning advice, and resources.
  Human Resources	Operationalized - Fully In Use	LinkedIn Learning: Performance Management Role Play Scenarios	AI enabled role play scenarios for performance management. It is a safe environment for individuals to practice high-stakes conversations.
  Marketing & Comms	Intake	Market Research & Audience Targeting	N/A
  Marketing & Comms	Intake	Marketing Impact Analysis Tool	N/A
  Academic Administration	Workflow Build	MATES Course Credit Validation	MATES (Miami Academic Transfer Evaluation System). The project would interact with a workflow called MATES, which helps students get credit for courses they have taken at other institutions.  The AI request is fairly simple: students upload supporting documents, such as a course syllabus.  We could use AI to verify that the document submitted by a student is a valid document type and qualifies as a syllabus, meaning that it should have things like a course name, faculty name, course description, contact information, office hours, grading scale, list of learning objectives, assignments, instructor name, etc.  The overall workflow happens in Boomi, which can make calls to other systems.
  Marketing & Comms	Intake	Media Purchasing & Content Versioning	N/A
  Information Technology / Cybersecurity	Operationalized - Fully In Use	Medigate Device Discovery	Discovery of on-network devices
  University Operations	Workflow Build	News Aggregation and Analysis Automation	Automating news and information gathering so that daily tasks and decision-making can be accessed and analyzed more effectively and efficiently.
  University Operations	Intake	News Aggregation and Analysis Automation	N/A
  Legal & General Counsel	Operationalized - Fully In Use	OnBase Document Management and Search	N/A
  Human Resources	Sunset	Open Enrollment 2026 Agent	Copilot agent to answer employee questions related to benefits selection during open enrollment
  Human Resources	Intake	Optimize New Hire Orientation Process	N/A
  Finance	Intake	Optimize Payment Terminals	N/A
  Information Technology / Cybersecurity	Operationalized - Fully In Use	Palo Alto Cyber Prevention	Protects against internet threats, by automatically preventing unknown/malicious cyber-attacks.
  University Operations	Intake	ParkZen Digital Parking Utilization App	N/A
  Human Resources	Operationalized - Fully In Use	Phenom Chatbot	Engages job seekers 24/7 to gather details on skills, experience, and interests. Based on their responses, the chatbot provides personalized job recommendations.
  Human Resources	Operationalized - Fully In Use	Phenom Recruiting Fit Score	Applies AI to evaluate candidates against job requirements and assigns a rating to highlight the strongest matches.
  Human Resources	Operationalized - Fully In Use	Powered By You AI Coaching	An AI agent that provides analysis of PBY results, information on how to create goals based on the results, and  conversation starters for group feedback.
  Information Technology / Cybersecurity	Operationalized - Fully In Use	Proofpoint Email Protection	Software to automatically detect and block malicious inbound emails based on IPs.
  University Operations	Evaluated and Canceled	Prospective Donor Vetting	N/A
  Information Technology / Cybersecurity	Future Use Case	Report Automation - Data & Copilot Connection	N/A
  Marketing & Comms	Intake	Resource Management Tool	N/A
  Finance and Administration	Operationalized - Fully In Use	Revenue Plan Development	Model for creating clinical volume and gross charges plan, preserving the correlation between different types of clinical volumes and related gross charges.
  Finance	Development	Review Investment Proposals - Pension & Endowments	N/A
  Information Technology / Cybersecurity	Future Use Case	ServiceNow NowAssist – Augment IT Support Staff	Agent to improve efficiency of help desk ticket triage.
  Information Technology / Cybersecurity	Intake	ServiceNow Virtual Agent – IT Self Service	Agent to improve efficiency of IT help desk support.
  Strategy	Intake	Slide Automation Assistant	N/A
  University Operations	Intake	Smartsheet's Smart Agent for Project Management	N/A
  Information Technology / Cybersecurity	Operationalized - Fully In Use	Social Media Threat Monitoring	Reduces institutional risk through enhanced situational awareness regarding local, state, national, and international incidents that may affect the UM campuses or community.
  University Operations	Development	Space Utilization and Occupancy Analysis	12-month pilot program will support enhanced data collection and modeling, enabling more accurate projections of potential cost savings from energy efficiency based on utilization patterns.
  Information Technology / Cybersecurity	Operationalized - Fully In Use	Splunk Cyber Threat Blocking	Monitor, identify, prevent, correlate anomaly behaviors, alert, and block malicious threats.
  Academic Administration	Intake	Student Service AI	N/A
  Legal & General Counsel	Intake	Subpoena Automation Project	N/A
  Information Technology / Cybersecurity	Operationalized - Fully In Use	Tanium Cybersecurity Detection	Tool leveraging ML, NLP, and RPA to enhance cyber security.
  Academic Administration	Development	Transfer Student Management	N/A
  Human Resources	Intake	Ulearn Cornerstone Pilot	N/A
  Human Resources	Development	UM Policy Q&A Copilot Assistant	AI assistant to help answer questions related to policy and procedure.
  University Operations	Operationalized - Fully In Use	UM Public Safety Safety Crime Detection	Gables Campus
  University Operations	Development	Unlocking AI Functionality in DAR's Core Software	N/A
  University Operations	Intake	Unlocking Core CRM Functionality with AI Technology	N/A
  Academic Administration	Intake	UOnline Enrollment and Student Success: Live Chat	Online chat to enrollment advisors and student success advocates.
  Academic Administration	Intake	UOnline Enrollment and Student Success: SMS	SMS chat to enrollment advisors and student success advocates.
  Marketing & Comms	Intake	UOnline Marketing: Content creation	AI to support marketing content creation.
  Information Technology / Cybersecurity	Operationalized - Fully In Use	Varonis Cybersecurity Incident Response	Generative AI security layer that enhances security team's visibility to ability to act.
  Finance	Operationalized - Fully In Use	Vendor Risk Assessments - Craft	N/A
  Marketing & Comms	Intake	Website Engagement Tool	N/A
  Strategy	Operationalized - Fully In Use	Website Scrape Extraction Tool	Automatically find and pull content from a selected and populate it in a list.
  Human Resources	Operationalized - Rolling Out	Workday Assistant and Teams Agent	Chatbot to assist with HR, finance, and supply chain questions and Teams Agent. Also provides search suggestions within Workday Web Applications
  Human Resources	Evaluated and Canceled	Workday Assistant Enhancement with Workday Learning	Requires investment in Foundational changes in Workday by adding LMS (Replacing ULearn/Cornerstone) to store knowledge directly in Workday for Assistant to access and act more like copilot agent to answer questions and orchestrate solution (open ticket, assign training, provide instructions)
  Human Resources	Intake	Workday Assistant Enhancement with WorkdayHelp	Requires investment in Foundational changes in Workday by adding case management functionality in Workday with HR to transition from Qualtrics and emails management of employee questions (payroll, benefits, etc). Includes LLM knowledge back to allow employees to engage with chat feature to answer questions and submit cases to HR support team to review.
  Human Resources	Operationalized - Rolling Out	Workday Chatbot/WalkMe	Chatbot to assist with HR, finance, and supply chain questions.  Assists with such tasks as recommending support material and flu vaccine status submissions.

Accordion Group

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• AI Projects

  Sub Domain	Status	Project Name	Description
  Medical Coding	Operationalized - Fully In Use	3M History Note Nudges	Delivers real time clinical insights ("nudges") to help clinicians document a complete patient history before a note is saved to the EHR. Reduces retrospective queries. Utilizes AI powered worklist prioritization to drive coder and CDI team efficiency.
  Patient Scheduling & Intake	Operationalized - Rolling Out	Amelia Appointment Cancel Automation	AI agent to cancel patient appointments on the phone.
  Patient Scheduling & Intake	Operationalized - Rolling Out	Amelia Appointment Confirmation Automation	AI agent to confirm patient appointments on the phone.
  Patient Scheduling & Intake	Future Use Case	Amelia Automated Patient Appointment Scheduling via Voice	For simple and routine calls, use AI to better match the issues patients are experiencing with the right specialty.
  Patient Scheduling & Intake	Operationalized - Rolling Out	Amelia Call Intent Understanding and Routing	Leveraging conversational AI to provide an optimal experience for patient scheduling management, including schedule, reschedule, confirm, cancel, recall.
  Patient Scheduling & Intake	Evaluated and Canceled	Apple Health Submission for International and Healthcare Tourists	Investigating the ability to digitalize our intake process for international and domestic healthcare tourists to simplify the process for patients and our staff. This would provide an option for patients to submit data directly from their Apple Health into UHealth and would potentially support abstractions of PDFs and language translation services.
  Medical Coding	Operationalized - Fully In Use	CodaMetrix Automated Coding - Cardiology	Autonomous coding bots to review results and determine procedure and diagnosis codes for cardiology procedures.
  Medical Coding	Operationalized - Fully In Use	CodaMetrix Automated Coding - Interventional Radiology	Autonomous coding bots to review results and determine procedure and diagnosis code for interventional radiology procedures.
  Medical Coding	Operationalized - Fully In Use	CodaMetrix Automated Coding - Radiology	Automates professional coding through translation of the electronic health record into accurate set of medical codes and triages unautomated cases back to coding specialists.
  Medical Coding	Operationalized - Fully In Use	CodaMetrix Automated Coding - Surgery	Autonomous coding bots to review results and determine procedure and diagnosis codes for surgical procedures.
  Medical Coding	Evaluated and Canceled	Copilot Medical Record Coding Assistance Agent	Use AI to complete medical record coding tasks.
  Patient Scheduling & Intake	Operationalized - Fully In Use	Custom Predictive Models - No Show	Identifies the likelihood of an outpatient appointment being a no show. The model predictions are aggregated at the physician, clinic, and department levels to better assist in capacity management and planning, while limiting the potential impact on model biases and limiting access to care to a single patient.
  Medical Coding	Operationalized - Fully In Use	Epic Account Creation - Lab Venipuncture	Lab venipuncture outreach account creation.
  Insurance Registration	Operationalized - Fully In Use	Epic Account Creation & Merger Automation - Guarantor Auto Create	Hospital and Guarantor account auto-create and merge in tandem.
  Insurance Registration	Operationalized - Fully In Use	Epic Account Creation & Merger Automation - Hospital Account and Guarantor Merge/Link	Hospital and Guarantor account auto-create and merge in tandem.
  Insurance Registration	Operationalized - Fully In Use	Epic Account Creation & Merger Automation - Hospital Account Auto Create	Hospital and Guarantor account auto-create and merge in tandem.
  Medical Coding	Operationalized - Fully In Use	Epic Account Merger Automation	Automated account coding merger.
  Insurance Registration	Operationalized - Fully In Use	Epic Authorization Determination & Collection - Authorization Collection and Status Update	Authorization determination and auth collections in tandem.
  Insurance Registration	Operationalized - Fully In Use	Epic Authorization Determination & Collection - Authorization Determination (Across Services)	Authorization determination and auth collections in tandem.
  Insurance Registration	Operationalized - Fully In Use	Epic Automate Pulling Insurance Card Information	Using optical character recognition to pull insurance information from scanned patient insurance cards into the visit registration to reduce manual error and accelerate the financial clearance process.
  Medical Coding	Operationalized - Fully In Use	Epic Automated Infusion Charging Calculator	Leveraging charge automation with Epic for CTU Infusion hospital charging
  Medical Coding	Operationalized - Fully In Use	Epic Automated Pull in and Copy - Account Coding	Automate pulling in and copying for account coding.
  Medical Coding	Operationalized - Fully In Use	Epic Automated Pull in and Copy - Late Charge Coding	Automate pulling in and copying for late charge coding.
  Medical Coding	Operationalized - Fully In Use	Epic Automated Soft-Coded ED Procedure Charging	Leveraging charge automation with Epic to eliminating a manual step for emergency room procedures, eliminating a manual step for every account with soft-coded procedures.
  Patient Scheduling & Intake	Operationalized - Fully In Use	Epic Automated Visit Reminders	Automate patient visit reminders.
  Patient Scheduling & Intake	Operationalized - Fully In Use	Epic Automated Wait List Entries	Automate patient wait list entries.
  Payment Processing	Operationalized - Fully In Use	Epic Claim Submission & Attachments - Automated Claim Attachments to avoid preventable denials	Complete claim submission and attachments in tandem.
  Payment Processing	Operationalized - Fully In Use	Epic Claim Submission & Attachments - Automated Claim Outbound Submission	Complete claim submission and attachments in tandem.
  Insurance Registration	Operationalized - Fully In Use	Epic Corporate Guarantor Creation & Assignment	Generate and assign corporate guarantor accounts for GameChanger.
  Medical Coding	Operationalized - Fully In Use	Epic Cost Center Assignment Automation	Bill Area/Cost Center auto-determination.
  Denials Management	Operationalized - Fully In Use	Epic Denial Credit & Write-Off Automation	Automate credit resolution and small balance write-offs.
  Denials Management	Operationalized - Rolling Out	Epic Draft HB Outpatient Denial Appeals Assistant	Generative AI solution within Epic to automate generation and sending of denial appear letters. Part of Spring Epic Upgrade. Specific to Hospital Billing
  Denials Management	Operationalized - Rolling Out	Epic Draft PB Outpatient Denial Appeal Letters	Generative AI solution within Epic to automate generation and sending of denial appear letters. Part of Spring Epic Upgrade. Specific to Professional Billing
  Medical Coding	Operationalized - Fully In Use	Epic External Charging Automated Load	Enhance medical coding with charge interface to external locations.
  Patient Scheduling & Intake	Operationalized - Rolling Out	Epic Guided Scheduling and Self-Service Tickets	Guided scheduling project as part of Project Gateway. Neurology and ENT are live. Cardiology and Primary Care implementing.
  Medical Coding	Operationalized - Fully In Use	Epic HB Coding Workqueue Prioritization	Prioritize work within hospital coding workqueues.
  Medical Coding	Operationalized - Rolling Out	Epic Hospital Coding Assistant	Generative AI in Epic that supports revenue cycle operations.
  Patient Scheduling & Intake	Future Use Case	Epic Infusion Capacity Optimization	Improve scheduling with connection to external system for orders.
  Insurance Registration	Operationalized - Fully In Use	Epic Insurance Eligibility Verification	Insurance eligibility verification
  Denials Management	Operationalized - Fully In Use	Epic Nightly Denial Processing Automation	Automate nightly denial actioning.
  Payment Processing	Operationalized - Fully In Use	Epic Patient Payment Notification - Auto-Apply New Balance to Open Payment Plan	Complete MyChart balance notifications and self-service payment plans in tandem.
  Payment Processing	Operationalized - Fully In Use	Epic Patient Payment Notification - Instant MyChart Balance Notification on Post	Complete MyChart balance notifications and self-service payment plans in tandem.
  Payment Processing	Operationalized - Fully In Use	Epic Patient Payment Notification - Open Self-Service Payment Plan Enrollment	Complete MyChart balance notifications and self-service payment plans in tandem.
  Medical Coding	Operationalized - Fully In Use	Epic Payer Modifier Automation	Automated payer modifier attachments
  Payment Processing	Operationalized - Fully In Use	Epic Payment Posting Automation - Automated HB/PB Transfer for Relevant Balances	Automated payment posting, reconciliation, and transfers in tandem.
  Payment Processing	Operationalized - Fully In Use	Epic Payment Posting Automation - Automated Payment Posting	Automated payment posting, reconciliation, and transfers in tandem.
  Payment Processing	Operationalized - Fully In Use	Epic Payment Posting Automation - Automated Reconciliation (Including Adjustment Threshold)	Automated payment posting, reconciliation, and transfers in tandem.
  Medical Coding	Operationalized - Fully In Use	Epic PB Coding Assistant - All Remaining Specialties	Working with Epic R&D to develop AI applications within Epic to assist professional coders in their review of clinical documentation and suggesting procedure and diagnosis codes for approval. Project focus is on specialties without established coding automation tools that are currently highly manual, full review coding practices.
  Medical Coding	Operationalized - Fully In Use	Epic PB Coding Assistant - Dermatology	Working with Epic R&D to pilot and develop AI applications within Epic to assist professional coders in their review of clinical documentation and suggesting procedure and diagnosis codes for approval. Project focus is on specialties without established coding automation tools that are currently highly manual, full review coding practices.
  Medical Coding	Operationalized - Fully In Use	Epic PB Coding Assistant - Ophthalmology	Working with Epic R&D to pilot and develop AI applications within Epic to assist professional coders in their review of clinical documentation and suggesting procedure and diagnosis codes for approval. Project focus is on specialties without established coding automation tools that are currently highly manual, full review coding practices.
  Medical Coding	Intake	Epic PB Coding Assistant - Provider Front End Deployment	Working with Epic R&D to develop AI applications within Epic to assist professional coders in their review of clinical documentation and suggesting procedure and diagnosis codes for approval. Project focus is on specialties without established coding automation tools that are currently highly manual, full review coding practices.
  Medical Coding	Operationalized - Fully In Use	Epic PB Coding Assistant -Surgery	Working with Epic R&D to pilot and develop AI applications within Epic to assist professional coders in their review of clinical documentation and suggesting procedure and diagnosis codes for approval. Project focus is on specialties without established coding automation tools that are currently highly manual, full review coding practices.
  Medical Coding	Operationalized - Fully In Use	Epic PB Coding Workqueue Prioritization	Prioritize work within coding workqueues.
  Patient Scheduling & Intake	Evaluated and Canceled	Epic Predictive Model - Risk of Patient No-Show (Version 1)	Epic provided model to predict patient no shows.
  Patient Scheduling & Intake	Evaluated and Canceled	Epic Predictive Model - Risk of Patient No-Show (Version 2)	Version 2 of the Risk of Patient No-Show model is a cloud-based, random forest model. The model is localized on your patient population and predicts a patient's likelihood to no-show. By using Nebula, Epic's cloud-based platform, version 2 of the model has better performance because it uses a different model type and expanded feature set, and it includes patient-initiated late cancels in the definition of a no-show.
  Payment Processing	Operationalized - Fully In Use	Epic Predictive Models - Likelihood to Pay	Identifies the likelihood of payment for insured and self-pay patients.
  Insurance Registration	Operationalized - Rolling Out	Epic Procedure Authorization Automation from Scheduling Orders	Guided scheduling project as part of Project Gateway. Neurology and ENT are live. Cardiology and Primary Care implementing.
  Patient Scheduling & Intake	Operationalized - Fully In Use	Epic Registration Self-Service Bot	Patient self-service registration bot.
  Medical Coding	Operationalized - Fully In Use	Epic Retrigger Late Charges	Late charge coding retrigging
  Patient Scheduling & Intake	Operationalized - Fully In Use	Epic Scheduling Decision Support	Decision Support for scheduling requirements.
  Patient Scheduling & Intake	Operationalized - Rolling Out	Epic Scheduling Self-Service Bot	Patient self-service scheduling bot is fulling configured, but only available for providers and departments that Opt-In.
  Insurance Registration	Operationalized - Fully In Use	Epic Self-Pay Estimation Automation	Automatic patient self-pay estimates
  Medical Coding	Operationalized - Fully In Use	Epic Soft-Coded Procedure Automation	Leveraging charge automation with Epic to eliminating a manual step for every account with soft-coded procedures. This expands on the soft-coded emergency room procedure charging.
  Medical Coding	Operationalized - Fully In Use	Epic SVC Coding Automation - Ambulatory Services (Retail)	Epic Simple Visit Coding (SVC) logic to automate outpatient coding on hospital visits
  Medical Coding	Operationalized - Fully In Use	Epic SVC Coding Automation - Family Medicine	Epic Simple Visit Coding (SVC) logic to automate outpatient coding on hospital visits
  Medical Coding	Operationalized - Fully In Use	Epic SVC Coding Automation - Genetics	Epic Simple Visit Coding (SVC) logic to automate outpatient coding on hospital visits
  Medical Coding	Operationalized - Fully In Use	Epic SVC Coding Automation - Neurology	Epic Simple Visit Coding (SVC) logic to automate outpatient coding on hospital visits
  Medical Coding	Operationalized - Fully In Use	Epic SVC Coding Automation - Obstetrics and Gynecology	Epic Simple Visit Coding (SVC) logic to automate outpatient coding on hospital visits
  Medical Coding	Operationalized - Fully In Use	Epic SVC Coding Automation - Ophthalmology	Epic Simple Visit Coding (SVC) logic to automate outpatient coding on hospital visits
  Medical Coding	Operationalized - Fully In Use	Epic SVC Coding Automation - Orthopedics	Epic Simple Visit Coding (SVC) logic to automate outpatient coding on hospital visits
  Medical Coding	Operationalized - Fully In Use	Epic SVC Coding Automation - Otolaryngology	Epic Simple Visit Coding (SVC) logic to automate outpatient coding on hospital visits
  Medical Coding	Operationalized - Fully In Use	Epic SVC Coding Automation - Pathology	Epic Simple Visit Coding (SVC) logic to automate outpatient coding on hospital visits
  Medical Coding	Operationalized - Fully In Use	Epic SVC Coding Automation - Pediatrics	Epic Simple Visit Coding (SVC) logic to automate outpatient coding on hospital visits
  Medical Coding	Operationalized - Fully In Use	Epic SVC Coding Automation - Physical Medicine & Rehabilitation	Epic Simple Visit Coding (SVC) logic to automate outpatient coding on hospital visits
  Medical Coding	Operationalized - Fully In Use	Epic SVC Coding Automation - Physical Therapy	Epic Simple Visit Coding (SVC) logic to automate outpatient coding on hospital visits
  Medical Coding	Operationalized - Fully In Use	Epic SVC Coding Automation - Psychiatry & Behavioral Science	Epic Simple Visit Coding (SVC) logic to automate outpatient coding on hospital visits
  Medical Coding	Operationalized - Fully In Use	Epic SVC Coding Automation - Urology	Epic Simple Visit Coding (SVC) logic to automate outpatient coding on hospital visits
  Medical Coding	Operationalized - Fully In Use	Epic SVC Coding Automation- Executive Medicine	Epic Simple Visit Coding (SVC) logic to automate outpatient coding on hospital visits
  Medical Coding	Operationalized - Fully In Use	Epic SVC Coding Automation- Neurological Surgery	Epic Simple Visit Coding (SVC) logic to automate outpatient coding on hospital visits
  Patient Scheduling & Intake	Future Use Case	Epic Template Build Automation	Automate configuration of provider templates to match business requirements/rules (budget) and eliminates human intervention in administration function
  Payment Processing	Operationalized - Fully In Use	Epic Visit Payment & Debt Transfer - Automated Bad Debt Transfer to Partners and Finance Reconciliation	Complete visit auto pay and bad debt transfer in tandem.
  Payment Processing	Operationalized - Fully In Use	Epic Visit Payment & Debt Transfer - Automated Patient Payment for Visit Balance	Complete visit auto pay and bad debt transfer in tandem.
  Patient Scheduling & Intake	Operationalized - Rolling Out	Epic Welcome Check-In Facial Recognition with CLEAR	Enhance Welcome kiosks experience with facial recognition.
  Payment Processing	Operationalized - Fully In Use	HB Account Prioritization (Etyon)	Utilizing machine learning algorithms to assign account prioritization and return the scoring back into Epic for HB billing workqueues.
  Patient Scheduling & Intake	Operationalized - Fully In Use	Humata PCP Referral Follow-Up	Enhance patient scheduling with PCP referral follow-up.
  Medical Coding	Operationalized - Fully In Use	LOS Calculator - Surgery Center	Doctor visit level of service calculators for surgery center visits.
  Medical Coding	Operationalized - Fully In Use	LOS Calculator Ambulatory Clinics	Doctor visit Level of Service calculators for ambulatory clinics.
  Patient Scheduling & Intake	Operationalized - Fully In Use	MyChart Account Recovery with CLEAR	Use facial recognition for MyChart account recovery.
  Payment Processing	Operationalized - Fully In Use	PB Account Prioritization (Etyon)	Utilizing machine learning algorithms to assign account prioritization and return the scoring back into Epic for PB billing workqueues.
  Medical Coding	Operationalized - Fully In Use	Sunquest Charge Automation - Lab Venipuncture	Automate charging for lab venipuncture.