Available Risk Models / Publications

wdt_ID	#	Risk Model Use Case	Risk Model Focus	Risk Model Name	Publication Date	Publication Article Name	Publication Hyperlink
1	1	Acute Care Management	Disease Event	Risk of inpatient mortality	2019/05/07	A Real-Time Early Warning System for Monitoring Inpatient Mortality Risk: Prospective Study Using Electronic Medical Record Data	https://www.ncbi.nlm.nih.gov/pmc/articles/PMC6640073/
2	2	Acute Care Management	Disease Event	Risk of inpatient sepsis	NA	NA	NA
3	3	Acute Care Management	Disease Event	Risk of inpatient fall	NA	NA	NA
4	4	Transition in Care Management	Utilization	Risk of inpatient 30-day readmission	2015/10/08	Development, Validation and Deployment of a Real Time 30 Day Hospital Readmission Risk Assessment Tool in the Maine Healthcare Information Exchange	https://www.ncbi.nlm.nih.gov/pmc/articles/PMC4598005/
5	5	Transition in Care Management	Utilization	Risk of emergency department 30-day return visit	2014/11/13	Risk Prediction of Emergency Department Revisit 30 Days Post Discharge: A Prospective Study	https://www.ncbi.nlm.nih.gov/pmc/articles/PMC4231082/
6	6	Transition in Care Management	Utilization	Risk of emergency department 30-day return visit	2016/02/03	Prospective stratification of patients at risk for emergency department revisit: resource utilization and population management strategy implications	https://www.ncbi.nlm.nih.gov/pmc/articles/PMC4739399/
7	7	Population Health Management	Cost	Predicted future cost	2015/09/22	Online Prediction of Health Care Utilization in the Next Six Months Based on Electronic Health Record Information: A Cohort and Validation Study	https://www.ncbi.nlm.nih.gov/pmc/articles/PMC4642374/
8	8	Population Health Management	Utilization	Risk of emergency department visit	2015/01/13	Real-Time Web-Based Assessment of Total Population Risk of Future Emergency Department Utilization: Statewide Prospective Active Case Finding Study	https://www.ncbi.nlm.nih.gov/pmc/articles/PMC4319080/
9	9	Population Health Management	Utilization	Risk of inpatient admission	NA	NA	NA
10	10	Population Health Management	Disease Event	Risk of mortality	2018/06/04	Assessing Statewide All-Cause Future One-Year Mortality: Prospective Study With Implications for Quality of Life, Resource Utilization, and Medical Futility	https://www.ncbi.nlm.nih.gov/pmc/articles/PMC6066632/
11	11	Population Health Management	Disease Event	Risk of COVID 19 mortality	NA	NA	NA
12	12	Population Health Management	Disease Event	Risk of acute myocardial infarction (heart attack)	NA	NA	NA
13	13	Population Health Management	Disease Event	Risk of cerebrovascular accident (stroke)	2015/11/12	Risk prediction of stroke: A prospective statewide study on patients in Maine	https://ieeexplore.ieee.org/document/7359796?arnumber=7359796
14	14	Population Health Management	Disease Event	Risk of asthma exacerbation	NA	NA	NA
15	15	Population Health Management	Disease Event	Risk of opioid overdose	NA	NA	NA
16	16	Population Health Management	Disease Event	Risk of suicide attempt	2020/02/20	Development of an early-warning system for high-risk patients for suicide attempt using deep learning and electronic health records	https://www.nature.com/articles/s41398-020-0684-2
17	17	Population Health Management	Disease Event	Elderly risk of community fall and fracture	2020/05/01	Identification of elders at higher risk for fall with statewide electronic health records and a machine learning algorithm	https://pubmed.ncbi.nlm.nih.gov/32193089/
18	22	Population Health Management	Chronic Disease Development	Risk of diabetes	2017/07/17	Defining and characterizing the critical transition state prior to the type 2 diabetes disease	https://www.ncbi.nlm.nih.gov/pmc/articles/PMC5501620/
19	18	Population Health Management	Chronic Disease Development	Risk of hypertension	2018/01/30	Prediction of Incident Hypertension Within the Next Year: Prospective Study Using Statewide Electronic Health Records and Machine Learning	https://www.ncbi.nlm.nih.gov/pmc/articles/PMC5811646/
20	19	Population Health Management	Chronic Disease Development	Risk of chronic kidney disease	2017/07/26	Estimating One-Year Risk of Incident Chronic Kidney Disease: Retrospective Development and Validation Study Using Electronic Medical Record Data From the State of Maine	https://www.ncbi.nlm.nih.gov/pmc/articles/PMC5550735/
21	21	Population Health Management	Chronic Disease Development	Risk of chronic obstructive pulmonary disease (COPD)	NA	NA	NA
22	20	Population Health Management	Chronic Disease Development	Risk of congestive heart failure	NA	NA	NA
23	23	Population Health Management	Chronic Disease Development	Risk of end stage renal disease	NA	NA	NA
24	25	Population Health Management	Chronic Disease Development	Risk of lung cancer	2019/05/16	Prediction of the 1-Year Risk of Incident Lung Cancer: Prospective Study Using Electronic Health Records from the State of Maine	https://www.ncbi.nlm.nih.gov/pmc/articles/PMC6542253/
25	24	Population Health Management	Chronic Disease Development	Risk of opioid abuse	NA	NA	NA
26	26	Population Health Management	Natural Language Processing Case Finding	Patient case finding - diabetes	2016/11/11	Web-based Real-Time Case Finding for the Population Health Management of Patients With Diabetes Mellitus: A Prospective Validation of the Natural Language Processing–Based Algorithm With Statewide Electronic Medical Records	https://www.ncbi.nlm.nih.gov/pmc/articles/PMC5124114/
27	27	Population Health Management	Natural Language Processing Case Finding	Patient case finding - congestive heart failure	2015/12/01	NLP based congestive heart failure case finding: A prospective analysis on statewide electronic medical records	https://pubmed.ncbi.nlm.nih.gov/26254876/