Prospective validation of an electronic health record–based, real-time suicide risk model CG Walsh, KB Johnson, M Ripperger, S Sperry, J Harris, N Clark, ... JAMA network open 4 (3), e211428-e211428, 2021 | 41 | 2021 |
ALE: automated label extraction from GEO metadata CB Giles, CA Brown, M Ripperger, Z Dennis, X Roopnarinesingh, ... BMC bioinformatics 18, 7-16, 2017 | 33 | 2017 |
Integration of face-to-face screening with real-time machine learning to predict risk of suicide among adults D Wilimitis, RW Turer, M Ripperger, AB McCoy, SH Sperry, EM Fielstein, ... JAMA network open 5 (5), e2212095-e2212095, 2022 | 16 | 2022 |
Ensemble learning to predict opioid-related overdose using statewide prescription drug monitoring program and hospital discharge data in the state of Tennessee M Ripperger, SC Lotspeich, D Wilimitis, CE Fry, A Roberts, M Lenert, ... Journal of the American Medical Informatics Association 29 (1), 22-32, 2022 | 12 | 2022 |
Improving ascertainment of suicidal ideation and suicide attempt with natural language processing CA Bejan, M Ripperger, D Wilimitis, R Ahmed, JE Kang, K Robinson, ... Scientific reports 12 (1), 15146, 2022 | 8 | 2022 |
User-centered design of a machine learning intervention for suicide risk prediction in a military setting C Reale, LL Novak, K Robinson, CL Simpson, JD Ribeiro, JC Franklin, ... AMIA annual symposium proceedings 2020, 1050, 2020 | 7 | 2020 |
Genome-wide association study of treatment resistant depression highlights shared biology with metabolic traits JE Kang, VM Castro, M Ripperger, S Venkatesh, D Burstein, RK Linnér, ... medRxiv, 2022.08. 10.22278630, 2022 | 2 | 2022 |
Development and multi-site external validation of a generalizable risk prediction model for bipolar disorder CG Walsh, MA Ripperger, Y Hu, Y Sheu, H Lee, D Wilimitis, AB Zheutlin, ... Translational Psychiatry 14 (1), 58, 2024 | 1 | 2024 |
External validation and updating of a statistical civilian-based suicide risk model in US Naval Primary Care MA Ripperger, J Kolli, D Wilimitis, K Robinson, C Reale, LL Novak, ... JAMA network open 6 (11), e2342750-e2342750, 2023 | 1 | 2023 |
Randomized Controlled Comparative Effectiveness Trial of Risk Model-Guided Clinical Decision Support for Suicide Screening CG Walsh, MA Ripperger, L Novak, C Reale, S Anders, A Spann, J Kolli, ... medRxiv, 2024.03. 14.24304318, 2024 | | 2024 |
Evaluating the impact of modeling choices on the performance of integrated genetic and clinical models TJ Morley, D Willimitis, M Ripperger, H Lee, L Han, Y Zhou, J Kang, ... medRxiv, 2023 | | 2023 |
Association Between Psychiatric Polygenic Scores, Healthcare Utilization and Comorbidity Burden HL Kirchner, D Rocha, RK Linner, D Wilimitis, CG Walsh, M Ripperger, ... medRxiv, 2023 | | 2023 |
Scalable risk prediction using prescription data C Walsh, M Ripperger, Q Chen, D Wilimitis US Patent App. 18/066,821, 2023 | | 2023 |
Scalable Incident Detection via Natural Language Processing and Probabilistic Language Models CG Walsh, D Wilimitis, Q Chen, A Wright, J Kolli, K Robinson, ... medRxiv, 2023.11. 30.23299249, 2023 | | 2023 |
METHODOLOGICAL IMPLICATIONS AND POTENTIAL BENEFIT FROM ADDING GENETICS TO CLINICAL PREDICTION MODELS OF SUICIDE ATTEMPT D Ruderfer, K Choi, J Kang, H Lee, T Morley, M Ripperger, J Smoller, ... European Neuropsychopharmacology 63, e28-e29, 2022 | | 2022 |
Ascertaining and Phenotyping Suicidality at Scale Using Electronic Health Records C Walsh, M Ripperger, D Wilimitis, R Ahmed, J Kang, D Ruderfer, ... Biological Psychiatry 91 (9), S30-S31, 2022 | | 2022 |
TH36. GENETIC AND CLINICAL CHARACTERISTICS OF TREATMENT RESISTANT DEPRESSION DEFINED USING EHR CLINICAL MODELS J Kang, V Castro, M Ripperger, D Burstein, DB Rocha, Y Hu, D Wilimitis, ... European Neuropsychopharmacology 51, e213-e214, 2021 | | 2021 |
METHODOLOGICAL AND PERFORMANCE IMPLICATIONS OF ADDING POLYGENIC RISK SCORES TO EHR-BASED PREDICTION MODELS T Morley, K Choi, R Michael, W Drew, J Kang, J Smoller, C Walsh, ... European Neuropsychopharmacology 51, e32, 2021 | | 2021 |
Inferred inheritance of MorbidMap genes without OMIM clinical synopsis A Shakir, M Ripperger, Z Jiang, KJ Wierenga Genetics in Medicine 20 (4), 470-473, 2018 | | 2018 |