Assessing the capacity of social determinants of health data to augment predictive models identifying patients in need of wraparound social services SN Kasthurirathne, JR Vest, N Menachemi, PK Halverson, SJ Grannis Journal of the American Medical Informatics Association 25 (1), 47-53, 2018 | 80 | 2018 |
Enabling better interoperability for healthcare: lessons in developing a standards based application programing interface for electronic medical record systems SN Kasthurirathne, B Mamlin, H Kumara, G Grieve, P Biondich Journal of medical systems 39, 1-8, 2015 | 78 | 2015 |
Impact of risk stratification on referrals and uptake of wraparound services that address social determinants: a stepped wedged trial JR Vest, N Menachemi, SJ Grannis, JL Ferrell, SN Kasthurirathne, ... American journal of preventive medicine 56 (4), e125-e133, 2019 | 46 | 2019 |
Evaluating the effect of data standardization and validation on patient matching accuracy SJ Grannis, H Xu, JR Vest, S Kasthurirathne, N Bo, B Moscovitch, ... Journal of the American Medical Informatics Association 26 (5), 447-456, 2019 | 39 | 2019 |
Generalization of machine learning approaches to identify notifiable conditions from a statewide health information exchange GP Dexter, SJ Grannis, BE Dixon, SN Kasthurirathne AMIA Summits on Translational Science Proceedings 2020, 152, 2020 | 36 | 2020 |
Toward better public health reporting using existing off the shelf approaches: A comparison of alternative cancer detection approaches using plaintext medical data and non … SN Kasthurirathne, BE Dixon, J Gichoya, H Xu, Y Xia, B Mamlin, ... Journal of biomedical informatics 60, 145-152, 2016 | 36 | 2016 |
Development and validation of a prognostic model predicting symptomatic hemorrhagic transformation in acute ischemic stroke at scale in the OHDSI network Q Wang, JM Reps, KF Kostka, PB Ryan, Y Zou, EA Voss, PR Rijnbeek, ... PLoS One 15 (1), e0226718, 2020 | 33 | 2020 |
Identification of patients in need of advanced care for depression using data extracted from a statewide health information exchange: a machine learning approach SN Kasthurirathne, PG Biondich, SJ Grannis, S Purkayastha, JR Vest, ... Journal of medical Internet research 21 (7), e13809, 2019 | 27 | 2019 |
Toward better public health reporting using existing off the shelf approaches: The value of medical dictionaries in automated cancer detection using plaintext medical data SN Kasthurirathne, BE Dixon, J Gichoya, H Xu, Y Xia, B Mamlin, ... Journal of biomedical informatics 69, 160-176, 2017 | 24 | 2017 |
Using natural language processing to classify social work interventions AT Bako, HL Taylor, K Wiley Jr, J Zheng, H Walter-McCabe, ... The American journal of managed care 27 (1), e24, 2021 | 23 | 2021 |
Towards standardized patient data exchange: integrating a FHIR based API for the open medical record system SN Kasthurirathne, B Mamlin, G Grieve, P Biondich MEDINFO 2015: eHealth-enabled Health, 932-932, 2015 | 22 | 2015 |
Overcoming the maternal care crisis: how can lessons learnt in global health informatics address US maternal health outcomes? SN Kasthurirathne, BW Mamlin, S Purkayastha, T Cullen AMIA Annual Symposium Proceedings 2017, 1034, 2017 | 18 | 2017 |
Reasons for social work referrals in an urban safety-net population: a natural language processing and market basket analysis approach AT Bako, H Walter-McCabe, SN Kasthurirathne, PK Halverson, JR Vest Journal of Social Service Research 47 (3), 414-425, 2020 | 13 | 2020 |
Public health analytics and big data SN Kasthurirathne, YA Ho, BE Dixon Public health informatics and information systems, 203-219, 2020 | 12 | 2020 |
Precision health–enabled machine learning to identify need for wraparound social services using patient-and population-level data sets: algorithm development and validation SN Kasthurirathne, S Grannis, PK Halverson, J Morea, N Menachemi, ... JMIR Medical Informatics 8 (7), e16129, 2020 | 11 | 2020 |
Natural language processing-driven state machines to extract social factors from unstructured clinical documentation KS Allen, DR Hood, J Cummins, S Kasturi, EA Mendonca, JR Vest JAMIA open 6 (2), ooad024, 2023 | 10 | 2023 |
Generative adversarial networks for creating synthetic free-text medical data: a proposal for collaborative research and re-use of machine learning models SN Kasthurirathne, G Dexter, SJ Grannis AMIA Summits on Translational Science Proceedings 2021, 335, 2021 | 10 | 2021 |
Predicting COVID-19–related health care resource utilization across a statewide patient population: Model development study SN Kasturi, J Park, D Wild, B Khan, DA Haggstrom, S Grannis Journal of Medical Internet Research 23 (11), e31337, 2021 | 9 | 2021 |
Evaluating methods for identifying cancer in free-text pathology reports using various machine learning and data preprocessing approaches SN Kasthurirathne, BE Dixon, SJ Grannis IOS, 2015 | 8 | 2015 |
Choice of measurement approach for area-level social determinants of health and risk prediction model performance JR Vest, SN Kasthurirathne, W Ge, J Gutta, O Ben-Assuli, PK Halverson Informatics for Health and Social Care 47 (1), 80-91, 2022 | 5 | 2022 |