Machine learning applications in healthcare: The state of knowledge and future directions
Detection of easily missed hidden patterns with fast processing power makes machine
learning (ML) indispensable to today's healthcare system. Though many ML applications …
learning (ML) indispensable to today's healthcare system. Though many ML applications …
Association of social needs and healthcare utilization among medicare and medicaid beneficiaries in the accountable health communities model
J Holcomb, L Highfield, GM Ferguson… - Journal of general …, 2022 - Springer
Background Integration of health-related social needs (HRSNs) data into clinical care is
recognized as a driver for improving healthcare. However, few published studies on HRSNs …
recognized as a driver for improving healthcare. However, few published studies on HRSNs …
[HTML][HTML] 2021 SAEM Consensus Conference Proceedings: Research Priorities for Developing Emergency Department Screening Tools for Social Risks and Needs
J Furbacher, C Fockele, B Del Buono… - Western Journal of …, 2022 - ncbi.nlm.nih.gov
Methods In this paper, we present research gaps and priorities pertaining to social risks and
needs screening tools used in the ED, identified through a consensus approach informed by …
needs screening tools used in the ED, identified through a consensus approach informed by …
Health and health care use strongly associated with cumulative burden of social determinants of health
KG Jones, SE Roth, KB Vartanian - Population health management, 2022 - liebertpub.com
Understanding health outcomes and patterns of health care utilization associated with
patients' cumulative social determinant of health (SDOH) risk is essential to supporting better …
patients' cumulative social determinant of health (SDOH) risk is essential to supporting better …
Impact of social needs in electronic health records and claims on health care utilization and costs risk-adjustment models within medicaid population
Patients enrolled in Medicaid have significantly higher social needs (SNs) than others.
Using claims and electronic health records (EHRs) data, managed care organizations …
Using claims and electronic health records (EHRs) data, managed care organizations …
Predicting health-related social needs in Medicaid and Medicare populations using machine learning
J Holcomb, LC Oliveira, L Highfield, KO Hwang… - Scientific reports, 2022 - nature.com
Providers currently rely on universal screening to identify health-related social needs
(HRSNs). Predicting HRSNs using EHR and community-level data could be more efficient …
(HRSNs). Predicting HRSNs using EHR and community-level data could be more efficient …
Unmet Social Needs and Breast Cancer Screening Utilization and Stage at Presentation
Importance Unmet social needs in local populations may hinder the development of targeted
cancer control interventions aimed at improving screening utilization and early-stage breast …
cancer control interventions aimed at improving screening utilization and early-stage breast …
The Dallas accountable health community: its impact on health-related social needs, care, and costs
J Naeem, E Salazar-Contreras… - … Innovations in Care …, 2022 - catalyst.nejm.org
Abstract In May 2017, the US Centers for Medicare & Medicaid Services (CMS) launched the
Accountable Health Communities (AHC) Model, a 5-year initiative to address a critical gap …
Accountable Health Communities (AHC) Model, a 5-year initiative to address a critical gap …
The Social Determinants of Health and Their Impact on Dermatologic Health, Part 2: Taking Action to Address the Social Determinants of Health
AY Chang, S Bowers - Dermatologic Clinics, 2023 - derm.theclinics.com
In part due to disparities highlighted by the COVID-19 pandemic, there has been a renewed
emphasis on health equity—the ability of every individual to attain their “full health potential” …
emphasis on health equity—the ability of every individual to attain their “full health potential” …
Understanding social needs screening and demographic data collection in primary care practices serving Maryland Medicare patients
CM Starling, M Smith, S Kazi, A Milicia… - BMC Health Services …, 2024 - Springer
Background Health outcomes are strongly impacted by social determinants of health,
including social risk factors and patient demographics, due to structural inequities and …
including social risk factors and patient demographics, due to structural inequities and …