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Explainable Ai Using Knowledge Graphs, Manas Gaur, Ankit Desai, Keyur Faldu, Amit Sheth
Explainable Ai Using Knowledge Graphs, Manas Gaur, Ankit Desai, Keyur Faldu, Amit Sheth
Publications
During the last decade, traditional data-driven deep learning (DL) has shown remarkable success in essential natural language processing tasks, such as relation extraction. Yet, challenges remain in developing artificial intelligence (AI) methods in real-world cases that require explainability through human interpretable and traceable outcomes. The scarcity of labeled data for downstream supervised tasks and entangled embeddings produced as an outcome of self-supervised pre-training objectives also hinders interpretability and explainability. Additionally, data labeling in multiple unstructured domains, particularly healthcare and education, is computationally expensive as it requires a pool of human expertise. Consider Education Technology, where AI systems fall along a …
Association Of Patient-Centered Medical Home Designation And Quality Indicators Within Hrsa-Funded Community Health Center Delivery Sites, Nathaniel Bell, Rebecca Wilkerson, Kathy Mayfield-Smith, Ana Lopez-De Fede
Association Of Patient-Centered Medical Home Designation And Quality Indicators Within Hrsa-Funded Community Health Center Delivery Sites, Nathaniel Bell, Rebecca Wilkerson, Kathy Mayfield-Smith, Ana Lopez-De Fede
Publications
Background: Patient-Centered Medical Home (PCMH) adoption is an important strategy to help improve primary care quality within Health Resources and Service Administration (HRSA) community health centers (CHC), but evidence of its effect thus far remains mixed. A limitation of previous evaluations has been the inability to account for the proportion of CHC delivery sites that are designated medical homes. Methods: Retrospective cross-sectional study using HRSA Uniform Data System (UDS) and certification files from the National Committee for Quality Assurance (NCQA) and the Joint Commission (JC). Datasets were linked through geocoding and an approximate string-matching algorithm. Predicted probability scores were regressed …
Community Social Determinants And Health Outcomes Drive Availability Of Patient-Centered Medical Homes, Nathaniel Bell, Rebecca Wilkerson, Kathy Mayfield-Smith, Ana Lopez-De Fede
Community Social Determinants And Health Outcomes Drive Availability Of Patient-Centered Medical Homes, Nathaniel Bell, Rebecca Wilkerson, Kathy Mayfield-Smith, Ana Lopez-De Fede
Publications
The collaborative design of America’s patient-centered medical homes places these practices at the forefront of emerging efforts to address longstanding inequities in the quality of primary care experienced among socially and economically marginalized populations. We assessed the geographic distribution of the country’s medical homes and assessed whether they are appearing within communities that face greater burdens of disease and social vulnerability. We assessed overlapping spatial clusters of mental and physical health surveys; health behaviors, including alcohol-impaired driving deaths and drug overdose deaths; as well as premature mortality with clusters of medical home saturation and community socioeconomic characteristics. Overlapping spatial clusters …