Search Results - "Moukheiber, Dana"
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A multimodal framework for extraction and fusion of satellite images and public health data
Published in Scientific data (15-06-2024)“…In low- and middle-income countries, the substantial costs associated with traditional data collection pose an obstacle to facilitating decision-making in the…”
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Strategies and solutions to address Digital Determinants of Health (DDOH) across underinvested communities
Published in PLOS Digital Health (01-10-2023)“…Healthcare has long struggled to improve services through technology without further widening health disparities. With the significant expansion of digital…”
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Bias in artificial intelligence algorithms and recommendations for mitigation
Published in PLOS Digital Health (01-06-2023)“…The adoption of artificial intelligence (AI) algorithms is rapidly increasing in healthcare. Such algorithms may be shaped by various factors such as social…”
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4
A systematic review of federated learning applications for biomedical data
Published in PLOS digital health (01-05-2022)“…Federated learning (FL) allows multiple institutions to collaboratively develop a machine learning algorithm without sharing their data. Organizations instead…”
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Village mentoring and hive learning: The MIT Critical Data experience
Published in iScience (25-06-2021)Get full text
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VARIATION IN MONITORING: BIAS IN LACTATE MEASUREMENT IN ICU IN SEPSIS
Published in Chest (01-10-2024)Get full text
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Emulating Target Trials Comparing Early and Delayed Intubation Strategies
Published in Chest (01-10-2023)“…Whether intubation should be initiated early in the clinical course of critically ill patients remains a matter of debate. Results from prior observational…”
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Enabling chronic obstructive pulmonary disease diagnosis through chest X-rays: A multi-site and multi-modality study
Published in International journal of medical informatics (Shannon, Ireland) (01-10-2023)“…•This study implements data- and model-level fusion strategies to build a COPD screening model.•Clinical data and CXRs from multiple sites were combined to…”
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A scoping review of artificial intelligence applications in thoracic surgery
Published in European journal of cardio-thoracic surgery (24-01-2022)“…Abstract OBJECTIVES Machine learning (ML) has great potential, but there are few examples of its implementation improving outcomes. The thoracic surgeon must…”
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The impact of commercial health datasets on medical research and health-care algorithms
Published in The Lancet. Digital health (01-05-2023)“…As the health-care industry emerges into a new era of digital health driven by cloud data storage, distributed computing, and machine learning, health-care…”
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11
Bias in artificial intelligence algorithms and recommendations for mitigation
Published in PLOS digital health (01-06-2023)“…The adoption of artificial intelligence (AI) algorithms is rapidly increasing in healthcare. Such algorithms may be shaped by various factors such as social…”
Get full text
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12
A systematic review of federated learning applications for biomedical data
Published in PLOS digital health (01-05-2022)“…Objectives Federated learning (FL) allows multiple institutions to collaboratively develop a machine learning algorithm without sharing their data…”
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13
Surfactant-Stripped Pheophytin Micelles for Multimodal Tumor Imaging and Photodynamic Therapy
Published in ACS applied bio materials (22-01-2019)“…Porphyrin-based nanomaterials can inherently integrate multiple contrast imaging functionalities with phototherapeutic capabilities. We dispersed pheophytin…”
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Looking Beyond What You See: An Empirical Analysis on Subgroup Intersectional Fairness for Multi-label Chest X-ray Classification Using Social Determinants of Racial Health Inequities
Published 26-03-2024“…There has been significant progress in implementing deep learning models in disease diagnosis using chest X- rays. Despite these advancements, inherent biases…”
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Improving Joint Learning of Chest X-Ray and Radiology Report by Word Region Alignment
Published 04-09-2021“…Self-supervised learning provides an opportunity to explore unlabeled chest X-rays and their associated free-text reports accumulated in clinical routine…”
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DengueNet: Dengue Prediction using Spatiotemporal Satellite Imagery for Resource-Limited Countries
Published 19-01-2024“…Dengue fever presents a substantial challenge in developing countries where sanitation infrastructure is inadequate. The absence of comprehensive healthcare…”
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Early Diagnosis of Chronic Obstructive Pulmonary Disease from Chest X-Rays using Transfer Learning and Fusion Strategies
Published 13-11-2022“…Chronic obstructive pulmonary disease (COPD) is one of the most common chronic illnesses in the world and the third leading cause of mortality worldwide. It is…”
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Learning to Ask Like a Physician
Published 06-06-2022“…Existing question answering (QA) datasets derived from electronic health records (EHR) are artificially generated and consequently fail to capture realistic…”
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