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Showing 1 to 11 of 11 for “"Radiology reports"”.

  1. Deep Learning Based Approaches For Low Cost Defense Detection

    … chest X-ray images with corresponding radiology reports. Pretrained medical vision–language models, including BioViL-T, PubMedCLIP, and KAD, are used to generate embedding representations for both imaging and textual modalities. These embeddings are combined through a multimodal feature …

    nmu Repository record for Deep Learning Based Approaches For Low Cost Defense Detection (opens in a new tab)

  2. Multi-Dimensional Evaluation Metrics for Chest X-Ray Reports

    … using machine learning to generate high quality radiology reports using the large MIMIC-CXR chest x-ray dataset. However, there has been little work focused on evaluating the quality of generated reports from a clinical perspective, where accuracy is the most important factor. Current evaluation …

    mit Repository record for Multi-Dimensional Evaluation Metrics for Chest X-Ray Reports (opens in a new tab)

  3. Audit of the reporting adequacy of magnetic resonance enterograph performed in patients with Crohn's disease at Groote Schuur Hospital

    … CD. This audit aims to assess the adequacy of radiology reports for MRE in CD patients, performed at GSH. Objectives: Determine the proportion reporting elements included in MRE reports for patients with CD and compare it to international recommendations of essential elements to include in MRE …

    cape-town Repository record for Audit of the reporting adequacy of magnetic resonance enterograph performed in patients with Crohn's disease at Groote Schuur Hospital (opens in a new tab)

  4. Radiology Report Summarization With Large Language Models

    … In routine oncology practice, repeated radiology examinations yield numerous reports—each containing detailed Findings and a more concise Impression—that clinicians must synthesize to make informed treatment decisions. Motivated by the time-intensive and error-prone nature of manually …

    queens Repository record for Radiology Report Summarization With Large Language Models (opens in a new tab)

  5. Evidence-based AI Ethics

    … worked on, ranging from automatically-generated radiology reports to tech worker organizing.

    mit Repository record for Evidence-based AI Ethics (opens in a new tab)

  6. An exploratory study using the predicate-argument structure to develop methodology for measuring semantic similarity of radiology sentences

    … represent the sentence. This study explores and reports on the benefits, problems, and requirements to using the predicate-argument statement (PAS) as the framework. A convenient sample from a prior study with ten synsets of 100 unique sentences from radiology reports deemed by domain experts to …

    iupui Repository record for An exploratory study using the predicate-argument structure to develop methodology for measuring semantic similarity of radiology sentences (opens in a new tab)

  7. Multimodal Representation Learning for Medical Image Analysis

    … often multimodal, including images, text (e.g., radiology reports, clinical notes), and numerical signals (e.g., vital signs, laboratory measurements). These multimodal sources of information reflect different yet correlated manifestations of a subject’s underlying physiological processes. I …

    mit Repository record for Multimodal Representation Learning for Medical Image Analysis (opens in a new tab)

  8. Learning to Improve Clinical Decisions and AI Safety by Leveraging Structure

    … summaries, biomedical scientific articles, radiology reports, chest radiography imaging and spoken utterances. We tackle tasks such as forecasting patient states, relationship extraction, disease prediction, medical report generation and differentially private model training. We begin the …

    mit Repository record for Learning to Improve Clinical Decisions and AI Safety by Leveraging Structure (opens in a new tab)

  9. Pre-operative localization and surgical outcomes for primary hyperparathyroidism (PHPT): An 11-year review at a South African hospital

    … records, operative notes, nuclear medicine and radiology reports and captured on a confidential data sheet. Results: Records of 98 patients were found and included. Sestamibi had a sensitivity of 88%, a positive predictive value of 83% and an accuracy of 75%. Ultrasound had a sensitivity of 52%, …

    cape-town Repository record for Pre-operative localization and surgical outcomes for primary hyperparathyroidism (PHPT): An 11-year review at a South African hospital (opens in a new tab)

  10. Machine Learning Approaches for Equitable Healthcare

    … intimate partner violence self-reporting and radiology injury labeling from radiology reports. We conclude with a discussion about how machine learning can continue to address equity and bias in healthcare.

    mit Repository record for Machine Learning Approaches for Equitable Healthcare (opens in a new tab)

  11. Radiographic imaging for non-specific low back pain: the communication of radiology report findings.

    … and consequences; firstly by establishing how radiology reports are communicated to patients following a referral for lumbar spine radiographic imaging for non-specific low back pain and secondly, how this may influence the outcome (symptoms and behaviour) for an individual from their …

    bournemouth Repository record for Radiographic imaging for non-specific low back pain: the communication of radiology report findings. (opens in a new tab)