Radiology

Diagnostic Radiology

Latest AI and machine learning research in diagnostic radiology for healthcare professionals.

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AI detection of peri-implantitis on 2D radiographs: a systematic review and diagnostic accuracy assessment.

Peri-implantitis is a major biological complication that compromises the longevity of dental implants, and accurate radiographic assessment is essential for early detection and intervention. Artificial intelligence (AI) has shown promising performance in dental imaging; however, the evidence supporting its diagnostic utility for peri-implant disease on two-dimensional radiographs remains fragmente...

May 21 2026 42166026

AJNR Study-Specific Guidelines for AI in Medical Imaging: Bridging Gaps in Reference Standard and Clinical Evaluation.

The rapid proliferation of artificial intelligence (AI) applications in neuroradiology can lead to heterogeneous study design and reporting that impede reproducibility and clinical translation. To support authors submitting AI imaging research to AJNR, we introduce six study-type-specific reporting checklists for studies focused on: (1) Classification and Clinical Outcome Prediction, (2) Lesion De...

May 21 2026 42167930
Comparison of the diagnostic accuracy of dentists and ChatGPT in jawbone lesions.

BACKGROUND/OBJECTIVES: Artificial intelligence (AI) is leading to a significant paradigm shift in medical imaging and diagnostic sciences. In particul...

May 18 2026 42151995
Artificial Intelligence (Pattern Recognition) in Musculoskeletal Imaging: The Future or Hype?

Artificial intelligence and automated pattern recognition, in particular, have been described as the next frontier in musculoskeletal imaging. However...

May 12 2026 42119688
The potential role of artificial intelligence in the diagnosis of Acanthamoeba keratitis-a scoping review.

BACKGROUND: Acanthamoeba keratitis (AK) is a severe, sight-threatening infectious disease with a rising global incidence, linked to the increasing use...

May 11 2026 42114398
Musculoskeletal Interventions: The Past, Present, and Future.

Musculoskeletal radiology has transitioned to "musculoskeletal imaging and intervention," encompassing both traditional diagnostic roles and specializ...

May 8 2026 42103297
Artificial intelligence in cancer diagnostics: a primer for clinicians and scientists.

Artificial Intelligence (AI) is rapidly transforming cancer care by enabling healthcare teams to make more accurate diagnoses, predict responses to th...

May 7 2026 42097285
The Role of Digital Pathology in Optimizing the Quality and Timeliness of Intraoperative Consultation.

BackgroundIntraoperative consultation using frozen sections has been crucial for guiding surgical decisions, but has often been limited by the time an...

May 6 2026 42087748
Bridging Industry and Academia: Proceedings from the 2025 Academy Roundtable on AI Implementation in Medical Imaging.

Despite rapid advancements in artificial intelligence (AI) for medical imaging, widespread clinical adoption remains limited. In March 2025, the Acade...

May 6 2026 42089795
S-MEOD: A Novel Evaluation Metric for Frame-Based Medical Object Detection.

Traditional metrics such as precision, recall, mean Average Precision (mAP), and F-score are widely used to evaluate object detection models. However,...

May 6 2026 42091801
From intelligent models to clinical tools: the evolving landscape of AI in medical imaging.

Integration of Artificial Intelligence (AI), particularly deep learning, into medical imaging represents a profound shift in diagnostic medicine, movi...

May 2 2026 42069740
Evaluation of new vectorcardiography algorithms for identifying left ventricular hypertrophy and impaired systolic function.

BACKGROUND: Timely diagnosis of impaired systolic function and left ventricular hypertrophy (LVH) remains a clinical challenge. Routine electrocardiog...

May 2 2026 42107243
The Role of Artificial Intelligence Algorithms in Challenging Diagnostic Cases - Between Potential and Real Clinical Support.

INTRODUCTION: Extranodal natural killer/T-cell lymphoma, nasal type (ENKTL), is a rare EBV-associated malignancy characterized by destructive tumors i...

Apr 30 2026 42023639
Next-generation AI for visually occult pancreatic cancer detection in a low-prevalence setting with longitudinal stability and multi-institutional generalisability.

BACKGROUND: Failure of conventional imaging to detect pancreatic ductal adenocarcinoma (PDA) at its visually occult pre-diagnostic stage is a primary ...

Apr 28 2026 42049489
Data-driven thresholds for standardized classification of severe Alzheimer's disease neuropathology using digital neuropathology.

Alzheimer's disease neuropathological changes (ADNC)-operationalized with semi-quantitative parameters-represent the consensus-based gold standard for...

Apr 26 2026 42035704
High-Throughput Imaging Cytometry paired with Artificial Intelligence Identifies Ultra-Rare Sperm in Men previously Diagnosed with Clinical Azoospermia.

OBJECTIVE: To determine whether a novel diagnostic platform which pairs high-throughput imaging cytometry with Artificial Intelligence (AI) assisted i...

Apr 24 2026 42036054
AI-Based Denoising for Simulated Dose Reduction in Pediatric Chest Radiography: A Prospective Multicenter Evaluation of Image Quality and Diagnostic Performance.

RATIONALE AND OBJECTIVES: Radiation dose reduction in pediatric chest radiography is a clinical priority due to increased radiosensitivity and cumulat...

Apr 24 2026 42034503
Optimizing Timeliness of Healthcare Delivery in Diagnostic Radiology at U.S. Academic Centers.

RATIONALE AND OBJECTIVES: Timely radiology access is essential for accurate diagnosis, treatment planning, and efficient care delivery. U.S. academic ...

Apr 23 2026 42031598
Evaluating data heterogeneity's impact on convolutional neural network performance in medical imaging.

PURPOSE: Machine learning in medical imaging (MIML) is critical to computer-aided diagnostics. However, data heterogeneity-variation in medical data a...

Apr 21 2026 42012575
Reporting efficiency in diagnostic imaging: Can plug-and-play general-purpose large language models outperform conventional speech recognition?

OBJECTIVES: To compare conventional speech recognition (CSR) and a general-purpose large language model (LLM) in radiology reports, focusing on genera...

Apr 20 2026 42009869
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