Article

DB-ATRG: The Density and BI-RADS–Aware Triage and Automatic Report Generation System for Mammography

2026-07-23

Abstract excerpt

<h4>ABSTRACT</h4> <h4>Background</h4> The growing volume of mammography screenings has created severe radiologist shortages, while standard First-In, First-Out (FIFO) reading queues fail to prioritize urgent or complex cases, delaying critical diagnoses. <h4>Objective</h4> This study introduces the Density and BI-RADS–Aware Triage and Report Generation (DB-ATRG) framework to fundamentally restructure mammograph...

Topics

Open a Topic to create a Post that cites this publication.

Identifiers and source

Literature Corpus work: b3edbfae-baec-53fd-a480-be1e91639e3d
DOI: 10.64898/2026.07.22.26358655

Open publication

Related research

Semantic proximity does not establish scientific evidence.

Click a neighbor to travelStep 1 · 12 closest

DB-ATRG: The Density and BI-RADS–Aware Triage and Automatic Report Generation System for MammographyDOI 10.64898/2026.07.22.26358655Read

Automated ACR TI-RADS Classification of Thyroid Nodules from Narrative Ultrasound Reports Using a Fine-Tuned Open-Source Language Model: A Reproducible and Low-Resource FrameworkSemantic proximity Read

Prospective Evaluation of AI Risk Stratification for Triaging Expedited Screening Mammogram InterpretationSemantic proximity Read

Two-Stage Synthetic-to-Real Transfer Learning for Automated Mammography Report Generation Using Vision-Language ModelsSemantic proximity Read

MRG-R3: Retrieval-Reflection-Reward via Multimodal LLMs Advances Clinical Automated Medical Report GenerationSemantic proximity Read

MedSAM2-CXR: A Box-Latent Framework for Chest X-ray Classification and Report GenerationSemantic proximity Read

An MRI Foundation Model for Versatile Clinical Applications in Gynecological Cancer via Report Metadata LearningSemantic proximity Read

SHIELD: An AI Framework for Skeletal Health Intelligence and Early Lesion Detection to Improve Orthopedic ReferralsSemantic proximity Read

Astra: a generalizable report generation foundation model for 3D computed tomographySemantic proximity Read

MAP-RAG: A Multi-View Adaptive Pattern-Aware Medical Retrieval-Augmented Generation Diagnostic FrameworkSemantic proximity Read

Pillar-0: A New Frontier for Radiology Foundation ModelsSemantic proximity Read

Auditable agentic AI for evidence-grounded thyroid ultrasound diagnosis and reportingSemantic proximity Read

Current Landscape of Automatic Radiology Report Generation with Deep Learning: An Exploratory Systematic ReviewSemantic proximity Read