XREPORT: A Local-First Lab for Draft Radiology Reports

Описание и применение

XREPORT позволяет радиологам быстро создавать черновики отчетов локально, сохраняя конфиденциальность данных и обеспечивая прозрачность модели, после чего квалифицированный врач редактирует и утверждает финальный документ.

Задача

Radiologists spend most of their day drafting routine reports, which is time-consuming and prone to fatigue, yet existing tools either lack local privacy guarantees or provide opaque, unvalidated outputs.

Результат

Radiologists can produce draft reports faster while keeping data on-premises, with clear model provenance and a mandatory human review step, thereby reducing fatigue and maintaining clinical safety.

Рабочий процесс

• 1. Prepare dataset: import images and report metadata, review pairings, clean and tokenize data.
• 2. Train model: configure CPU/GPU training, monitor live metrics, save and resume checkpoints, evaluate performance before use.
• 3. Generate draft: submit up to sixteen study images, select a generation profile or custom checkpoint, run background job.
• 4. Review draft: edit Findings and Impression fields, view attached model provenance, then copy or export for qualified clinician review.

Доказательства

XREPORT is a tool that produces a structured first draft of the report, which a qualified clinician then reads, corrects, and signs.

Источник

XREPORT never phones home. Models are downloaded once, cached in a project-local resource directory, verified, and reused offline.

Источник

The result returns as editable Findings and Impression text with its metadata attached, ready to be copied or exported for qualified review.

Источник