Mir N.

Key Skills

Software

Don't disclose

Top Subject Matter

Radiation oncology medical imaging segmentation for treatment planning

Legal Services & Contract Review

Regulatory Compliance & Risk Analysis

Top Data Types

Image

Text

Document

Top Task Types

Segmentation

Freelancer Overview

Radiation Therapist – Treatment Delivery & Planning (AI-assisted contouring/segmentation exposure) at Sunnybrook Health . Brings 37+ years of professional experience across complex professional workflows, research, and quality-focused execution. Core strengths include RayStation. Education includes Associate Degree in Radiation Therapy, Shahid Beheshti Medical Sciences University (1990). AI-training focus includes data types such as Medical and DICOM and labeling workflows including Segmentation.

Labeling Experience

Radiation Therapist – Treatment Delivery & Planning (AI-assisted contouring/segmentation exposure) at Sunnybrook Health Sciences Center – Odette Cancer Centre

Segmentation

Provided AI-assisted contouring and segmentation exposure within RayStation treatment planning workflows for radiation oncology image data. Supported safe and accurate clinical outcomes by working with advanced imaging inputs (including CBCT, KV, and MV) used in creating or validating labeled anatomical structures. Participated in quality assurance processes relevant to maintaining reliable labeled outputs for downstream treatment planning decisions. • Assisted with AI-assisted contouring/segmentation workflow usage in RayStation. • Worked with image-guided radiation therapy modalities that produce clinical DICOM imaging for segmentation. • Participated in QA activities such as treatment chart QA and site-specific QA supporting labeled clinical artifacts. • Collaborated with oncology teams to support protocol-driven patient care requiring consistent labeled structure handling.

2005 - Present

Education

Work History