Ramy R.

Key Skills

Software

Don't disclose

Top Subject Matter

Dental radiology and oral pathology imaging (clinical ground-truth preparation)

Dental imaging interpretation for digital dentistry workflows (ground-truth adjacent)

CBCT/intraoral imaging review and structured digital case preparation for dental AI pipelines

Top Data Types

Image

Top Task Types

Diagnosis

Classification

Freelancer Overview

Dental Intern — Faculty of Dentistry, Cairo University. Brings 3+ years of professional experience across complex professional workflows, research, and quality-focused execution. Core strengths include Don't disclose, 3Shape Dental System, and ExoCAD. Education includes Bachelor of Dental Surgery, Cairo University (2025). AI-training focus includes data types such as Medical, DICOM, and Image and labeling workflows including Diagnosis and Classification.

Labeling Experience

Dental Intern - Faculty of Dentistry

ImageClassification

As a Dental Intern, you rotate through multiple clinical specialties to gain structured exposure to the full spectrum of intraoral pathology. You assess radiographic and photographic clinical records to support accurate differential diagnosis and consistent pathology classification. You develop inter-rater reliability by aligning your findings with attending clinicians under specialist supervision. • Rotations across oral surgery, periodontology, restorative dentistry, fixed prosthodontics, oral medicine, and radiology • Systematic evaluation of caries, periapical lesions, crestal bone loss, furcation involvement, soft tissue anomalies, and failing restorations • Structured case documentation with emphasis on grading and reproducibility • Supervised clinical reasoning to align diagnostic conclusions across disciplines

2025 - Present

Founder & Lead Digital Designer — Zenith Digital Lab

Diagnosis

Reviews intraoral scans, CBCT data, and clinical photographs to generate restorations, surgical/prosthetic guides, and related outputs. Uses systematic visual assessment of patient imaging as the initial step for each case, mirroring structured ground-truth reasoning. Builds familiarity with 3D data structures and visualization modalities used in dental AI pipelines. • Performs daily intake review of imaging modalities (STL/CBCT/photos) to establish findings. • Produces digital prosthetics/guides using structured evaluation of patient imaging. • Develops digital case presentation tools using 3D STL viewing for consistent interpretation. • Operates as a self-managed remote lab supporting high-accuracy repeatable workflows.

2025 - Present

Dental CAD Designer & 3D Printing Technician — Banhawy Clinics

Diagnosis

Interprets intraoral scans, radiographs, and photographic records daily to drive precise digital outputs that rely on consistent visual assessment. Translates imaging-derived anatomy and pathology cues into structured digital designs for restorations and prosthetics. Maintains high-accuracy, repeatable quality standards through systematic landmark and deviation checks. • Converts clinical imaging into precise digital design inputs (scan-to-design workflow). • Evaluates scan artifacts, margins, and occlusal relationships from imaging data. • Applies systematic analysis of anatomy and pathology to ensure consistent case outputs. • Performs structured visual quality review to support label-like consistency.

2025 - Present

Dental Intern — Faculty of Dentistry, Cairo University

Don't discloseDiagnosis

Assesses patient imaging records to consistently identify oral pathology relevant to model ground-truth labels. Applies structured clinical documentation habits and differential diagnosis to support reproducible classification across encounters. Builds inter-rater reliability by aligning personal findings with supervising clinicians’ diagnostic conclusions. • Reviews radiographic and photographic clinical records (e.g., caries depth, periapical lesions, bone loss). • Performs landmark- and finding-based pathology classification with repeatable criteria. • Supports labeling consistency by reconciling observations with attending clinician conclusions. • Uses supervised clinical workflow practices analogous to annotation QA.

2025 - Present

Dental CAD/CAM Designer — Golden Smile Dental Lab (Part-time)

Diagnosis

Assists and observes CAD/CAM design of dental restorations using scan-based digital workflows that require consistent visual interpretation of imaging data. Learns to identify scan artifacts, margin quality, and occlusal clearance issues directly from digital impression outputs. Practices structured quality review with senior technicians to ensure functional, aesthetic, and patient-specific requirements are met. • Supports design of partial denture frameworks, crowns, and bridges using CAD/CAM workflows. • Evaluates imaging-derived details such as margins and occlusal clearance. • Participates in consistency-focused visual quality checks akin to annotation review. • Collaborates with senior technicians to verify correctness against clinical requirements.

2024 - 2026

Education

Work History