Taxonomy Distribution Report

Overview

• Total Concepts: 270
• Number of Taxonomies: 14
• Average Concepts per Taxonomy: 19.3

Distribution Summary

Category	TaxonomyID	Count	Percentage	Status
ANAT	ANAT	25	9.3%	✅
IMPL	IMPL	25	9.3%	✅
TECH	TECH	25	9.3%	✅
OPS	OPS	25	9.3%	✅
IMG	IMG	20	7.4%	✅
DENT	DENT	20	7.4%	✅
TRAU	TRAU	20	7.4%	✅
ORTH	ORTH	20	7.4%	✅
PATH	PATH	20	7.4%	✅
FRONT	FRONT	20	7.4%	✅
TMJ	TMJ	15	5.6%	✅
ADVC	ADVC	15	5.6%	✅
PHARM	PHARM	11	4.1%	✅
ANES	ANES	9	3.3%	✅

Visual Distribution

ANAT   ████  25 (  9.3%)
IMPL   ████  25 (  9.3%)
TECH   ████  25 (  9.3%)
OPS    ████  25 (  9.3%)
IMG    ███  20 (  7.4%)
DENT   ███  20 (  7.4%)
TRAU   ███  20 (  7.4%)
ORTH   ███  20 (  7.4%)
PATH   ███  20 (  7.4%)
FRONT  ███  20 (  7.4%)
TMJ    ██  15 (  5.6%)
ADVC   ██  15 (  5.6%)
PHARM  ██  11 (  4.1%)
ANES   █   9 (  3.3%)

Balance Analysis

✅ No Over-Represented Categories

All categories are under the 30% threshold. Good balance!

Category Details

ANAT (ANAT)

Count: 25 concepts (9.3%)

Concepts:

• 1. Maxillofacial Bone Anatomy
• 1. Mandibular Anatomy
• 1. Maxillary Anatomy
• 1. Orbital Anatomy
• 1. Neurovascular Anatomy
• 1. Trigeminal Nerve Branches
• 1. Facial Nerve Anatomy
• 1. Fascial Planes and Spaces
• 1. Vascular Supply of Face
• 1. Muscles of Mastication
• 1. TMJ Functional Anatomy
• 1. Salivary Gland Anatomy
• 1. Nasal and Sinus Anatomy
• 1. Dental Occlusion
• 1. Cephalometric Landmarks
• ...and 10 more

IMPL (IMPL)

Count: 25 concepts (9.3%)

Concepts:

• 1. Implant Design and Systems
• 1. Treatment Planning Implants
• 1. Conventional Placement
• 1. Guided Implant Surgery
• 1. Robotic Implant Placement
• 1. Immediate Implant Placement
• 1. Bone Graft Types
• 1. Autogenous Bone Harvest
• 1. Allograft Materials
• 1. Xenograft Materials
• 1. Alloplastic Grafts
• 1. Sinus Augmentation
• 1. Ridge Augmentation
• 1. GBR Membrane Techniques
• 1. Zygomatic Implants
• ...and 10 more

TECH (TECH)

Count: 25 concepts (9.3%)

Concepts:

• 1. Surgical Robotics Princ
• 1. Yomi Robotic System
• 1. Yomi S and YomiPlan AI
• 1. da Vinci in TORS
• 1. Hugo RAS Platform
• 1. Versius System
• 1. Robotic Credentialing
• 1. Robotic ROI Analysis
• 1. Navigation Principles
• 1. Brainlab Kick System
• 1. Stryker Navigation
• 1. KLS Martin IPS Nav
• 1. X-Guide Navigation
• 1. Navident System
• 1. Surface Registration
• ...and 10 more

OPS (OPS)

Count: 25 concepts (9.3%)

Concepts:

• 1. CDT Code System
• 1. CPT Code System
• 1. ICD-10 Coding for OMS
• 1. Medical-Dental CrossCode
• 1. Prior Authorization
• 1. Insurance Appeals
• 1. Medicare OMS Guidelines
• 1. Medicaid Coverage
• 1. Anesthesia Coding
• 1. Revenue Cycle Mgmt
• 1. Practice Financial KPIs
• 1. Overhead Management
• 1. OMSVision EHR
• 1. DSN Cloud Software
• 1. WinOMS System
• ...and 10 more

IMG (IMG)

Count: 20 concepts (7.4%)

Concepts:

• 1. CBCT Principles
• 1. CBCT Interpretation
• 1. Medical CT Protocols
• 1. MRI in OMS
• 1. Panoramic Radiography
• 1. Cephalometric Analysis
• 1. DICOM Workflow
• 1. 3D Reconstruction
• 1. Radiation Safety
• 1. AI Image Segmentation
• 1. Pathology on Imaging
• 1. Fracture Classification
• 1. Tumor Staging Imaging
• 1. Implant Site Assessment
• 1. TMJ Imaging Protocols
• ...and 5 more

DENT (DENT)

Count: 20 concepts (7.4%)

Concepts:

• 1. Simple Extraction
• 1. Surgical Extraction
• 1. Impacted Third Molars
• 1. Impaction Classification
• 1. Nerve Injury Management
• 1. Inferior Alveolar Nerve
• 1. Lingual Nerve Injury
• 1. Dry Socket Management
• 1. OAC/OAF Management
• 1. Alveoloplasty
• 1. Pre-Prosthetic Surgery
• 1. Tori and Exostoses
• 1. Surgical Crown Lengthening
• 1. Exposure for Orthodontics
• 1. Root Tip Retrieval
• ...and 5 more

TRAU (TRAU)

Count: 20 concepts (7.4%)

Concepts:

• 1. Trauma Assessment
• 1. ATLS for OMS
• 1. Mandible Fracture Types
• 1. Mandibular Angle Fracture
• 1. Condylar Fracture
• 1. Symphysis Fracture
• 1. Midface Fracture
• 1. LeFort Fracture Types
• 1. ZMC Fracture
• 1. Orbital Floor Fracture
• 1. NOE Fracture
• 1. Panfacial Fracture
• 1. Soft Tissue Injury
• 1. Pediatric Facial Fracture
• 1. Ballistic Facial Injury
• ...and 5 more

ORTH (ORTH)

Count: 20 concepts (7.4%)

Concepts:

• 1. Dentofacial Diagnosis
• 1. Orthodontic Coordination
• 1. Model Surgery
• 1. Virtual Surgical Planning
• 1. LeFort I Osteotomy
• 1. BSSO Technique
• 1. Genioplasty
• 1. Segmental Osteotomy
• 1. Distraction Osteogenesis
• 1. Surgery-First Approach
• 1. IPS CaseDesigner
• 1. Materialise ProPlan CMF
• 1. Custom Surgical Splints
• 1. Orthognathic Stability
• 1. Orthognathic Complications
• ...and 5 more

PATH (PATH)

Count: 20 concepts (7.4%)

Concepts:

• 1. Biopsy Techniques
• 1. Odontogenic Cysts
• 1. Non-Odontogenic Cysts
• 1. Ameloblastoma
• 1. Odontogenic Keratocyst
• 1. Benign Jaw Tumors
• 1. SCC of Oral Cavity
• 1. Tumor Staging TNM
• 1. Surgical Margins
• 1. Neck Dissection
• 1. Sentinel Lymph Node
• 1. Free Flap Reconstruction
• 1. Fibula Free Flap
• 1. Microvascular Technique
• 1. Radiation Sequelae
• ...and 5 more

FRONT (FRONT)

Count: 20 concepts (7.4%)

Concepts:

• 1. MSC in Bone Regeneration
• 1. Dental Pulp Stem Cells
• 1. Scaffold-Based Regen
• 1. Tissue Engineering
• 1. AI CBCT Analysis
• 1. AI Pathology Detection
• 1. AI Treatment Planning
• 1. NLP Clinical Documenting
• 1. Telemedicine in OMS
• 1. Virtual Consultations
• 1. Remote Postop Monitoring
• 1. Telehealth Billing
• 1. ABOMS Certification
• 1. ABOMS MOC Requirements
• 1. CE Planning Strategy
• ...and 5 more

TMJ (TMJ)

Count: 15 concepts (5.6%)

Concepts:

• 1. TMJ Pathophysiology
• 1. TMD Diagnosis
• 1. Conservative TMJ Mgmt
• 1. TMJ Arthrocentesis
• 1. TMJ Arthroscopy
• 1. Disc Repositioning
• 1. Discectomy
• 1. Eminectomy
• 1. Condylectomy
• 1. Total Joint Replacement
• 1. Costochondral Graft
• 1. Patient-Specific TMJ
• 1. TMJ Ankylosis Surgery
• 1. TMJ CPT Coding
• 1. Nav-Guided TMJ Surgery

ADVC (ADVC)

Count: 15 concepts (5.6%)

Concepts:

• 1. Cleft Lip Repair
• 1. Cleft Palate Repair
• 1. Alveolar Cleft Grafting
• 1. Velopharyngeal Insuffic
• 1. Craniosynostosis
• 1. Hemifacial Microsomia
• 1. Rhinoplasty
• 1. Blepharoplasty
• 1. Rhytidectomy
• 1. Injectable Therapies
• 1. OSA Pathophysiology
• 1. MMA for Sleep Apnea
• 1. DOME Procedure
• 1. Hypoglossal Stimulation
• 1. SARPE

PHARM (PHARM)

Count: 11 concepts (4.1%)

Concepts:

• 1. Analgesic Pharmacology
• 1. Opioid Stewardship
• 1. Antibiotic Prophylaxis
• 1. Antibiotic Therapy
• 1. Corticosteroid Use
• 1. Hemostatic Agents
• 1. Drug Interactions
• 1. Anticoagulant Management
• 1. ERAS Protocols
• 1. CDC Opioid Guidelines
• 1. Pharmacogenomics

ANES (ANES)

Count: 9 concepts (3.3%)

Concepts:

• 1. Local Anesthesia
• 1. Nerve Block Techniques
• 1. IV Sedation Protocols
• 1. General Anesthesia in OMS
• 1. Airway Management
• 1. Patient Monitoring Standards
• 1. Emergency Protocols
• 1. Anesthesia Permit Reqs
• 1. Pediatric Sedation

Recommendations

• ✅ Excellent balance: Categories are evenly distributed (spread: 5.9%)
• ✅ MISC category minimal: Good categorization specificity

Educational Use Recommendations

• Use taxonomy categories for color-coding in graph visualizations
• Design curriculum modules based on taxonomy groupings
• Create filtered views for focused learning paths
• Use categories for assessment organization
• Enable navigation by topic area in interactive tools

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Report generated by learning-graph-reports/taxonomy_distribution.py