Taxonomy Distribution Report

Overview

• Total Concepts: 200
• Number of Taxonomies: 12
• Average Concepts per Taxonomy: 16.7

Distribution Summary

Category	TaxonomyID	Count	Percentage	Status
SYMPT	SYMPT	25	12.5%	✅
Foundation Concepts - Prerequisites	FOUND	21	10.5%	✅
DIAG	DIAG	20	10.0%	✅
TREAT	TREAT	20	10.0%	✅
CARE	CARE	20	10.0%	✅
SUPP	SUPP	20	10.0%	✅
DTYPE	DTYPE	16	8.0%	✅
PREV	PREV	15	7.5%	✅
NEURO	NEURO	13	6.5%	✅
COMM	COMM	10	5.0%	✅
SAFE	SAFE	10	5.0%	✅
LEGAL	LEGAL	10	5.0%	✅

Visual Distribution

SYMPT  ██████  25 ( 12.5%)
FOUND  █████  21 ( 10.5%)
DIAG   █████  20 ( 10.0%)
TREAT  █████  20 ( 10.0%)
CARE   █████  20 ( 10.0%)
SUPP   █████  20 ( 10.0%)
DTYPE  ████  16 (  8.0%)
PREV   ███  15 (  7.5%)
NEURO  ███  13 (  6.5%)
COMM   ██  10 (  5.0%)
SAFE   ██  10 (  5.0%)
LEGAL  ██  10 (  5.0%)

Balance Analysis

✅ No Over-Represented Categories

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

Category Details

SYMPT (SYMPT)

Count: 25 concepts (12.5%)

Concepts:

• 1. Memory Loss
• 1. Confusion
• 1. Disorientation
• 1. Language Difficulties
• 1. Judgment Impairment
• 1. Visual-Spatial Problems
• 1. Apraxia
• 1. Agnosia
• 1. Aphasia
• 1. Personality Changes
• 1. Behavioral Changes
• 1. Mood Changes
• 1. Early-Stage Dementia
• 1. Moderate-Stage Dementia
• 1. Late-Stage Dementia
• ...and 10 more

Foundation Concepts - Prerequisites (FOUND)

Count: 21 concepts (10.5%)

Concepts:

• 1. Cognitive Health
• 1. Normal Aging
• 1. Brain
• 1. Cerebral Cortex
• 1. Hippocampus
• 1. Memory
• 1. Cognition
• 1. Frontal Lobe
• 1. Temporal Lobe
• 1. Parietal Lobe
• 1. Occipital Lobe
• 1. Cognitive Reserve
• 1. Brain Health
• 1. Executive Function
• 1. Attention
• ...and 6 more

DIAG (DIAG)

Count: 20 concepts (10.0%)

Concepts:

• 1. Cognitive Assessment
• 1. Mini-Mental State Exam
• 1. Montreal Cognitive Assessment
• 1. Clock Drawing Test
• 1. Brain Imaging
• 1. MRI Scan
• 1. CT Scan
• 1. PET Scan
• 1. SPECT Scan
• 1. Blood Tests
• 1. Neurological Examination
• 1. Medical History
• 1. Differential Diagnosis
• 1. Delirium
• 1. Depression
• ...and 5 more

TREAT (TREAT)

Count: 20 concepts (10.0%)

Concepts:

• 1. Cholinesterase Inhibitors
• 1. Memantine
• 1. Donepezil
• 1. Rivastigmine
• 1. Galantamine
• 1. Symptom Management
• 1. Cognitive Stimulation Therapy
• 1. Occupational Therapy
• 1. Physical Therapy
• 1. Speech Therapy
• 1. Music Therapy
• 1. Art Therapy
• 1. Reminiscence Therapy
• 1. Validation Therapy
• 1. Reality Orientation
• ...and 5 more

CARE (CARE)

Count: 20 concepts (10.0%)

Concepts:

• 1. Activities of Daily Living
• 1. Personal Hygiene
• 1. Bathing Assistance
• 1. Dressing Assistance
• 1. Feeding Strategies
• 1. Toileting Support
• 1. Mobility Assistance
• 1. Transfer Techniques
• 1. Sleep Hygiene
• 1. Daily Routines
• 1. Meal Planning
• 1. Nutrition Management
• 1. Hydration Management
• 1. Dental Care
• 1. Grooming
• ...and 5 more

SUPP (SUPP)

Count: 20 concepts (10.0%)

Concepts:

• 1. Primary Care Physician
• 1. Neurologist
• 1. Geriatrician
• 1. Care Coordination
• 1. Healthcare Team
• 1. Grief
• 1. Anticipatory Grief
• 1. Caregiver Burden
• 1. Stress Management
• 1. Support Groups
• 1. Home Care Services
• 1. Adult Day Care
• 1. Assisted Living
• 1. Memory Care Units
• 1. Nursing Homes
• ...and 5 more

DTYPE (DTYPE)

Count: 16 concepts (8.0%)

Concepts:

• 1. Dementia
• 1. Alzheimer's Disease
• 1. Vascular Dementia
• 1. Lewy Body Dementia
• 1. Frontotemporal Dementia
• 1. Mixed Dementia
• 1. Cerebrovascular Disease
• 1. Mini-Strokes
• 1. Pick's Disease
• 1. Corticobasal Degeneration
• 1. Progressive Supranuclear Palsy
• 1. Wernicke-Korsakoff Syndrome
• 1. Creutzfeldt-Jakob Disease
• 1. Huntington's Disease
• 1. Parkinson's Disease Dementia
• ...and 1 more

PREV (PREV)

Count: 15 concepts (7.5%)

Concepts:

• 1. Age-Related Risk
• 1. Genetic Factors
• 1. APOE Gene
• 1. Family History
• 1. Cardiovascular Health
• 1. Hypertension
• 1. Diabetes
• 1. Obesity
• 1. High Cholesterol
• 1. Physical Exercise
• 1. Mental Stimulation
• 1. Social Engagement
• 1. Mediterranean Diet
• 1. Brain-Healthy Lifestyle
• 1. Smoking Cessation

NEURO (NEURO)

Count: 13 concepts (6.5%)

Concepts:

• 1. Neurons
• 1. Neurotransmitters
• 1. Neuroplasticity
• 1. Gray Matter
• 1. White Matter
• 1. Neurodegeneration
• 1. Synapses
• 1. Neural Networks
• 1. Amyloid Plaques
• 1. Neurofibrillary Tangles
• 1. Tau Protein
• 1. Beta-Amyloid
• 1. Alpha-Synuclein

COMM (COMM)

Count: 10 concepts (5.0%)

Concepts:

• 1. Verbal Communication
• 1. Non-Verbal Communication
• 1. Active Listening
• 1. Simple Language
• 1. Visual Cues
• 1. Patience
• 1. Validation Techniques
• 1. Redirection
• 1. Communication Boards
• 1. Body Language

SAFE (SAFE)

Count: 10 concepts (5.0%)

Concepts:

• 1. Fall Prevention
• 1. Home Safety Assessment
• 1. Grab Bars
• 1. Non-Slip Flooring
• 1. Adequate Lighting
• 1. Door Locks
• 1. Stove Safety
• 1. Medication Management
• 1. Emergency Preparedness
• 1. Medical Alert Systems

LEGAL (LEGAL)

Count: 10 concepts (5.0%)

Concepts:

• 1. Power of Attorney
• 1. Healthcare Proxy
• 1. Living Will
• 1. Advance Directives
• 1. Guardianship
• 1. Conservatorship
• 1. Estate Planning
• 1. Medicaid Planning
• 1. Medicare Coverage
• 1. Long-Term Care Insurance

Recommendations

• ✅ Excellent balance: Categories are evenly distributed (spread: 7.5%)
• ✅ 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