Taxonomy Distribution Report

Overview

• Total Concepts: 253
• Number of Taxonomies: 12
• Average Concepts per Taxonomy: 21.1

Distribution Summary

Category	TaxonomyID	Count	Percentage	Status
Disorders and Diseases	DIS	39	15.4%	✅
Electrical and Chemical Signaling	SIG	36	14.2%	✅
Sensory Systems and Pain	SENS	26	10.3%	✅
Clinical Exam, Imaging, and Treatment	CLIN	25	9.9%	✅
Neuroanatomy	ANAT	23	9.1%	✅
Sleep, Emotion, and Stress	STATE	23	9.1%	✅
Learning, Memory, and Cognition	COG	21	8.3%	✅
Neurons and Glia	CELL	19	7.5%	✅
Development and Aging	DEV	14	5.5%	✅
Movement and Motor Control	MOTOR	12	4.7%	✅
Research Methods and Careers	RES	11	4.3%	✅
Foundational Biology and Chemistry	FOUND	4	1.6%	ℹ️ Under

Visual Distribution

Disorders and Diseases    ███████  39 ( 15.4%)
Electrical and Chemical S ███████  36 ( 14.2%)
Sensory Systems and Pain  █████  26 ( 10.3%)
Clinical Exam, Imaging, a ████  25 (  9.9%)
Neuroanatomy              ████  23 (  9.1%)
Sleep, Emotion, and Stres ████  23 (  9.1%)
Learning, Memory, and Cog ████  21 (  8.3%)
Neurons and Glia          ███  19 (  7.5%)
Development and Aging     ██  14 (  5.5%)
Movement and Motor Contro ██  12 (  4.7%)
Research Methods and Care ██  11 (  4.3%)
Foundational Biology and     4 (  1.6%)

Balance Analysis

✅ No Over-Represented Categories

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

ℹ️ Under-Represented Categories (<3%)

• Foundational Biology and Chemistry (FOUND): 4 concepts (1.6%)
• Note: Small categories are acceptable for specialized topics

Category Details

Disorders and Diseases (DIS)

Count: 39 concepts (15.4%)

Concepts:

• 1. Multiple Sclerosis
• 1. Myasthenia Gravis
• 1. Pituitary Tumor
• 1. Phantom Limb Pain
• 1. Parkinson's Disease
• 1. Fetal Alcohol Spectrum
• 1. Amnesia
• 1. Narcolepsy
• 1. Post-Traumatic Stress Disorder
• 1. Aphasia
• 1. Neglect Syndrome
• 1. Neurodegeneration
• 1. Protein Misfolding
• 1. Dementia
• 1. Alzheimer's Disease
• ...and 24 more

Electrical and Chemical Signaling (SIG)

Count: 36 concepts (14.2%)

Concepts:

• 1. Membrane Potential
• 1. Resting Potential
• 1. Sodium-Potassium Pump
• 1. Ion Channel
• 1. Voltage-Gated Channel
• 1. Depolarization
• 1. Repolarization
• 1. Hyperpolarization
• 1. Threshold
• 1. Action Potential
• 1. All-or-None Principle
• 1. Refractory Period
• 1. Saltatory Conduction
• 1. Conduction Velocity
• 1. Firing Rate Coding
• ...and 21 more

Sensory Systems and Pain (SENS)

Count: 26 concepts (10.3%)

Concepts:

• 1. Sensory Transduction
• 1. Eye and Retina
• 1. Photoreceptor
• 1. Rods and Cones
• 1. Color Vision
• 1. Optic Nerve
• 1. Optic Chiasm
• 1. Visual Pathway
• 1. Primary Visual Cortex
• 1. Receptive Field
• 1. Visual Field
• 1. Ventral and Dorsal Streams
• 1. Cochlea and Hair Cells
• 1. Auditory Pathway
• 1. Vestibular System
• ...and 11 more

Clinical Exam, Imaging, and Treatment (CLIN)

Count: 25 concepts (9.9%)

Concepts:

• 1. Local Anesthetic
• 1. Visual Field Defect
• 1. Levodopa
• 1. Deep Brain Stimulation
• 1. Electroencephalogram (EEG)
• 1. Anti-Amyloid Antibody
• 1. Antisense Oligonucleotide
• 1. Gene Therapy
• 1. Biomarker
• 1. Return-to-Learn and Play
• 1. BE-FAST Warning Signs
• 1. Clot-Busting Treatment
• 1. Seizure First Aid
• 1. Psychiatric Medication
• 1. Naloxone
• ...and 10 more

Neuroanatomy (ANAT)

Count: 23 concepts (9.1%)

Concepts:

• 1. Anatomical Directions
• 1. Brain Planes and Sections
• 1. Gray Matter
• 1. White Matter
• 1. Cerebral Cortex
• 1. Frontal Lobe
• 1. Parietal Lobe
• 1. Temporal Lobe
• 1. Occipital Lobe
• 1. Corpus Callosum
• 1. Thalamus
• 1. Hypothalamus
• 1. Brainstem
• 1. Cerebellum
• 1. Spinal Cord
• ...and 8 more

Sleep, Emotion, and Stress (STATE)

Count: 23 concepts (9.1%)

Concepts:

• 1. Consciousness
• 1. Circadian Rhythm
• 1. Suprachiasmatic Nucleus
• 1. Melatonin
• 1. Sleep Stages
• 1. NREM Sleep
• 1. REM Sleep
• 1. Brain Waves
• 1. Sleep and Memory
• 1. Teen Sleep Needs
• 1. Sleep Deprivation
• 1. Orexin (Hypocretin)
• 1. Emotion
• 1. Limbic System
• 1. Amygdala
• ...and 8 more

Learning, Memory, and Cognition (COG)

Count: 21 concepts (8.3%)

Concepts:

• 1. Learning
• 1. Memory
• 1. Short-Term Memory
• 1. Working Memory
• 1. Long-Term Memory
• 1. Declarative Memory
• 1. Procedural Memory
• 1. Hippocampus
• 1. Memory Consolidation
• 1. Neuroplasticity
• 1. Hebbian Learning
• 1. Long-Term Potentiation
• 1. Habituation and Sensitization
• 1. Language Areas
• 1. Broca's Area
• ...and 6 more

Neurons and Glia (CELL)

Count: 19 concepts (7.5%)

Concepts:

• 1. Nervous System
• 1. Central Nervous System
• 1. Peripheral Nervous System
• 1. Neuron
• 1. Dendrite
• 1. Cell Body (Soma)
• 1. Axon
• 1. Axon Terminal
• 1. Myelin Sheath
• 1. Node of Ranvier
• 1. Glial Cell
• 1. Astrocyte
• 1. Oligodendrocyte
• 1. Schwann Cell
• 1. Microglia
• ...and 4 more

Development and Aging (DEV)

Count: 14 concepts (5.5%)

Concepts:

• 1. Neural Tube
• 1. Neurogenesis
• 1. Neuronal Migration
• 1. Synaptogenesis
• 1. Synaptic Pruning
• 1. Myelination Over Time
• 1. Critical Period
• 1. Adolescent Brain
• 1. Prefrontal Maturation
• 1. Reward Sensitivity in Teens
• 1. Teratogen
• 1. Nature and Nurture
• 1. Normal Brain Aging
• 1. Cognitive Reserve

Movement and Motor Control (MOTOR)

Count: 12 concepts (4.7%)

Concepts:

• 1. Skeletal Muscle Contraction
• 1. Motor Unit
• 1. Reflex Arc
• 1. Stretch Reflex
• 1. Primary Motor Cortex
• 1. Corticospinal Tract
• 1. Upper vs Lower Motor Neuron
• 1. Basal Ganglia
• 1. Substantia Nigra
• 1. Direct and Indirect Pathways
• 1. Cerebellar Coordination
• 1. Motor Learning

Research Methods and Careers (RES)

Count: 11 concepts (4.3%)

Concepts:

• 1. Aplysia Model
• 1. Patient H.M.
• 1. Split-Brain Studies
• 1. Functional MRI
• 1. Scientific Method in Neuro
• 1. Animal Models
• 1. Research Ethics
• 1. Correlation vs Causation
• 1. Brain-Computer Interface
• 1. Neuroscience Careers
• 1. Pre-Med Pathway

Foundational Biology and Chemistry (FOUND)

Count: 4 concepts (1.6%)

Concepts:

• 1. Cell Membrane
• 1. Ion
• 1. Protein
• 1. Concentration Gradient

Recommendations

• ✅ Excellent balance: Categories are evenly distributed (spread: 13.8%)
• ✅ 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