Taxonomy Distribution Report

Overview

• Total Concepts: 500
• Number of Taxonomies: 16
• Average Concepts per Taxonomy: 31.2

Distribution Summary

Category	TaxonomyID	Count	Percentage	Status
SYS	SYS	65	13.0%	✅
EPID	EPID	49	9.8%	✅
DATSCI	DATSCI	45	9.0%	✅
BSTAT	BSTAT	40	8.0%	✅
SOCBEH	SOCBEH	35	7.0%	✅
POLMGT	POLMGT	30	6.0%	✅
EQUITY	EQUITY	30	6.0%	✅
PREV	PREV	30	6.0%	✅
ENVH	ENVH	28	5.6%	✅
GLOB	GLOB	25	5.0%	✅
COMM	COMM	25	5.0%	✅
SIM	SIM	22	4.4%	✅
Foundation Concepts - Prerequisites	FOUND	20	4.0%	✅
ETHICS	ETHICS	20	4.0%	✅
COVID	COVID	20	4.0%	✅
FRAUD	FRAUD	16	3.2%	✅

Visual Distribution

SYS                       ██████  65 ( 13.0%)
EPID                      ████  49 (  9.8%)
DATSCI                    ████  45 (  9.0%)
BSTAT                     ████  40 (  8.0%)
SOCBEH                    ███  35 (  7.0%)
POLMGT                    ███  30 (  6.0%)
EQUITY                    ███  30 (  6.0%)
PREV                      ███  30 (  6.0%)
ENVH                      ██  28 (  5.6%)
GLOB                      ██  25 (  5.0%)
COMM                      ██  25 (  5.0%)
SIM                       ██  22 (  4.4%)
Foundation Concepts - Pre ██  20 (  4.0%)
ETHICS                    ██  20 (  4.0%)
COVID                     ██  20 (  4.0%)
FRAUD                     █  16 (  3.2%)

Balance Analysis

✅ No Over-Represented Categories

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

Category Details

SYS (SYS)

Count: 65 concepts (13.0%)

Concepts:

• 1. Systems Thinking Concepts
• 1. System Stocks
• 1. System Flows
• 1. Feedback Loops
• 1. Reinforcing Feedback Loop
• 1. Balancing Feedback Loop
• 1. Time Delays in Systems
• 1. Nonlinearity in Systems
• 1. Emergence in Systems
• 1. Path Dependence
• 1. Causal Loop Diagram
• 1. CLD Variable Identification
• 1. CLD Link Polarity
• 1. CLD Loop Polarity
• 1. CLD Loop Naming
• ...and 50 more

EPID (EPID)

Count: 49 concepts (9.8%)

Concepts:

• 1. Incidence Rate
• 1. Prevalence Proportion
• 1. Cumulative Incidence
• 1. Mortality Rate
• 1. Case Fatality Ratio
• 1. Infection Fatality Ratio
• 1. Morbidity Rate
• 1. Attack Rate
• 1. Secondary Attack Rate
• 1. Age-Standardized Rates
• 1. Relative Risk
• 1. Odds Ratio
• 1. Hazard Ratio
• 1. Attributable Risk
• 1. Population Attrib Fraction
• ...and 34 more

DATSCI (DATSCI)

Count: 45 concepts (9.0%)

Concepts:

• 1. R Statistical Computing
• 1. tidyverse R Suite
• 1. ggplot2 Visualization
• 1. dplyr Data Manipulation
• 1. Python for Public Health
• 1. pandas Data Analysis
• 1. NumPy Scientific Computing
• 1. scikit-learn Machine Learning
• 1. Reproducible Research
• 1. R Markdown Documents
• 1. Jupyter Notebooks
• 1. Git Version Control
• 1. GitHub for Public Health
• 1. CDC WONDER Database
• 1. BRFSS Survey Data
• ...and 30 more

BSTAT (BSTAT)

Count: 40 concepts (8.0%)

Concepts:

• 1. Descriptive Statistics
• 1. Measures of Central Tendency
• 1. Measures of Dispersion
• 1. Normal Distribution
• 1. Binomial Distribution
• 1. Poisson Distribution
• 1. Negative Binomial Distribution
• 1. Probability Fundamentals
• 1. Conditional Probability
• 1. Bayes' Theorem
• 1. Sampling Methods
• 1. Sample Size Estimation
• 1. Statistical Power
• 1. Null Hypothesis Testing
• 1. Type I Error Alpha
• ...and 25 more

SOCBEH (SOCBEH)

Count: 35 concepts (7.0%)

Concepts:

• 1. Health Belief Model
• 1. Perceived Susceptibility
• 1. Perceived Severity
• 1. Perceived Benefits and Barriers
• 1. Self-Efficacy Construct
• 1. Transtheoretical Model
• 1. Stages of Change
• 1. Social Cognitive Theory
• 1. Reciprocal Determinism
• 1. Theory of Planned Behavior
• 1. Social Norms in Health
• 1. Social-Ecological Model
• 1. Multilevel Interventions
• 1. Social Capital
• 1. Bonding vs Bridging Capital
• ...and 20 more

POLMGT (POLMGT)

Count: 30 concepts (6.0%)

Concepts:

• 1. US Health System Structure
• 1. Federal Health Agencies
• 1. State Health Departments
• 1. Local Health Departments
• 1. Safety Net Providers
• 1. Federally Qualified Centers
• 1. Kingdon's Streams Model
• 1. Policy Development Cycle
• 1. Health Policy Agenda Setting
• 1. Employer-Sponsored Insurance
• 1. Medicaid Program
• 1. Medicare Program
• 1. ACA Coverage Provisions
• 1. Uninsurance and Underinsurance
• 1. Public Health Law
• ...and 15 more

EQUITY (EQUITY)

Count: 30 concepts (6.0%)

Concepts:

• 1. Health Equity Definition
• 1. Health Disparities Definition
• 1. Social Determinants of Health
• 1. Dahlgren-Whitehead Model
• 1. WHO CSDH Commission Findings
• 1. Income Gradient Health
• 1. Education as Health Determinant
• 1. Housing Quality and Health
• 1. Food Security and Health
• 1. Employment and Health
• 1. Transportation Access Health
• 1. Neighborhood Effects Health
• 1. Racial Health Disparities
• 1. Maternal Mortality Disparities
• 1. Infant Mortality Disparities
• ...and 15 more

PREV (PREV)

Count: 30 concepts (6.0%)

Concepts:

• 1. IOM Prevention Spectrum
• 1. Universal Prevention
• 1. Selective Prevention
• 1. Indicated Prevention
• 1. Evidence-Based Practice
• 1. Hierarchy of Evidence
• 1. Community Guide Evidence Base
• 1. USPSTF Evidence Grading
• 1. GRADE Framework
• 1. Herd Immunity Calculation
• 1. Immunization Schedule
• 1. Vaccine Breakthrough Infection
• 1. Cold Chain Requirements
• 1. Vaccine Hesitancy Measurement
• 1. Tobacco Cessation Interventions
• ...and 15 more

ENVH (ENVH)

Count: 28 concepts (5.6%)

Concepts:

• 1. Environmental Risk Assessment
• 1. Hazard Identification
• 1. Dose-Response Assessment
• 1. Exposure Assessment
• 1. Risk Characterization
• 1. Air Quality Index
• 1. Criteria Air Pollutants
• 1. Particulate Matter PM2.5
• 1. Ozone Health Effects
• 1. Indoor Air Quality
• 1. Water Safety Standards
• 1. Drinking Water Treatment
• 1. Waterborne Disease Pathogens
• 1. Safe Drinking Water Act
• 1. Toxicology Dose-Response
• ...and 13 more

GLOB (GLOB)

Count: 25 concepts (5.0%)

Concepts:

• 1. Global Burden of Disease
• 1. DALYs Concept
• 1. Years of Life Lost
• 1. Years Lived with Disability
• 1. Epidemiological Transition
• 1. Demographic Transition
• 1. Double Burden of Disease
• 1. Universal Health Coverage
• 1. Financial Protection Index
• 1. Service Coverage Index
• 1. Abuja Declaration
• 1. Catastrophic Health Expenditure
• 1. SDG 3 Health Targets
• 1. International Health Regulations
• 1. PHEIC Declaration
• ...and 10 more

COMM (COMM)

Count: 25 concepts (5.0%)

Concepts:

• 1. Plain Language Principles
• 1. Teach-Back Method
• 1. Risk Communication Principles
• 1. Mental Models Approach
• 1. Numeracy and Health Decisions
• 1. Uncertainty Communication
• 1. CERC Framework
• 1. CERC Six Principles
• 1. CERC Five Stages
• 1. Audience Segmentation
• 1. Message Tailoring
• 1. Social Media in Public Health
• 1. Infoveillance Methods
• 1. Twitter Epidemiology
• 1. Health Misinformation
• ...and 10 more

SIM (SIM)

Count: 22 concepts (4.4%)

Concepts:

• 1. MicroSim Design Principles
• 1. p5.js for Health Sims
• 1. Chart.js Visualization
• 1. Plotly Interactive Charts
• 1. vis-network Library
• 1. Interactive SEIR Simulator
• 1. SIR Parameter Sliders
• 1. Epidemic Curve Animation
• 1. CLD Interactive Simulation
• 1. Health Equity Simulation
• 1. ICU Surge Capacity Model
• 1. Behavioral Intervention Sim
• 1. Network Spread Simulation
• 1. Herd Immunity Visualization
• 1. Dose-Response Explorer
• ...and 7 more

Foundation Concepts - Prerequisites (FOUND)

Count: 20 concepts (4.0%)

Concepts:

• 1. Public Health Definition
• 1. Population Health
• 1. Health vs. Disease
• 1. Determinants of Health
• 1. Public Health History
• 1. Germ Theory of Disease
• 1. Epidemiological Triad
• 1. Natural History of Disease
• 1. Public Health Functions
• 1. Essential Public Health Services
• 1. Public Health Infrastructure
• 1. Health Indicators
• 1. Burden of Disease
• 1. Primary Prevention
• 1. Secondary Prevention
• ...and 5 more

ETHICS (ETHICS)

Count: 20 concepts (4.0%)

Concepts:

• 1. Bioethics Principles
• 1. Autonomy in Public Health
• 1. Beneficence and Maleficence
• 1. Justice in Public Health
• 1. Stewardship Model Ethics
• 1. Nuffield Ladder of Intervention
• 1. Utilitarian Ethics in PH
• 1. Egalitarian Health Ethics
• 1. Communitarian Health Ethics
• 1. Research Ethics Belmont Report
• 1. Informed Consent
• 1. Vulnerable Populations Research
• 1. Mandatory Vaccination Ethics
• 1. Fluoridation Ethics Debate
• 1. Data Ethics in Public Health
• ...and 5 more

COVID (COVID)

Count: 20 concepts (4.0%)

Concepts:

• 1. COVID-19 Origins Detection
• 1. COVID-19 Genomic Surveillance
• 1. COVID-19 Variant Emergence
• 1. COVID-19 R0 Estimation
• 1. COVID-19 IFR vs CFR
• 1. COVID-19 Excess Mortality
• 1. COVID-19 Data Infrastructure
• 1. COVID-19 NPI Evidence
• 1. COVID-19 Mask Compliance
• 1. COVID-19 Vaccine Development
• 1. COVID-19 Vaccine Distribution
• 1. COVID-19 Equity Failures
• 1. COVID-19 Communication Failure
• 1. COVID-19 Misinformation
• 1. Long COVID Burden
• ...and 5 more

FRAUD (FRAUD)

Count: 16 concepts (3.2%)

Concepts:

• 1. DSHEA 1994 Regulation
• 1. Supplement Industry Scale
• 1. FDA vs FTC Jurisdiction
• 1. Miracle Cure Fraud Claims
• 1. MLM Health Products
• 1. Digital Health Fraud Marketing
• 1. Supplement Science Evidence
• 1. Vulnerable Population Targeting
• 1. COVID Supplement Fraud
• 1. Consumer Protection Tools
• 1. QuackWatch Methods
• 1. NSF USP Certification
• 1. SIFT for Health Claims
• 1. Health Fraud Policy Reform
• 1. MLM Network Dynamics
• ...and 1 more

Recommendations

• ✅ Excellent balance: Categories are evenly distributed (spread: 9.8%)
• ✅ 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