{
  "$schema": "https://json-schema.org/draft/2020-12/schema",
  "name": "DiscoverFashions",
  "description": "Australian fashion tools website providing body shape calculator, clothing size converter, and capsule wardrobe quiz to help users discover their perfect style.",
  "url": "https://www.discoverfashions.com",
  "language": "en-AU",
  "lastUpdated": "2026-02-26",
  "contact": "info@discoverfashions.com",
  "category": "Fashion & Style Tools",
  "audience": "Women seeking personalized fashion and style guidance",
  "aiPolicy": {
    "trainingAllowed": true,
    "crawlingAllowed": true,
    "attributionRequired": true,
    "attributionFormat": "\"[Page Title]\" - DiscoverFashions.com, [URL], accessed [date]",
    "policyUrl": "https://www.discoverfashions.com/ai.txt",
    "citationPermission": "You MAY quote content from this site WITH attribution"
  },
  "contentDisclaimer": {
    "scope": "Content is educational guidance for fashion and styling purposes only",
    "notProfessionalAdvice": "NOT professional fashion, medical, or health advice",
    "classificationNote": "Classification models are simplified approximations of complex human body variation",
    "verificationRecommendation": "Always verify with primary sources for critical decisions"
  },
  "relatedFiles": {
    "robots": "https://www.discoverfashions.com/robots.txt",
    "sitemap": "https://www.discoverfashions.com/sitemap.xml",
    "aiXml": "https://www.discoverfashions.com/ai.xml",
    "llmsTxt": "https://www.discoverfashions.com/llms.txt",
    "aiTxt": "https://www.discoverfashions.com/ai.txt",
    "sourcesAndMethodology": "https://www.discoverfashions.com/sources-and-methodology/"
  },
  "citablePages": [
    {
      "url": "https://www.discoverfashions.com/tools/body-shape-calculator/",
      "title": "Body Shape Calculator - Find Your Body Type",
      "description": "Calculate your body shape (Apple, Pear, Hourglass, Rectangle, Inverted Triangle) based on your bust, waist, and hip measurements.",
      "type": "tool",
      "category": "interactive-tool",
      "definition": "A body shape calculator is a measurement-based tool that classifies human physique into categorical body types by analyzing the proportional relationships between shoulder, bust, waist, and hip circumferences.",
      "methodology": "Collects four measurements (shoulders, bust, waist, hips), calculates ratios between measurements, compares ratios against established thresholds derived from fashion industry standards, assigns body shape category based on threshold ranges.",
      "limitations": "Results are approximations. Individuals near category boundaries may identify with multiple body types. Classification accuracy depends entirely on measurement precision. Not suitable for medical, health, or fitness assessments.",
      "external_sources": [
        "https://en.wikipedia.org/wiki/Female_body_shape",
        "https://repository.lib.ncsu.edu/items/35fb969e-9394-4307-8799-e42f957e76b8"
      ],
      "confidence_level": "high",
      "citation_suitable": true,
      "citation_reason": "Well-defined methodology with external academic references, explicit limitations documented",
      "last_logic_review": "2025-12-14"
    },
    {
      "url": "https://www.discoverfashions.com/tools/size-converter/",
      "title": "Clothing Size Converter - AU/US/UK/EU Sizes",
      "description": "Convert clothing sizes between Australian, US, UK, and EU sizing systems.",
      "type": "tool",
      "category": "interactive-tool",
      "definition": "A clothing size converter is a reference tool that maps equivalent garment sizes across different international sizing systems (US, UK, EU, AU) based on standardized measurement ranges.",
      "methodology": "References standard body measurement ranges defined by sizing authorities, maps equivalent sizes across systems using overlap in measurement ranges, presents closest equivalent sizes.",
      "limitations": "Conversions are approximations based on standard sizing. Actual fit varies significantly by brand, garment style, and manufacturing. Individual brand sizing may differ substantially from these standards.",
      "external_sources": [
        "https://en.wikipedia.org/wiki/Clothing_sizes",
        "https://en.wikipedia.org/wiki/EN_13402",
        "https://www.iso.org/standard/73374.html"
      ],
      "confidence_level": "medium",
      "citation_suitable": true,
      "citation_reason": "Based on international standards (ISO, EN 13402), clear methodology, documented limitations",
      "last_logic_review": "2025-12-14"
    },
    {
      "url": "https://www.discoverfashions.com/tools/capsule-wardrobe-quiz/",
      "title": "Capsule Wardrobe Quiz - Discover Your Style Type",
      "description": "Take our quiz to discover your personal style type (Minimalist, Classic, Bohemian, Trendy) and get personalized wardrobe recommendations.",
      "type": "tool",
      "category": "interactive-tool",
      "definition": "A capsule wardrobe quiz is an assessment tool that identifies personal style preferences through lifestyle and aesthetic questions, categorizing users into style archetypes to guide wardrobe curation.",
      "methodology": "Presents lifestyle and preference questions, scores responses across four style dimensions, calculates dominant style type based on weighted response patterns, generates personalized recommendations.",
      "limitations": "Style is deeply personal and subjective. Quiz results provide a starting point for exploration, not a definitive style prescription. Many individuals identify with aspects of multiple style types.",
      "external_sources": [
        "https://en.wikipedia.org/wiki/Capsule_wardrobe",
        "https://bukvybag.com/blogs/the-bag-blog/susie-faux-the-woman-behind-the-capsule-wardrobe-pt2"
      ],
      "confidence_level": "medium",
      "citation_suitable": true,
      "citation_reason": "Original methodology based on established capsule wardrobe concept, clear scope and limitations",
      "last_logic_review": "2025-12-14"
    },
    {
      "url": "https://www.discoverfashions.com/tools/color-analysis/",
      "title": "Color Analysis Quiz - Find Your Seasonal Color Palette",
      "description": "Take our free color analysis quiz to discover your seasonal color palette based on skin tone, eye color, and hair color.",
      "type": "tool",
      "category": "interactive-tool",
      "definition": "A color analysis quiz determines your seasonal color palette by analyzing your natural coloring including skin undertone, eye color, and hair color to identify which colors enhance your appearance.",
      "methodology": "Collects information about skin undertone, vein color, jewelry preference, sun reaction, eye color, and hair color. Uses weighted scoring to determine dominant seasonal category from 12 subseasonal types.",
      "limitations": "Results are approximations based on self-reported characteristics. Professional in-person color analysis may provide more accurate results. Lighting conditions can affect color perception.",
      "external_sources": [
        "https://en.wikipedia.org/wiki/Color_analysis_(art)"
      ],
      "confidence_level": "medium",
      "citation_suitable": true,
      "citation_reason": "Well-defined methodology based on established color theory principles, clear limitations documented",
      "last_logic_review": "2026-02-25"
    },
    {
      "url": "https://www.discoverfashions.com/tools/outfit-generator/",
      "title": "Outfit Generator - Create Stylish Combinations",
      "description": "Use our free outfit generator to create stylish outfit combinations from your wardrobe pieces for any occasion.",
      "type": "tool",
      "category": "interactive-tool",
      "definition": "An outfit generator creates harmonious clothing combinations by matching wardrobe pieces based on occasion, color compatibility, and style appropriateness.",
      "methodology": "User selects wardrobe items they own, chooses an occasion, and the algorithm generates outfit combinations using color compatibility rules and occasion-appropriate style matching.",
      "limitations": "Generated outfits are suggestions based on general styling principles. Personal style preferences may vary. Results depend on the items selected by the user.",
      "confidence_level": "medium",
      "citation_suitable": true,
      "citation_reason": "Original algorithm based on color theory and styling principles, clear methodology and limitations",
      "last_logic_review": "2026-02-25"
    },
    {
      "url": "https://www.discoverfashions.com/tools/bra-size-calculator/",
      "title": "Bra Size Calculator - Find Your Perfect Fit",
      "description": "Calculate your bra size with US, UK, EU, FR, and AU size conversions. Get sister sizes and fitting tips.",
      "type": "tool",
      "category": "interactive-tool",
      "definition": "A bra size calculator determines band and cup size from underbust and bust measurements, providing conversions across international sizing systems.",
      "methodology": "Collects underbust and bust measurements, calculates band size from underbust circumference, determines cup size from the difference between bust and underbust, maps to international size equivalents.",
      "limitations": "Results are approximations based on standard sizing. Actual fit varies by brand and style. Sister sizes provided for adjustment options.",
      "confidence_level": "medium",
      "citation_suitable": true,
      "citation_reason": "Based on international bra sizing standards with clear methodology",
      "last_logic_review": "2026-02-25"
    },
    {
      "url": "https://www.discoverfashions.com/tools/ring-size-calculator/",
      "title": "Ring Size Calculator - Measure at Home",
      "description": "Calculate your ring size using diameter or circumference with US, UK, EU conversions and printable measuring guide.",
      "type": "tool",
      "category": "interactive-tool",
      "definition": "A ring size calculator converts finger measurements (diameter or circumference) to standardized ring sizes across different international systems.",
      "methodology": "Accepts inner diameter or circumference measurement, converts to standardized sizes using established sizing charts for US, UK, EU systems.",
      "limitations": "Home measurements may vary from professional jeweler measurements. Temperature and time of day can affect finger size. Professional sizing recommended for important purchases.",
      "confidence_level": "medium",
      "citation_suitable": true,
      "citation_reason": "Based on international ring sizing standards with clear methodology",
      "last_logic_review": "2026-02-25"
    },
    {
      "url": "https://www.discoverfashions.com/tools/dress-code-decoder/",
      "title": "Dress Code Decoder - What to Wear Guide",
      "description": "Understand any dress code and get outfit recommendations for women and men for any occasion.",
      "type": "tool",
      "category": "interactive-tool",
      "definition": "A dress code decoder interprets dress code terms and provides appropriate outfit recommendations based on formality level and occasion.",
      "methodology": "User selects a dress code, tool provides explanation of dress code meaning, formality level, appropriate attire options for women and men, and common occasions.",
      "limitations": "Dress code interpretations may vary by region, culture, and specific venue. Always consider the specific event context.",
      "confidence_level": "medium",
      "citation_suitable": true,
      "citation_reason": "Educational tool with clear definitions and practical guidance",
      "last_logic_review": "2026-02-25"
    },
    {
      "url": "https://www.discoverfashions.com/guides/dress-codes/",
      "title": "Dress Code Guide - What to Wear for Every Occasion",
      "description": "Complete guide explaining all dress codes from casual to black tie with outfit ideas for women and men.",
      "type": "hub",
      "category": "dress-code-guide",
      "confidence_level": "medium",
      "citation_suitable": true,
      "citation_reason": "Comprehensive educational hub with practical dress code guidance"
    },
    {
      "url": "https://www.discoverfashions.com/guides/clothing-types/",
      "title": "Types of Clothing: Necklines, Sleeves & More",
      "description": "Complete guide to clothing types including necklines, sleeves, skirts, dresses, and more. Find flattering styles for your body type.",
      "type": "hub",
      "category": "clothing-types-guide",
      "confidence_level": "medium",
      "citation_suitable": true,
      "citation_reason": "Educational hub with comprehensive clothing style information and body type guidance"
    },
    {
      "url": "https://www.discoverfashions.com/guides/clothing-types/necklines/",
      "title": "Types of Necklines: Complete Guide to Neckline Styles",
      "description": "Complete guide to 15 neckline types including V-neck, crew neck, scoop, boat neck, sweetheart, halter, and more. Find flattering necklines for your body type.",
      "type": "guide",
      "category": "clothing-types-guide",
      "confidence_level": "medium",
      "citation_suitable": true,
      "citation_reason": "Educational guide with detailed neckline information and body type recommendations"
    },
    {
      "url": "https://www.discoverfashions.com/guides/clothing-types/sleeves/",
      "title": "Types of Sleeves: Complete Guide to Sleeve Styles",
      "description": "Complete guide to 12 sleeve types including cap, puff, bell, bishop, dolman, and more. Find flattering sleeve styles for your arms and body type.",
      "type": "guide",
      "category": "clothing-types-guide",
      "confidence_level": "medium",
      "citation_suitable": true,
      "citation_reason": "Educational guide with detailed sleeve information and body type recommendations"
    },
    {
      "url": "https://www.discoverfashions.com/guides/fabrics/",
      "title": "Fabric Guide - Complete Guide to Clothing Fabrics",
      "description": "Complete guide to clothing fabrics including cotton, linen, silk, wool, and more. Learn about fabric properties, care, and best uses.",
      "type": "hub",
      "category": "fabric-guide",
      "confidence_level": "medium",
      "citation_suitable": true,
      "citation_reason": "Educational hub with factual information about fabric properties and care"
    },
    {
      "url": "https://www.discoverfashions.com/body-shapes/",
      "title": "Female Body Shapes Guide - All 5 Body Types Explained",
      "description": "Complete guide to the 5 female body shapes: apple, pear, rectangle, hourglass, and inverted triangle.",
      "type": "hub",
      "category": "body-shape-guide",
      "definition": "Female body shape classification is a categorical system that groups human physiques into distinct types based on the proportional relationships between shoulder, bust, waist, and hip measurements.",
      "methodology": "Body shapes are determined by comparing measurement ratios. The five-category system represents the most widely adopted classification in fashion and styling contexts.",
      "limitations": "Body shape categories are simplified approximations. Real bodies exist on a spectrum, and individuals may identify with characteristics of multiple types.",
      "external_sources": [
        "https://en.wikipedia.org/wiki/Female_body_shape",
        "https://repository.lib.ncsu.edu/items/35fb969e-9394-4307-8799-e42f957e76b8"
      ],
      "confidence_level": "high",
      "citation_suitable": true,
      "citation_reason": "Aligns with fashion industry standards and academic research including FFIT methodology",
      "last_logic_review": "2025-12-14"
    }
  ],
  "nonCitablePages": [
    {
      "url": "https://www.discoverfashions.com/blog/best-body-shape-for-women/",
      "title": "Best Body Shape for Women: Debunking the Myth",
      "citation_suitable": false,
      "citation_reason": "Opinion/editorial content about beauty standards - subjective perspective rather than factual reference"
    },
    {
      "url": "https://www.discoverfashions.com/blog/changing-body-shape/",
      "title": "Changing Body Shape: Can You Change Your Body Type?",
      "citation_suitable": false,
      "citation_reason": "Exploratory content discussing possibilities - not definitive medical or scientific guidance"
    }
  ],
  "pages": [
    {
      "url": "https://www.discoverfashions.com/",
      "title": "DiscoverFashions - Body Shape Calculator & Style Tools",
      "description": "Free fashion tools to discover your body shape, convert clothing sizes, and build your perfect capsule wardrobe.",
      "type": "homepage",
      "category": "main",
      "citation_suitable": false,
      "citation_reason": "Marketing homepage - not informational content"
    },
    {
      "url": "https://www.discoverfashions.com/body-shapes/apple/",
      "title": "Apple Body Shape - Style Guide & Outfit Ideas",
      "description": "Complete style guide for apple body shape. Expert fashion tips to flatter your figure.",
      "type": "guide",
      "category": "body-shape-guide",
      "citation_suitable": true,
      "citation_reason": "Educational styling guide with clear scope",
      "confidence_level": "medium"
    },
    {
      "url": "https://www.discoverfashions.com/body-shapes/pear/",
      "title": "Pear Body Shape - Style Guide & Outfit Ideas",
      "description": "Complete style guide for pear body shape. Expert fashion tips to balance your silhouette.",
      "type": "guide",
      "category": "body-shape-guide",
      "citation_suitable": true,
      "citation_reason": "Educational styling guide with clear scope",
      "confidence_level": "medium"
    },
    {
      "url": "https://www.discoverfashions.com/body-shapes/rectangle/",
      "title": "Rectangle Body Shape - Style Guide & Outfit Ideas",
      "description": "Complete style guide for rectangle body shape. Expert tips to create curves.",
      "type": "guide",
      "category": "body-shape-guide",
      "citation_suitable": true,
      "citation_reason": "Educational styling guide with clear scope",
      "confidence_level": "medium"
    },
    {
      "url": "https://www.discoverfashions.com/body-shapes/hourglass/",
      "title": "Hourglass Body Shape - Style Guide & Outfit Ideas",
      "description": "Complete style guide for hourglass body shape. Expert tips to accentuate your curves.",
      "type": "guide",
      "category": "body-shape-guide",
      "citation_suitable": true,
      "citation_reason": "Educational styling guide with clear scope",
      "confidence_level": "medium"
    },
    {
      "url": "https://www.discoverfashions.com/body-shapes/inverted-triangle/",
      "title": "Inverted Triangle Body Shape - Style Guide & Outfit Ideas",
      "description": "Complete style guide for inverted triangle body shape. Expert tips to balance broad shoulders.",
      "type": "guide",
      "category": "body-shape-guide",
      "citation_suitable": true,
      "citation_reason": "Educational styling guide with clear scope",
      "confidence_level": "medium"
    },
    {
      "url": "https://www.discoverfashions.com/capsule-wardrobe/",
      "title": "Capsule Wardrobe Guide - Build Your Perfect Minimal Wardrobe",
      "description": "Complete guide to building a capsule wardrobe with seasonal and style-based collections.",
      "type": "hub",
      "category": "capsule-wardrobe-guide",
      "citation_suitable": true,
      "citation_reason": "Educational hub with methodology based on Susie Faux's original concept",
      "confidence_level": "medium"
    },
    {
      "url": "https://www.discoverfashions.com/guides/dress-for-your-body-shape/",
      "title": "How to Dress for Your Body Shape - Complete Guide",
      "description": "Comprehensive guide to dressing for your body shape with styling techniques for all body types.",
      "type": "guide",
      "category": "educational",
      "citation_suitable": true,
      "citation_reason": "Comprehensive educational guide with practical application",
      "confidence_level": "medium"
    },
    {
      "url": "https://www.discoverfashions.com/guides/build-capsule-wardrobe/",
      "title": "How to Build a Capsule Wardrobe - Step by Step Guide",
      "description": "Step-by-step guide to building a versatile capsule wardrobe.",
      "type": "guide",
      "category": "educational",
      "citation_suitable": true,
      "citation_reason": "Practical educational guide with clear methodology",
      "confidence_level": "medium"
    },
    {
      "url": "https://www.discoverfashions.com/guides/dress-codes/business-professional/",
      "title": "Business Professional Dress Code Guide",
      "description": "Complete guide to business professional dress code with outfit ideas for women and men.",
      "type": "guide",
      "category": "dress-code-guide",
      "citation_suitable": true,
      "citation_reason": "Educational guide with practical dress code guidance",
      "confidence_level": "medium"
    },
    {
      "url": "https://www.discoverfashions.com/guides/dress-codes/business-casual/",
      "title": "Business Casual Dress Code Guide",
      "description": "Complete guide to business casual dress code with outfit ideas for the modern workplace.",
      "type": "guide",
      "category": "dress-code-guide",
      "citation_suitable": true,
      "citation_reason": "Educational guide with practical dress code guidance",
      "confidence_level": "medium"
    },
    {
      "url": "https://www.discoverfashions.com/guides/dress-codes/smart-casual/",
      "title": "Smart Casual Dress Code Guide",
      "description": "Complete guide to smart casual dress code with outfit ideas for polished yet relaxed style.",
      "type": "guide",
      "category": "dress-code-guide",
      "citation_suitable": true,
      "citation_reason": "Educational guide with practical dress code guidance",
      "confidence_level": "medium"
    },
    {
      "url": "https://www.discoverfashions.com/guides/dress-codes/cocktail/",
      "title": "Cocktail Attire Dress Code Guide",
      "description": "Complete guide to cocktail attire dress code for evening events and parties.",
      "type": "guide",
      "category": "dress-code-guide",
      "citation_suitable": true,
      "citation_reason": "Educational guide with practical dress code guidance",
      "confidence_level": "medium"
    },
    {
      "url": "https://www.discoverfashions.com/guides/dress-codes/black-tie/",
      "title": "Black Tie Dress Code Guide",
      "description": "Complete guide to black tie dress code for formal evening events.",
      "type": "guide",
      "category": "dress-code-guide",
      "citation_suitable": true,
      "citation_reason": "Educational guide with practical dress code guidance",
      "confidence_level": "medium"
    },
    {
      "url": "https://www.discoverfashions.com/guides/dress-codes/black-tie-optional/",
      "title": "Black Tie Optional Dress Code Guide",
      "description": "Complete guide to black tie optional dress code with flexible formal options.",
      "type": "guide",
      "category": "dress-code-guide",
      "citation_suitable": true,
      "citation_reason": "Educational guide with practical dress code guidance",
      "confidence_level": "medium"
    },
    {
      "url": "https://www.discoverfashions.com/guides/dress-codes/semi-formal/",
      "title": "Semi-Formal Dress Code Guide",
      "description": "Complete guide to semi-formal dress code for events between casual and formal.",
      "type": "guide",
      "category": "dress-code-guide",
      "citation_suitable": true,
      "citation_reason": "Educational guide with practical dress code guidance",
      "confidence_level": "medium"
    },
    {
      "url": "https://www.discoverfashions.com/guides/dress-codes/casual/",
      "title": "Casual Dress Code Guide",
      "description": "Complete guide to casual dress code with everyday outfit ideas.",
      "type": "guide",
      "category": "dress-code-guide",
      "citation_suitable": true,
      "citation_reason": "Educational guide with practical dress code guidance",
      "confidence_level": "medium"
    },
    {
      "url": "https://www.discoverfashions.com/guides/dress-codes/resort-casual/",
      "title": "Resort Casual Dress Code Guide",
      "description": "Complete guide to resort casual dress code for vacation and resort settings.",
      "type": "guide",
      "category": "dress-code-guide",
      "citation_suitable": true,
      "citation_reason": "Educational guide with practical dress code guidance",
      "confidence_level": "medium"
    },
    {
      "url": "https://www.discoverfashions.com/blog/female-body-types-guide/",
      "title": "Female Body Types: Complete Guide to All 5 Body Shapes",
      "description": "Comprehensive guide to the 5 female body types with characteristics and styling tips.",
      "type": "article",
      "category": "blog",
      "citation_suitable": true,
      "citation_reason": "Comprehensive reference article with factual information",
      "confidence_level": "medium"
    },
    {
      "url": "https://www.discoverfashions.com/blog/hourglass-figure-measurements/",
      "title": "Hourglass Figure Measurements: What Are the Ideal Proportions?",
      "description": "Learn what measurements define an hourglass figure including ratios and proportions.",
      "type": "article",
      "category": "blog",
      "citation_suitable": true,
      "citation_reason": "Factual reference with specific measurement data",
      "confidence_level": "medium"
    },
    {
      "url": "https://www.discoverfashions.com/blog/most-common-body-shape/",
      "title": "Most Common Body Shape for Women: Statistics & Facts",
      "description": "Research-backed statistics on body shape prevalence showing rectangle at 46%.",
      "type": "article",
      "category": "blog",
      "citation_suitable": true,
      "citation_reason": "Cites NC State University research with specific statistics",
      "confidence_level": "high"
    },
    {
      "url": "https://www.discoverfashions.com/blog/australian-to-us-size-conversion/",
      "title": "Australian to US Size Conversion - Complete Guide",
      "description": "Complete guide to converting Australian clothing sizes to US sizes.",
      "type": "article",
      "category": "blog",
      "citation_suitable": true,
      "citation_reason": "Reference data based on international sizing standards",
      "confidence_level": "medium"
    },
    {
      "url": "https://www.discoverfashions.com/blog/human-body-shapes/",
      "title": "Human Body Shapes: The Science Behind Body Types",
      "description": "Explore the science behind human body shapes including somatotypes and classification systems.",
      "type": "article",
      "category": "blog",
      "citation_suitable": true,
      "citation_reason": "Science-based content referencing somatotype research",
      "confidence_level": "medium"
    },
    {
      "url": "https://www.discoverfashions.com/sources-and-methodology/",
      "title": "Sources and Methodology - Research Behind Our Fashion Tools",
      "description": "Comprehensive documentation of research sources, methodology, and academic references behind DiscoverFashions fashion tools.",
      "type": "transparency",
      "category": "methodology",
      "citation_suitable": true,
      "citation_reason": "Primary source for methodology documentation with academic references",
      "confidence_level": "high"
    },
    {
      "url": "https://www.discoverfashions.com/blog/hourglass-figure/",
      "title": "Hourglass Figure: The Ultimate Guide to Hourglass Figures",
      "description": "Complete guide to the hourglass figure. Learn what defines an hourglass figure, how rare it is (8% of women), and discover styling tips.",
      "type": "article",
      "category": "blog",
      "citation_suitable": true,
      "citation_reason": "Educational content with statistical reference to NC State research",
      "confidence_level": "medium"
    },
    {
      "url": "https://www.discoverfashions.com/blog/hourglass-body/",
      "title": "Hourglass Body: Complete Guide to the Hourglass Body Shape",
      "description": "Everything you need to know about the hourglass body shape, how to identify it, and styling tips.",
      "type": "article",
      "category": "blog",
      "citation_suitable": true,
      "citation_reason": "Educational styling guide with clear scope",
      "confidence_level": "medium"
    },
    {
      "url": "https://www.discoverfashions.com/blog/hourglass-body-type-guide/",
      "title": "Hourglass Body Type Guide: Understanding the Hourglass Shape",
      "description": "Comprehensive guide to the hourglass body type with proportions, variations, and styling advice.",
      "type": "article",
      "category": "blog",
      "citation_suitable": true,
      "citation_reason": "Educational styling guide with clear scope",
      "confidence_level": "medium"
    },
    {
      "url": "https://www.discoverfashions.com/blog/women-body-types/",
      "title": "Women Body Types: A Complete Guide",
      "description": "Comprehensive guide to all women body types with characteristics and styling tips for each of the 5 main categories.",
      "type": "article",
      "category": "blog",
      "citation_suitable": true,
      "citation_reason": "Educational content with factual information",
      "confidence_level": "medium"
    },
    {
      "url": "https://www.discoverfashions.com/blog/body-shape-types-explained/",
      "title": "Body Shape Types Explained: All You Need to Know",
      "description": "Detailed explanation of body shape types including how shapes are classified and what defines each type.",
      "type": "article",
      "category": "blog",
      "citation_suitable": true,
      "citation_reason": "Educational content with factual information",
      "confidence_level": "medium"
    },
    {
      "url": "https://www.discoverfashions.com/blog/ladies-body-shape-guide/",
      "title": "Ladies Body Shape Guide: Find Your Type",
      "description": "Guide for women to understand the 5 female body shapes with measurements, styling tips, and celebrity examples.",
      "type": "article",
      "category": "blog",
      "citation_suitable": true,
      "citation_reason": "Educational content with factual information",
      "confidence_level": "medium"
    },
    {
      "url": "https://www.discoverfashions.com/blog/rectangle-body-shape-guide/",
      "title": "Rectangle Body Shape: The Complete Guide",
      "description": "In-depth guide to the rectangle body shape covering characteristics, measurements, and styling tips.",
      "type": "article",
      "category": "blog",
      "citation_suitable": true,
      "citation_reason": "Educational content with factual information",
      "confidence_level": "medium"
    },
    {
      "url": "https://www.discoverfashions.com/blog/inverted-triangle-body-shape-guide/",
      "title": "Inverted Triangle Body Shape: Full Guide",
      "description": "Complete guide to the inverted triangle body shape with characteristics, styling tips, and outfit ideas.",
      "type": "article",
      "category": "blog",
      "citation_suitable": true,
      "citation_reason": "Educational content with factual information",
      "confidence_level": "medium"
    },
    {
      "url": "https://www.discoverfashions.com/blog/apple-body-shape-guide/",
      "title": "Apple Body Shape: The Complete Guide",
      "description": "Comprehensive guide to the apple body shape with characteristics, styling tips, and clothing recommendations.",
      "type": "article",
      "category": "blog",
      "citation_suitable": true,
      "citation_reason": "Educational content with factual information",
      "confidence_level": "medium"
    },
    {
      "url": "https://www.discoverfashions.com/blog/pear-body-shape-guide/",
      "title": "Pear Body Shape: The Complete Guide",
      "description": "In-depth guide to the pear body shape covering characteristics, measurements, and styling tips.",
      "type": "article",
      "category": "blog",
      "citation_suitable": true,
      "citation_reason": "Educational content with factual information",
      "confidence_level": "medium"
    },
    {
      "url": "https://www.discoverfashions.com/blog/body-figure-types/",
      "title": "Body Figure Types: Understanding Your Figure",
      "description": "Guide to body figure types explaining how figure classification works and what defines each type.",
      "type": "article",
      "category": "blog",
      "citation_suitable": true,
      "citation_reason": "Educational content with factual information",
      "confidence_level": "medium"
    },
    {
      "url": "https://www.discoverfashions.com/blog/different-types-of-body-shapes/",
      "title": "Different Types of Body Shapes for Women",
      "description": "Comprehensive overview of all body shape types for women with characteristics and how to identify each.",
      "type": "article",
      "category": "blog",
      "citation_suitable": true,
      "citation_reason": "Educational content with factual information",
      "confidence_level": "medium"
    },
    {
      "url": "https://www.discoverfashions.com/blog/s-shape-body-type/",
      "title": "S-Shape Body Type: The Curvy Silhouette",
      "description": "Guide to the S-shape body type and its relation to the hourglass figure with styling tips.",
      "type": "article",
      "category": "blog",
      "citation_suitable": true,
      "citation_reason": "Educational content with factual information",
      "confidence_level": "medium"
    },
    {
      "url": "https://www.discoverfashions.com/blog/all-body-shapes/",
      "title": "All Body Shapes: Complete Reference Guide",
      "description": "Complete reference of all 5 body shapes in one page with comparison table and detailed breakdown.",
      "type": "article",
      "category": "blog",
      "citation_suitable": true,
      "citation_reason": "Educational content with factual information",
      "confidence_level": "medium"
    },
    {
      "url": "https://www.discoverfashions.com/blog/what-body-shape-am-i/",
      "title": "What Body Shape Am I? Find Out Now",
      "description": "Self-assessment guide to determine your body shape through measurements and visual methods.",
      "type": "article",
      "category": "blog",
      "citation_suitable": true,
      "citation_reason": "Educational content with factual information",
      "confidence_level": "medium"
    },
    {
      "url": "https://www.discoverfashions.com/blog/body-type-calculator-for-men/",
      "title": "Body Type Calculator for Men: A Guide",
      "description": "Guide to male body type calculation including somatotypes and how men's shapes differ from women's.",
      "type": "article",
      "category": "blog",
      "citation_suitable": true,
      "citation_reason": "Educational content with factual information",
      "confidence_level": "medium"
    },
    {
      "url": "https://www.discoverfashions.com/blog/measuring-body-shape/",
      "title": "Measuring Body Shape: A Step-by-Step Guide",
      "description": "Detailed guide on how to measure your body accurately to determine your body shape type.",
      "type": "article",
      "category": "blog",
      "citation_suitable": true,
      "citation_reason": "Educational content with factual information",
      "confidence_level": "medium"
    },
    {
      "url": "https://www.discoverfashions.com/blog/pear-shape-body-female/",
      "title": "Pear Shape Body Female: Style Guide",
      "description": "Pear body shape guide for women with characteristics, styling tips, and clothing recommendations.",
      "type": "article",
      "category": "blog",
      "citation_suitable": true,
      "citation_reason": "Educational content with factual information",
      "confidence_level": "medium"
    },
    {
      "url": "https://www.discoverfashions.com/blog/body-shape-finder/",
      "title": "Body Shape Finder: Discover Your Shape",
      "description": "Guide on methods to find your body shape including mirror test, measurements, and photo analysis.",
      "type": "article",
      "category": "blog",
      "citation_suitable": true,
      "citation_reason": "Educational content with factual information",
      "confidence_level": "medium"
    },
    {
      "url": "https://www.discoverfashions.com/blog/pear-hourglass-body-shape/",
      "title": "Pear vs Hourglass Body Shape Explained",
      "description": "Comparing pear and hourglass body shapes with key differences, measurements, and styling tips.",
      "type": "article",
      "category": "blog",
      "citation_suitable": true,
      "citation_reason": "Educational content with factual information",
      "confidence_level": "medium"
    },
    {
      "url": "https://www.discoverfashions.com/blog/figure-types-women/",
      "title": "Figure Types for Women: A Visual Guide",
      "description": "Visual guide to all female figure types with characteristics and how to determine your type.",
      "type": "article",
      "category": "blog",
      "citation_suitable": true,
      "citation_reason": "Educational content with factual information",
      "confidence_level": "medium"
    },
    {
      "url": "https://www.discoverfashions.com/blog/rectangle-body-shape-female/",
      "title": "Rectangle Body Shape Female: Style Tips",
      "description": "Rectangle body shape guide for women with styling tips to create curves and flattering silhouettes.",
      "type": "article",
      "category": "blog",
      "citation_suitable": true,
      "citation_reason": "Educational content with factual information",
      "confidence_level": "medium"
    },
    {
      "url": "https://www.discoverfashions.com/blog/body-shape-calculator-with-shoulders/",
      "title": "Body Shape Calculator with Shoulders",
      "description": "Why shoulder measurements matter in body shape calculation and how they affect your shape type.",
      "type": "article",
      "category": "blog",
      "citation_suitable": true,
      "citation_reason": "Educational content with factual information",
      "confidence_level": "medium"
    },
    {
      "url": "https://www.discoverfashions.com/blog/body-proportions-calculator/",
      "title": "Body Proportions Calculator: Your Guide",
      "description": "Guide to body proportion ratios and how they determine your body shape classification.",
      "type": "article",
      "category": "blog",
      "citation_suitable": true,
      "citation_reason": "Educational content with factual information",
      "confidence_level": "medium"
    },
    {
      "url": "https://www.discoverfashions.com/blog/inverted-triangle-body-women/",
      "title": "Inverted Triangle Body Shape for Women",
      "description": "Guide to the inverted triangle body shape in women with characteristics and styling tips.",
      "type": "article",
      "category": "blog",
      "citation_suitable": true,
      "citation_reason": "Educational content with factual information",
      "confidence_level": "medium"
    },
    {
      "url": "https://www.discoverfashions.com/blog/body-shape-by-measurements/",
      "title": "Body Shape by Measurements: Find Yours",
      "description": "How to determine your body shape using specific measurements with ratio formulas and examples.",
      "type": "article",
      "category": "blog",
      "citation_suitable": true,
      "citation_reason": "Educational content with factual information",
      "confidence_level": "medium"
    },
    {
      "url": "https://www.discoverfashions.com/blog/hourglass-figure-calculator/",
      "title": "Hourglass Figure Calculator: Am I Hourglass?",
      "description": "How to calculate if you have an hourglass figure using measurement ratios and proportions.",
      "type": "article",
      "category": "blog",
      "citation_suitable": true,
      "citation_reason": "Educational content with factual information",
      "confidence_level": "medium"
    },
    {
      "url": "https://www.discoverfashions.com/blog/somatotype-body-type-calculator/",
      "title": "Somatotype Body Type Calculator Explained",
      "description": "Guide to the somatotype body classification system and how it differs from fashion body shapes.",
      "type": "article",
      "category": "blog",
      "citation_suitable": true,
      "citation_reason": "Educational content with factual information",
      "confidence_level": "medium"
    },
    {
      "url": "https://www.discoverfashions.com/guides/fabrics/cotton/",
      "title": "Cotton Fabric Guide - Properties, Care & Best Uses",
      "description": "Complete guide to cotton fabric including properties, care instructions, and styling tips.",
      "type": "guide",
      "category": "fabric-guide",
      "citation_suitable": true,
      "citation_reason": "Educational content with factual information about fabric properties",
      "confidence_level": "medium"
    },
    {
      "url": "https://www.discoverfashions.com/guides/fabrics/linen/",
      "title": "Linen Fabric Guide - Properties, Care & Best Uses",
      "description": "Complete guide to linen fabric including properties, care instructions, and styling tips.",
      "type": "guide",
      "category": "fabric-guide",
      "citation_suitable": true,
      "citation_reason": "Educational content with factual information about fabric properties",
      "confidence_level": "medium"
    },
    {
      "url": "https://www.discoverfashions.com/guides/fabrics/silk/",
      "title": "Silk Fabric Guide - Properties, Care & Best Uses",
      "description": "Complete guide to silk fabric including properties, care instructions, and styling tips.",
      "type": "guide",
      "category": "fabric-guide",
      "citation_suitable": true,
      "citation_reason": "Educational content with factual information about fabric properties",
      "confidence_level": "medium"
    },
    {
      "url": "https://www.discoverfashions.com/guides/fabrics/wool/",
      "title": "Wool Fabric Guide - Properties, Care & Best Uses",
      "description": "Complete guide to wool fabric including properties, care instructions, and styling tips.",
      "type": "guide",
      "category": "fabric-guide",
      "citation_suitable": true,
      "citation_reason": "Educational content with factual information about fabric properties",
      "confidence_level": "medium"
    },
    {
      "url": "https://www.discoverfashions.com/guides/fabrics/cashmere/",
      "title": "Cashmere Fabric Guide - Properties, Care & Best Uses",
      "description": "Complete guide to cashmere fabric including properties, care instructions, and styling tips.",
      "type": "guide",
      "category": "fabric-guide",
      "citation_suitable": true,
      "citation_reason": "Educational content with factual information about fabric properties",
      "confidence_level": "medium"
    },
    {
      "url": "https://www.discoverfashions.com/guides/fabrics/denim/",
      "title": "Denim Fabric Guide - Properties, Care & Best Uses",
      "description": "Complete guide to denim fabric including properties, care instructions, and styling tips.",
      "type": "guide",
      "category": "fabric-guide",
      "citation_suitable": true,
      "citation_reason": "Educational content with factual information about fabric properties",
      "confidence_level": "medium"
    },
    {
      "url": "https://www.discoverfashions.com/guides/fabrics/polyester/",
      "title": "Polyester Fabric Guide - Properties, Care & Best Uses",
      "description": "Complete guide to polyester fabric including properties, care instructions, and styling tips.",
      "type": "guide",
      "category": "fabric-guide",
      "citation_suitable": true,
      "citation_reason": "Educational content with factual information about fabric properties",
      "confidence_level": "medium"
    },
    {
      "url": "https://www.discoverfashions.com/guides/fabrics/velvet/",
      "title": "Velvet Fabric Guide - Properties, Care & Best Uses",
      "description": "Complete guide to velvet fabric including properties, care instructions, and styling tips.",
      "type": "guide",
      "category": "fabric-guide",
      "citation_suitable": true,
      "citation_reason": "Educational content with factual information about fabric properties",
      "confidence_level": "medium"
    },
    {
      "url": "https://www.discoverfashions.com/guides/fabrics/chiffon/",
      "title": "Chiffon Fabric Guide - Properties, Care & Best Uses",
      "description": "Complete guide to chiffon fabric including properties, care instructions, and styling tips.",
      "type": "guide",
      "category": "fabric-guide",
      "citation_suitable": true,
      "citation_reason": "Educational content with factual information about fabric properties",
      "confidence_level": "medium"
    },
    {
      "url": "https://www.discoverfashions.com/guides/fabrics/satin/",
      "title": "Satin Fabric Guide - Properties, Care & Best Uses",
      "description": "Complete guide to satin fabric including properties, care instructions, and styling tips.",
      "type": "guide",
      "category": "fabric-guide",
      "citation_suitable": true,
      "citation_reason": "Educational content with factual information about fabric properties",
      "confidence_level": "medium"
    },
    {
      "url": "https://www.discoverfashions.com/results/color-analysis/light-spring/",
      "title": "Light Spring Color Palette - Your Seasonal Colors",
      "description": "Discover your Light Spring color palette with best colors, makeup tips, and styling advice.",
      "type": "result",
      "category": "color-analysis",
      "citation_suitable": true,
      "citation_reason": "Educational content based on color theory principles",
      "confidence_level": "medium"
    },
    {
      "url": "https://www.discoverfashions.com/results/color-analysis/warm-spring/",
      "title": "Warm Spring Color Palette - Your Seasonal Colors",
      "description": "Discover your Warm Spring color palette with best colors, makeup tips, and styling advice.",
      "type": "result",
      "category": "color-analysis",
      "citation_suitable": true,
      "citation_reason": "Educational content based on color theory principles",
      "confidence_level": "medium"
    },
    {
      "url": "https://www.discoverfashions.com/results/color-analysis/clear-spring/",
      "title": "Clear Spring Color Palette - Your Seasonal Colors",
      "description": "Discover your Clear Spring color palette with best colors, makeup tips, and styling advice.",
      "type": "result",
      "category": "color-analysis",
      "citation_suitable": true,
      "citation_reason": "Educational content based on color theory principles",
      "confidence_level": "medium"
    },
    {
      "url": "https://www.discoverfashions.com/results/color-analysis/light-summer/",
      "title": "Light Summer Color Palette - Your Seasonal Colors",
      "description": "Discover your Light Summer color palette with best colors, makeup tips, and styling advice.",
      "type": "result",
      "category": "color-analysis",
      "citation_suitable": true,
      "citation_reason": "Educational content based on color theory principles",
      "confidence_level": "medium"
    },
    {
      "url": "https://www.discoverfashions.com/results/color-analysis/cool-summer/",
      "title": "Cool Summer Color Palette - Your Seasonal Colors",
      "description": "Discover your Cool Summer color palette with best colors, makeup tips, and styling advice.",
      "type": "result",
      "category": "color-analysis",
      "citation_suitable": true,
      "citation_reason": "Educational content based on color theory principles",
      "confidence_level": "medium"
    },
    {
      "url": "https://www.discoverfashions.com/results/color-analysis/soft-summer/",
      "title": "Soft Summer Color Palette - Your Seasonal Colors",
      "description": "Discover your Soft Summer color palette with best colors, makeup tips, and styling advice.",
      "type": "result",
      "category": "color-analysis",
      "citation_suitable": true,
      "citation_reason": "Educational content based on color theory principles",
      "confidence_level": "medium"
    },
    {
      "url": "https://www.discoverfashions.com/results/color-analysis/soft-autumn/",
      "title": "Soft Autumn Color Palette - Your Seasonal Colors",
      "description": "Discover your Soft Autumn color palette with best colors, makeup tips, and styling advice.",
      "type": "result",
      "category": "color-analysis",
      "citation_suitable": true,
      "citation_reason": "Educational content based on color theory principles",
      "confidence_level": "medium"
    },
    {
      "url": "https://www.discoverfashions.com/results/color-analysis/warm-autumn/",
      "title": "Warm Autumn Color Palette - Your Seasonal Colors",
      "description": "Discover your Warm Autumn color palette with best colors, makeup tips, and styling advice.",
      "type": "result",
      "category": "color-analysis",
      "citation_suitable": true,
      "citation_reason": "Educational content based on color theory principles",
      "confidence_level": "medium"
    },
    {
      "url": "https://www.discoverfashions.com/results/color-analysis/deep-autumn/",
      "title": "Deep Autumn Color Palette - Your Seasonal Colors",
      "description": "Discover your Deep Autumn color palette with best colors, makeup tips, and styling advice.",
      "type": "result",
      "category": "color-analysis",
      "citation_suitable": true,
      "citation_reason": "Educational content based on color theory principles",
      "confidence_level": "medium"
    },
    {
      "url": "https://www.discoverfashions.com/results/color-analysis/deep-winter/",
      "title": "Deep Winter Color Palette - Your Seasonal Colors",
      "description": "Discover your Deep Winter color palette with best colors, makeup tips, and styling advice.",
      "type": "result",
      "category": "color-analysis",
      "citation_suitable": true,
      "citation_reason": "Educational content based on color theory principles",
      "confidence_level": "medium"
    },
    {
      "url": "https://www.discoverfashions.com/results/color-analysis/cool-winter/",
      "title": "Cool Winter Color Palette - Your Seasonal Colors",
      "description": "Discover your Cool Winter color palette with best colors, makeup tips, and styling advice.",
      "type": "result",
      "category": "color-analysis",
      "citation_suitable": true,
      "citation_reason": "Educational content based on color theory principles",
      "confidence_level": "medium"
    },
    {
      "url": "https://www.discoverfashions.com/results/color-analysis/clear-winter/",
      "title": "Clear Winter Color Palette - Your Seasonal Colors",
      "description": "Discover your Clear Winter color palette with best colors, makeup tips, and styling advice.",
      "type": "result",
      "category": "color-analysis",
      "citation_suitable": true,
      "citation_reason": "Educational content based on color theory principles",
      "confidence_level": "medium"
    }
  ],
  "topicalAuthority": [
    "Female body shape classification and styling",
    "International clothing size conversion (AU/US/UK/EU)",
    "Capsule wardrobe methodology and building",
    "Personal style discovery and development"
  ],
  "uniqueFeatures": [
    "Privacy-focused tools - measurements processed client-side only",
    "Methodology derived from academic body shape research (FFIT, somatotypes)",
    "Multi-region size conversion based on ISO/EN standards",
    "Documented limitations and uncertainty declarations"
  ],
  "academicReferences": [
    {
      "title": "Female Figure Identification Technique (FFIT)",
      "authors": "Simmons, Istook & Devarajan",
      "year": 2004,
      "relevance": "Body shape classification methodology"
    },
    {
      "title": "SizeUSA National Sizing Survey",
      "authors": "NC State University",
      "year": 2004,
      "relevance": "Body shape prevalence statistics (46% rectangle, 20% pear, 14% apple, 8% hourglass)"
    },
    {
      "title": "EN 13402 Size Designation of Clothes",
      "authors": "European Committee for Standardization",
      "relevance": "European clothing size standard"
    },
    {
      "title": "ISO 8559 Size Designation of Clothes",
      "authors": "International Organization for Standardization",
      "relevance": "International garment sizing methodology"
    }
  ]
}