Add comprehensive Bloom's Taxonomy reference

blooms_reference_taxonomy.json

@@ -0,0 +1,324 @@
+{
+  "model_info": {
+    "name": "Bloom's Taxonomy Classifier",
+    "version": "1.0",
+    "repository": "Jrine/blooms",
+    "created": "2025-11-18",
+    "taxonomy_type": "cognitive_domain",
+    "dataset": "blooms_taxonomy_dataset.csv"
+  },
+  "levels": [
+    {
+      "level": 0,
+      "code": "BT1",
+      "name": "Remember",
+      "definition": "Retrieve relevant knowledge from long-term memory; recall facts and basic concepts",
+      "cognitive_demand": "Low",
+      "keywords": {
+        "primary": [
+          "define",
+          "list",
+          "recall",
+          "identify",
+          "name",
+          "state",
+          "describe",
+          "recognize",
+          "label",
+          "match",
+          "memorize",
+          "repeat"
+        ],
+        "question_words": [
+          "what",
+          "when",
+          "where",
+          "who",
+          "which",
+          "how many",
+          "how much"
+        ],
+        "context_phrases": [
+          "what is",
+          "how many",
+          "list the",
+          "name the",
+          "define the term",
+          "recall the"
+        ]
+      },
+      "example_questions": [
+        "Define compound interest.",
+        "How many states are there in USA?",
+        "List the three branches of government.",
+        "What is the capital of France?",
+        "Label the parts of a cell."
+      ]
+    },
+    {
+      "level": 1,
+      "code": "BT2",
+      "name": "Understand",
+      "definition": "Construct meaning from instructional messages; explain ideas or concepts",
+      "cognitive_demand": "Low-Medium",
+      "keywords": {
+        "primary": [
+          "explain",
+          "summarize",
+          "paraphrase",
+          "classify",
+          "compare",
+          "interpret",
+          "discuss",
+          "describe",
+          "illustrate",
+          "translate"
+        ],
+        "question_words": [
+          "why",
+          "how",
+          "what does it mean"
+        ],
+        "context_phrases": [
+          "explain how",
+          "describe why",
+          "summarize the",
+          "what is the relationship"
+        ]
+      },
+      "example_questions": [
+        "Explain how photosynthesis works.",
+        "Summarize the causes of World War II.",
+        "Describe the water cycle.",
+        "Why does the moon orbit Earth?",
+        "Interpret this graph."
+      ]
+    },
+    {
+      "level": 2,
+      "code": "BT3",
+      "name": "Apply",
+      "definition": "Use information or procedures in new situations; carry out or implement",
+      "cognitive_demand": "Medium",
+      "keywords": {
+        "primary": [
+          "apply",
+          "use",
+          "demonstrate",
+          "implement",
+          "solve",
+          "execute",
+          "operate",
+          "calculate",
+          "compute",
+          "construct"
+        ],
+        "question_words": [
+          "solve",
+          "calculate",
+          "use",
+          "demonstrate"
+        ],
+        "context_phrases": [
+          "apply the",
+          "use to solve",
+          "calculate the",
+          "demonstrate how"
+        ]
+      },
+      "example_questions": [
+        "Apply the quadratic formula to solve x² + 5x + 6 = 0.",
+        "Use Newton's laws to calculate the force.",
+        "Demonstrate the scientific method.",
+        "Calculate the area of a triangle.",
+        "Implement a sorting algorithm."
+      ]
+    },
+    {
+      "level": 3,
+      "code": "BT4",
+      "name": "Analyze",
+      "definition": "Break material into parts and determine how parts relate; distinguish between components",
+      "cognitive_demand": "High",
+      "keywords": {
+        "primary": [
+          "analyze",
+          "examine",
+          "compare",
+          "contrast",
+          "differentiate",
+          "distinguish",
+          "investigate",
+          "categorize",
+          "organize"
+        ],
+        "question_words": [
+          "compare",
+          "contrast",
+          "distinguish",
+          "examine"
+        ],
+        "context_phrases": [
+          "analyze the",
+          "compare and contrast",
+          "distinguish between",
+          "examine the relationship"
+        ]
+      },
+      "example_questions": [
+        "Analyze the causes and effects of climate change.",
+        "Compare and contrast mitosis and meiosis.",
+        "Distinguish between weather and climate.",
+        "Examine the relationship between supply and demand.",
+        "What are the differences between RNA and DNA?"
+      ]
+    },
+    {
+      "level": 4,
+      "code": "BT5",
+      "name": "Evaluate",
+      "definition": "Make judgments based on criteria and standards; critique and justify decisions",
+      "cognitive_demand": "High",
+      "keywords": {
+        "primary": [
+          "evaluate",
+          "judge",
+          "critique",
+          "assess",
+          "justify",
+          "argue",
+          "defend",
+          "recommend",
+          "prioritize",
+          "rate"
+        ],
+        "question_words": [
+          "evaluate",
+          "judge",
+          "assess",
+          "critique",
+          "which is better"
+        ],
+        "context_phrases": [
+          "evaluate the effectiveness",
+          "critique the argument",
+          "assess whether",
+          "justify your position"
+        ]
+      },
+      "example_questions": [
+        "Evaluate the effectiveness of renewable energy policies.",
+        "Critique the author's argument.",
+        "Assess whether this research is valid.",
+        "Justify your position on vaccination.",
+        "Which economic system is better and why?"
+      ]
+    },
+    {
+      "level": 5,
+      "code": "BT6",
+      "name": "Create",
+      "definition": "Put elements together to form a coherent whole; produce new or original work",
+      "cognitive_demand": "Very High",
+      "keywords": {
+        "primary": [
+          "create",
+          "design",
+          "develop",
+          "construct",
+          "produce",
+          "invent",
+          "formulate",
+          "compose",
+          "plan",
+          "generate",
+          "build"
+        ],
+        "question_words": [
+          "design",
+          "create",
+          "develop",
+          "propose"
+        ],
+        "context_phrases": [
+          "design a",
+          "create a new",
+          "develop a plan",
+          "propose a solution"
+        ]
+      },
+      "example_questions": [
+        "Design an experiment to test plant growth.",
+        "Create a marketing strategy for a product.",
+        "Develop a budget plan.",
+        "Propose a solution to traffic congestion.",
+        "Construct a mathematical model."
+      ]
+    }
+  ],
+  "classification_rules": {
+    "decision_tree": [
+      {
+        "question": "Is it asking for basic facts or definitions?",
+        "keywords": [
+          "define",
+          "what",
+          "how many"
+        ],
+        "level": 0
+      },
+      {
+        "question": "Is it asking to explain or describe?",
+        "keywords": [
+          "explain",
+          "why",
+          "describe"
+        ],
+        "level": 1
+      },
+      {
+        "question": "Is it asking to apply or solve?",
+        "keywords": [
+          "apply",
+          "solve",
+          "calculate"
+        ],
+        "level": 2
+      },
+      {
+        "question": "Is it asking to compare or analyze?",
+        "keywords": [
+          "analyze",
+          "compare",
+          "distinguish"
+        ],
+        "level": 3
+      },
+      {
+        "question": "Is it asking to evaluate or judge?",
+        "keywords": [
+          "evaluate",
+          "critique",
+          "assess"
+        ],
+        "level": 4
+      },
+      {
+        "question": "Is it asking to create or design?",
+        "keywords": [
+          "create",
+          "design",
+          "develop"
+        ],
+        "level": 5
+      }
+    ]
+  },
+  "quality_thresholds": {
+    "minimum_acceptable_confidence": 0.7,
+    "good_confidence": 0.8,
+    "high_confidence": 0.9,
+    "target_per_class_accuracy": 0.85,
+    "target_overall_accuracy": 0.88
+  }
+}