Add comprehensive reference taxonomy

reference_taxonomy.json

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+{
+  "model_info": {
+    "name": "Dave's Psychomotor Taxonomy Classifier",
+    "version": "1.0",
+    "repository": "Jrine/dave",
+    "created": "2025-11-18"
+  },
+  "levels": [
+    {
+      "level": 0,
+      "name": "Imitation",
+      "definition": "Observing and copying demonstrated behaviors; basic motor skill reproduction",
+      "cognitive_demand": "Low",
+      "autonomy": "Minimal - requires demonstration",
+      "keywords": {
+        "primary": [
+          "observe",
+          "copy",
+          "replicate",
+          "mimic",
+          "imitate",
+          "follow",
+          "watch",
+          "repeat"
+        ],
+        "secondary": [
+          "demonstration",
+          "shown by",
+          "instructor demonstrates",
+          "after watching"
+        ],
+        "context_phrases": [
+          "after observing",
+          "following demonstration",
+          "as shown by",
+          "by watching",
+          "demonstrated technique",
+          "observing the instructor"
+        ]
+      },
+      "sentence_patterns": [
+        "will observe and [action]",
+        "will replicate the demonstrated [skill]",
+        "will copy the [technique] shown by [instructor]",
+        "will mimic the instructor's [movement]",
+        "after watching [demonstration], will [action]"
+      ],
+      "positive_indicators": [
+        "visual demonstration required",
+        "basic copying behavior",
+        "single discrete skill",
+        "supervised learning",
+        "immediate reproduction"
+      ],
+      "negative_indicators": [
+        "independent performance",
+        "adaptation required",
+        "precision measurements",
+        "automatic execution",
+        "multiple coordinated skills"
+      ],
+      "example_sentences": [
+        "Students will observe and replicate the proper hand positioning during violin lessons",
+        "Trainees will copy the demonstrated CPR compression technique after watching the instructor",
+        "Learners will mimic the brush stroke pattern shown in the video demonstration",
+        "After observing the surgery, residents will replicate the suturing technique on a simulator"
+      ],
+      "avoid_confusion_with": {
+        "manipulation": "Imitation requires active visual demonstration; manipulation follows written/verbal instructions without needing to see it performed",
+        "key_differentiator": "Presence of 'observe', 'watch', 'demonstrated by' strongly indicates imitation"
+      }
+    },
+    {
+      "level": 1,
+      "name": "Manipulation",
+      "definition": "Performing actions from memory or instructions to a prescribed standard without requiring demonstration",
+      "cognitive_demand": "Low-Medium",
+      "autonomy": "Partial - follows instructions independently",
+      "keywords": {
+        "primary": [
+          "perform",
+          "execute",
+          "demonstrate",
+          "carry out",
+          "conduct",
+          "apply",
+          "complete",
+          "do"
+        ],
+        "secondary": [
+          "protocol",
+          "procedure",
+          "instructions",
+          "guidelines",
+          "manual",
+          "steps"
+        ],
+        "context_phrases": [
+          "according to protocol",
+          "following the procedure",
+          "using the guidelines",
+          "per the manual",
+          "based on instructions",
+          "as outlined in"
+        ]
+      },
+      "sentence_patterns": [
+        "will perform [action] according to [standard/protocol]",
+        "will execute [task] following [instructions/procedure]",
+        "will demonstrate [skill] using [guidelines/manual]",
+        "will carry out [activity] per [protocol]",
+        "will complete [task] based on [written instructions]"
+      ],
+      "positive_indicators": [
+        "protocol or procedure referenced",
+        "written/verbal instructions mentioned",
+        "standard operating procedures",
+        "guideline compliance",
+        "memorized sequences"
+      ],
+      "negative_indicators": [
+        "requires observation first",
+        "precision metrics specified",
+        "adaptation to conditions",
+        "automatic execution",
+        "coordination of multiple skills"
+      ],
+      "example_sentences": [
+        "Nurses will perform wound dressing according to hospital protocol",
+        "Students will execute the titration procedure following the lab manual",
+        "Technicians will demonstrate proper equipment shutdown per the guidelines",
+        "Workers will carry out the assembly process using the instruction sheet"
+      ],
+      "avoid_confusion_with": {
+        "imitation": "Manipulation can be done from memory/written instructions without live demonstration",
+        "precision": "Manipulation doesn't specify accuracy percentages or tolerance levels",
+        "key_differentiator": "Reference to 'protocol', 'procedure', 'manual', or 'instructions' without accuracy requirements"
+      }
+    },
+    {
+      "level": 2,
+      "name": "Precision",
+      "definition": "Executing skills with measurable accuracy, exactness, and refined control",
+      "cognitive_demand": "Medium",
+      "autonomy": "Moderate - self-correcting for quality",
+      "keywords": {
+        "primary": [
+          "accurately",
+          "precisely",
+          "correctly",
+          "exact",
+          "refined",
+          "controlled",
+          "calibrated"
+        ],
+        "secondary": [
+          "accuracy",
+          "precision",
+          "tolerance",
+          "error",
+          "margin",
+          "quality"
+        ],
+        "quantitative_indicators": [
+          "% accuracy",
+          "±[measurement]",
+          "within [tolerance]",
+          "minimal error",
+          "[number] WPM",
+          "[percentage]% success rate"
+        ]
+      },
+      "sentence_patterns": [
+        "will [action] with [X]% accuracy",
+        "will [action] within ±[measurement] tolerance",
+        "will accurately [action] to [standard/specification]",
+        "will precisely [action] with [quality metric]",
+        "will [action] with minimal [error/deviation]"
+      ],
+      "positive_indicators": [
+        "specific accuracy percentage",
+        "tolerance levels specified",
+        "measurement precision required",
+        "error margins defined",
+        "quality standards with metrics",
+        "refinement emphasized"
+      ],
+      "negative_indicators": [
+        "basic performance only",
+        "observation-based learning",
+        "coordinating multiple skills",
+        "intuitive or automatic execution",
+        "no measurable standards"
+      ],
+      "example_sentences": [
+        "Lab technicians will measure reagents with ±0.1mL precision",
+        "Students will type at 95% accuracy and minimum 60 words per minute",
+        "Surgeons will perform sutures with minimal tissue trauma and uniform spacing",
+        "Machinists will cut metal components within ±0.05mm tolerance"
+      ],
+      "avoid_confusion_with": {
+        "manipulation": "Precision includes specific quantifiable accuracy or quality metrics",
+        "articulation": "Precision focuses on single-skill refinement, not coordination of multiple skills",
+        "key_differentiator": "Quantifiable accuracy metrics, precision adverbs, or specific quality standards present"
+      }
+    },
+    {
+      "level": 3,
+      "name": "Articulation",
+      "definition": "Coordinating and integrating multiple skills simultaneously; adapting techniques to varying conditions",
+      "cognitive_demand": "High",
+      "autonomy": "High - adaptive and responsive",
+      "keywords": {
+        "primary": [
+          "coordinate",
+          "integrate",
+          "combine",
+          "sequence",
+          "adapt",
+          "modify",
+          "adjust",
+          "synchronize",
+          "harmonize"
+        ],
+        "secondary": [
+          "multiple",
+          "simultaneous",
+          "while",
+          "dynamic",
+          "variable",
+          "changing"
+        ],
+        "context_phrases": [
+          "while simultaneously",
+          "in response to",
+          "adapt to changing",
+          "coordinate with",
+          "integrate multiple",
+          "across different contexts"
+        ]
+      },
+      "sentence_patterns": [
+        "will coordinate [skill A] with [skill B]",
+        "will integrate [action] while [another action]",
+        "will adapt [technique] based on [conditions/variables]",
+        "will combine [multiple skills] during [activity]",
+        "will synchronize [skill] in response to [dynamic factor]"
+      ],
+      "positive_indicators": [
+        "multiple skills mentioned",
+        "coordination required",
+        "adaptation to conditions",
+        "simultaneous actions",
+        "dynamic environment",
+        "context-dependent adjustments"
+      ],
+      "negative_indicators": [
+        "single isolated action",
+        "basic performance",
+        "observation-based",
+        "automatic/unconscious execution",
+        "no adaptation required"
+      ],
+      "example_sentences": [
+        "Athletes will coordinate breathing patterns with stride rhythm while adapting pace to terrain changes",
+        "Musicians will integrate fingering technique with bowing dynamics across varying tempo markings",
+        "Chefs will combine knife skills with heat management while monitoring multiple cooking stations",
+        "Pilots will synchronize throttle adjustments with rudder control in response to crosswind conditions"
+      ],
+      "avoid_confusion_with": {
+        "precision": "Articulation involves coordinating multiple skills; precision focuses on single-skill accuracy",
+        "naturalization": "Articulation requires conscious coordination; naturalization is automatic and unconscious",
+        "key_differentiator": "Multiple skills being coordinated OR adaptation in response to changing conditions"
+      }
+    },
+    {
+      "level": 4,
+      "name": "Naturalization",
+      "definition": "Automated, unconscious mastery performed intuitively without deliberate mental effort",
+      "cognitive_demand": "Minimal - automatic processing",
+      "autonomy": "Complete - fully internalized",
+      "keywords": {
+        "primary": [
+          "automatically",
+          "intuitively",
+          "seamlessly",
+          "fluently",
+          "effortlessly",
+          "masterfully",
+          "expertly",
+          "spontaneously",
+          "unconsciously"
+        ],
+        "secondary": [
+          "expert",
+          "master",
+          "instinctively",
+          "naturally",
+          "without thought"
+        ],
+        "context_phrases": [
+          "without conscious thought",
+          "automatically responds to",
+          "intuitively adjusts",
+          "expertise level",
+          "mastery demonstrated",
+          "effortless execution"
+        ]
+      },
+      "sentence_patterns": [
+        "will automatically [action] in response to [stimulus]",
+        "will intuitively [respond/adapt/modify]",
+        "will seamlessly [perform] without [conscious effort]",
+        "[expert/master] will effortlessly [complex action]",
+        "will spontaneously [action] based on [experience/expertise]"
+      ],
+      "positive_indicators": [
+        "automatic execution mentioned",
+        "intuitive responses",
+        "expert/master level specified",
+        "seamless performance",
+        "unconscious competence",
+        "effortless execution",
+        "no deliberate thought required"
+      ],
+      "negative_indicators": [
+        "learning in progress",
+        "following instructions",
+        "practicing skills",
+        "observing others",
+        "conscious coordination",
+        "according to protocol"
+      ],
+      "example_sentences": [
+        "Expert pianists will automatically adjust finger pressure and pedaling based on acoustics",
+        "Master chefs will intuitively modify ingredient ratios in response to subtle flavor variations",
+        "Professional race car drivers will seamlessly navigate curves without conscious steering calculations",
+        "Experienced surgeons will effortlessly adapt technique to unexpected anatomical variations"
+      ],
+      "avoid_confusion_with": {
+        "articulation": "Naturalization is automatic/unconscious; articulation requires conscious coordination",
+        "key_differentiator": "Words indicating automaticity, expertise, intuition, mastery, or absence of conscious effort"
+      }
+    }
+  ],
+  "classification_decision_tree": {
+    "step_1": {
+      "question": "Does the objective mention observing, watching, or copying a demonstration?",
+      "keywords": [
+        "observe",
+        "watch",
+        "copy",
+        "mimic",
+        "replicate",
+        "demonstrated"
+      ],
+      "yes": "LIKELY Level 0 (Imitation) - Verify no other higher-level indicators",
+      "no": "Continue to step 2"
+    },
+    "step_2": {
+      "question": "Does it reference protocols, procedures, instructions, or guidelines?",
+      "keywords": [
+        "protocol",
+        "procedure",
+        "according to",
+        "following",
+        "guidelines",
+        "manual"
+      ],
+      "yes": "Check step 2a",
+      "no": "Continue to step 3",
+      "step_2a": {
+        "question": "Are there specific accuracy metrics or precision requirements?",
+        "keywords": [
+          "accuracy",
+          "precisely",
+          "±",
+          "%",
+          "tolerance",
+          "within"
+        ],
+        "yes": "LIKELY Level 2 (Precision)",
+        "no": "LIKELY Level 1 (Manipulation)"
+      }
+    },
+    "step_3": {
+      "question": "Does it specify accuracy percentages, tolerances, or measurable precision?",
+      "keywords": [
+        "% accuracy",
+        "±",
+        "tolerance",
+        "precisely",
+        "minimal error",
+        "controlled"
+      ],
+      "yes": "LIKELY Level 2 (Precision)",
+      "no": "Continue to step 4"
+    },
+    "step_4": {
+      "question": "Does it involve coordinating multiple skills OR adapting to varying conditions?",
+      "keywords": [
+        "coordinate",
+        "integrate",
+        "combine",
+        "adapt",
+        "modify",
+        "while",
+        "simultaneous"
+      ],
+      "yes": "LIKELY Level 3 (Articulation)",
+      "no": "Continue to step 5"
+    },
+    "step_5": {
+      "question": "Does it indicate automatic, intuitive, expert-level, or unconscious mastery?",
+      "keywords": [
+        "automatically",
+        "intuitively",
+        "expert",
+        "master",
+        "seamlessly",
+        "effortlessly"
+      ],
+      "yes": "LIKELY Level 4 (Naturalization)",
+      "no": "Default to closest match based on primary action verbs"
+    }
+  },
+  "priority_classification_signals": [
+    {
+      "signal": "observe/watch + demonstrate/shown",
+      "level": 0,
+      "confidence_weight": 0.95,
+      "description": "Strong indicator of imitation"
+    },
+    {
+      "signal": "protocol/procedure/guidelines without accuracy metrics",
+      "level": 1,
+      "confidence_weight": 0.85,
+      "description": "Clear manipulation pattern"
+    },
+    {
+      "signal": "accuracy percentage OR ± tolerance measurement",
+      "level": 2,
+      "confidence_weight": 0.92,
+      "description": "Quantifiable precision requirement"
+    },
+    {
+      "signal": "coordinate/integrate + multiple skills",
+      "level": 3,
+      "confidence_weight": 0.88,
+      "description": "Multiple skill coordination"
+    },
+    {
+      "signal": "adapt/modify + changing conditions",
+      "level": 3,
+      "confidence_weight": 0.86,
+      "description": "Context adaptation requirement"
+    },
+    {
+      "signal": "automatically/intuitively/expertly",
+      "level": 4,
+      "confidence_weight": 0.93,
+      "description": "Unconscious mastery indicator"
+    }
+  ],
+  "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
+  },
+  "common_misclassifications": [
+    {
+      "confusion": "Imitation vs Manipulation",
+      "reason": "Both involve following guidance",
+      "resolution": "Imitation requires visual demonstration; Manipulation uses written/verbal instructions"
+    },
+    {
+      "confusion": "Manipulation vs Precision",
+      "reason": "Both involve following procedures",
+      "resolution": "Precision includes measurable accuracy metrics; Manipulation does not"
+    },
+    {
+      "confusion": "Precision vs Articulation",
+      "reason": "Both require skill refinement",
+      "resolution": "Precision focuses on single-skill accuracy; Articulation coordinates multiple skills"
+    },
+    {
+      "confusion": "Articulation vs Naturalization",
+      "reason": "Both involve complex performance",
+      "resolution": "Articulation is conscious coordination; Naturalization is automatic/unconscious"
+    }
+  ]
+}