{
  "version": "1.0",
  "description": "50-prompt labeled test set for DSPy Tool Selector training and evaluation",
  "created": "2025-11-21",
  "ambiguous_query_policy": "If query asks for patients themselves (filtered by condition/medication) -> condition_cohort_tool. If asks for related entities (medications OF patients) -> multi_hop_graph_rag.",
  "test_set": [
    {
      "id": 1,
      "query": "Show me diabetic patients",
      "expected_tool": "condition_cohort_tool",
      "category": "cohort_list",
      "notes": "Primary test case - simple patient listing by condition"
    },
    {
      "id": 2,
      "query": "Patients with diabetes",
      "expected_tool": "condition_cohort_tool",
      "category": "cohort_list",
      "notes": "Variant phrasing"
    },
    {
      "id": 3,
      "query": "List patients with hypertension",
      "expected_tool": "condition_cohort_tool",
      "category": "cohort_list",
      "notes": "Explicit 'list' keyword"
    },
    {
      "id": 4,
      "query": "How many patients have diabetes?",
      "expected_tool": "condition_cohort_tool",
      "category": "cohort_count",
      "notes": "Count query"
    },
    {
      "id": 5,
      "query": "Count patients with prediabetes",
      "expected_tool": "condition_cohort_tool",
      "category": "cohort_count",
      "notes": "Explicit count keyword"
    },
    {
      "id": 6,
      "query": "Show me patients with asthma",
      "expected_tool": "condition_cohort_tool",
      "category": "cohort_list",
      "notes": "Different condition"
    },
    {
      "id": 7,
      "query": "Find patients with heart disease",
      "expected_tool": "condition_cohort_tool",
      "category": "cohort_list",
      "notes": "'Find' keyword variant"
    },
    {
      "id": 8,
      "query": "Who has diabetes?",
      "expected_tool": "condition_cohort_tool",
      "category": "cohort_list",
      "notes": "Colloquial phrasing"
    },
    {
      "id": 9,
      "query": "Patients diagnosed with diabetes",
      "expected_tool": "condition_cohort_tool",
      "category": "cohort_list",
      "notes": "'Diagnosed' keyword"
    },
    {
      "id": 10,
      "query": "List diabetic patients",
      "expected_tool": "condition_cohort_tool",
      "category": "cohort_list",
      "notes": "Adjective form"
    },
    {
      "id": 11,
      "query": "Diabetic patients in the system",
      "expected_tool": "condition_cohort_tool",
      "category": "cohort_list",
      "notes": "Standalone adjective form"
    },
    {
      "id": 12,
      "query": "Patients with both diabetes and hypertension",
      "expected_tool": "condition_cohort_tool",
      "category": "cohort_comorbidity",
      "notes": "Comorbidity - still asking for patients"
    },
    {
      "id": 13,
      "query": "What medications do diabetic patients take?",
      "expected_tool": "multi_hop_graph_rag",
      "category": "relationship",
      "notes": "Asks for related entity (medications)"
    },
    {
      "id": 14,
      "query": "Show medications for patients with diabetes",
      "expected_tool": "multi_hop_graph_rag",
      "category": "relationship",
      "notes": "Medications OF patients with condition"
    },
    {
      "id": 15,
      "query": "Find conditions in patients taking metformin",
      "expected_tool": "multi_hop_graph_rag",
      "category": "relationship",
      "notes": "Conditions OF patients on medication"
    },
    {
      "id": 16,
      "query": "Medications for hypertensive patients",
      "expected_tool": "multi_hop_graph_rag",
      "category": "relationship",
      "notes": "Shortened relationship query"
    },
    {
      "id": 17,
      "query": "What drugs are prescribed for diabetes?",
      "expected_tool": "multi_hop_graph_rag",
      "category": "relationship",
      "notes": "Drug-condition relationship"
    },
    {
      "id": 18,
      "query": "Patients with diabetes who take metformin",
      "expected_tool": "multi_hop_graph_rag",
      "category": "relationship",
      "notes": "Intersection query - condition AND medication"
    },
    {
      "id": 19,
      "query": "Diabetic patients on insulin",
      "expected_tool": "multi_hop_graph_rag",
      "category": "relationship",
      "notes": "Ambiguous but involves medication - traversal needed"
    },
    {
      "id": 20,
      "query": "How many diabetic patients take metformin?",
      "expected_tool": "multi_hop_graph_rag",
      "category": "relationship",
      "notes": "Count of intersection"
    },
    {
      "id": 21,
      "query": "What conditions do patients on lisinopril have?",
      "expected_tool": "multi_hop_graph_rag",
      "category": "relationship",
      "notes": "Medication to condition traversal"
    },
    {
      "id": 22,
      "query": "Common medications among diabetic patients",
      "expected_tool": "multi_hop_graph_rag",
      "category": "relationship",
      "notes": "Aggregation over relationship"
    },
    {
      "id": 23,
      "query": "How many male patients?",
      "expected_tool": "demographics_analytics_tool",
      "category": "demographics",
      "notes": "Gender count"
    },
    {
      "id": 24,
      "query": "Show female patients",
      "expected_tool": "demographics_analytics_tool",
      "category": "demographics",
      "notes": "Gender filter"
    },
    {
      "id": 25,
      "query": "Gender breakdown",
      "expected_tool": "demographics_analytics_tool",
      "category": "demographics",
      "notes": "Distribution query"
    },
    {
      "id": 26,
      "query": "Race distribution",
      "expected_tool": "demographics_analytics_tool",
      "category": "demographics",
      "notes": "Demographic stats"
    },
    {
      "id": 27,
      "query": "Database statistics",
      "expected_tool": "demographics_analytics_tool",
      "category": "demographics",
      "notes": "General stats"
    },
    {
      "id": 28,
      "query": "Total patient count",
      "expected_tool": "demographics_analytics_tool",
      "category": "demographics",
      "notes": "Overall count"
    },
    {
      "id": 29,
      "query": "How many patients in the database?",
      "expected_tool": "demographics_analytics_tool",
      "category": "demographics",
      "notes": "Database-level query"
    },
    {
      "id": 30,
      "query": "Age distribution of patients",
      "expected_tool": "demographics_analytics_tool",
      "category": "demographics",
      "notes": "Age demographic"
    },
    {
      "id": 31,
      "query": "Most prescribed medication",
      "expected_tool": "topn_analytics_tool",
      "category": "topn",
      "notes": "Top-1 medication"
    },
    {
      "id": 32,
      "query": "Most common condition",
      "expected_tool": "topn_analytics_tool",
      "category": "topn",
      "notes": "Top-1 condition"
    },
    {
      "id": 33,
      "query": "Top medications",
      "expected_tool": "topn_analytics_tool",
      "category": "topn",
      "notes": "Top-N medications"
    },
    {
      "id": 34,
      "query": "What is the most prescribed drug?",
      "expected_tool": "topn_analytics_tool",
      "category": "topn",
      "notes": "Question form"
    },
    {
      "id": 35,
      "query": "Most frequent diagnosis",
      "expected_tool": "topn_analytics_tool",
      "category": "topn",
      "notes": "Variant wording"
    },
    {
      "id": 36,
      "query": "Top 10 conditions",
      "expected_tool": "topn_analytics_tool",
      "category": "topn",
      "notes": "Explicit N"
    },
    {
      "id": 37,
      "query": "Find patient John Smith",
      "expected_tool": "find_patient",
      "category": "patient_lookup",
      "notes": "Name search"
    },
    {
      "id": 38,
      "query": "Search for Maria Rodriguez",
      "expected_tool": "find_patient",
      "category": "patient_lookup",
      "notes": "Alternate wording"
    },
    {
      "id": 39,
      "query": "Look up patient MRN 12345",
      "expected_tool": "find_patient",
      "category": "patient_lookup",
      "notes": "MRN search"
    },
    {
      "id": 40,
      "query": "Find John Doe",
      "expected_tool": "find_patient",
      "category": "patient_lookup",
      "notes": "Minimal form"
    },
    {
      "id": 41,
      "query": "Patient named Williams",
      "expected_tool": "find_patient",
      "category": "patient_lookup",
      "notes": "Last name search"
    },
    {
      "id": 42,
      "query": "Search patient Robert",
      "expected_tool": "find_patient",
      "category": "patient_lookup",
      "notes": "First name search"
    },
    {
      "id": 43,
      "query": "What medications is this patient taking?",
      "expected_tool": "get_medications",
      "category": "patient_data",
      "notes": "Current patient context"
    },
    {
      "id": 44,
      "query": "Show diagnoses for patient",
      "expected_tool": "get_medications",
      "category": "patient_data",
      "notes": "Patient-specific data"
    },
    {
      "id": 45,
      "query": "Get encounters for patient",
      "expected_tool": "get_encounters",
      "category": "patient_data",
      "notes": "Encounter history"
    },
    {
      "id": 46,
      "query": "Patient's medication list",
      "expected_tool": "get_medications",
      "category": "patient_data",
      "notes": "Possessive form"
    },
    {
      "id": 47,
      "query": "What is the weather?",
      "expected_tool": "out_of_scope",
      "category": "out_of_scope",
      "notes": "Non-medical query"
    },
    {
      "id": 48,
      "query": "Write me a poem",
      "expected_tool": "out_of_scope",
      "category": "out_of_scope",
      "notes": "Creative request"
    },
    {
      "id": 49,
      "query": "Tell me a joke",
      "expected_tool": "out_of_scope",
      "category": "out_of_scope",
      "notes": "Entertainment request"
    },
    {
      "id": 50,
      "query": "How do I cook pasta?",
      "expected_tool": "out_of_scope",
      "category": "out_of_scope",
      "notes": "Unrelated topic"
    }
  ],
  "category_distribution": {
    "cohort_list": 11,
    "cohort_count": 2,
    "cohort_comorbidity": 1,
    "relationship": 10,
    "demographics": 8,
    "topn": 6,
    "patient_lookup": 6,
    "patient_data": 4,
    "out_of_scope": 4
  },
  "tool_distribution": {
    "condition_cohort_tool": 12,
    "multi_hop_graph_rag": 10,
    "demographics_analytics_tool": 8,
    "topn_analytics_tool": 6,
    "find_patient": 6,
    "get_medications": 3,
    "get_encounters": 1,
    "out_of_scope": 4
  }
}