Skip to main content
GET
https://api.omophub.com
/
v1
/
search
/
suggest
curl -X GET "https://api.omophub.com/v1/search/suggest?query=hart%20atack&vocabulary_ids=SNOMED,ICD10CM&suggestion_types=spelling,synonym,related&medical_context=cardiology&include_explanations=true" \
  -H "Authorization: Bearer YOUR_API_KEY" \
  -H "Content-Type: application/json"

{
  "success": true,
  "data": {
    "query": "hart atack",
    "query_analysis": {
      "detected_intent": "diagnostic",
      "confidence": 0.89,
      "query_quality": "Poor",
      "medical_concepts": [
        {
          "concept": "heart attack",
          "confidence": 0.85,
          "issues": ["spelling error in 'hart'", "spelling error in 'atack'"]
        }
      ],
      "potential_issues": [
        "Multiple spelling errors detected",
        "Informal terminology used",
        "Could be more specific"
      ],
      "improvement_opportunities": [
        "Use correct spelling: 'heart attack'",
        "Consider medical terminology: 'myocardial infarction'",
        "Specify type: 'acute myocardial infarction'"
      ]
    },
    "suggestions": {
      "spelling_corrections": [
        {
          "original": "hart",
          "correction": "heart",
          "confidence": 0.95,
          "correction_type": "spelling",
          "explanation": "Common misspelling of 'heart' in medical queries"
        },
        {
          "original": "atack",
          "correction": "attack", 
          "confidence": 0.92,
          "correction_type": "spelling",
          "explanation": "Missing 't' in 'attack' - common typo"
        }
      ],
      "synonyms": [
        {
          "original_term": "heart attack",
          "synonym": "myocardial infarction",
          "relevance_score": 0.98,
          "concept_id": 22298006,
          "vocabulary_id": "SNOMED",
          "usage_context": "Clinical documentation",
          "formality_level": "Technical",
          "explanation": "Standard medical terminology for heart attack, preferred in clinical settings"
        },
        {
          "original_term": "heart attack",
          "synonym": "MI",
          "relevance_score": 0.92,
          "concept_id": 22298006,
          "vocabulary_id": "SNOMED",
          "usage_context": "Clinical abbreviation",
          "formality_level": "Clinical",
          "explanation": "Common clinical abbreviation for myocardial infarction"
        },
        {
          "original_term": "heart attack",
          "synonym": "acute coronary syndrome",
          "relevance_score": 0.85,
          "concept_id": 394659003,
          "vocabulary_id": "SNOMED",
          "usage_context": "Emergency medicine",
          "formality_level": "Clinical",
          "explanation": "Broader clinical term encompassing heart attacks and related conditions"
        }
      ],
      "related_concepts": [
        {
          "suggested_term": "angina pectoris",
          "relationship_type": "related_condition",
          "relevance_score": 0.87,
          "concept_id": 194828000,
          "vocabulary_id": "SNOMED",
          "domain_id": "Condition",
          "clinical_context": "Precursor or related chest pain condition",
          "explanation": "Related cardiac condition that can precede or mimic heart attack"
        },
        {
          "suggested_term": "coronary artery disease",
          "relationship_type": "underlying_cause",
          "relevance_score": 0.82,
          "concept_id": 53741008,
          "vocabulary_id": "SNOMED", 
          "domain_id": "Condition",
          "clinical_context": "Underlying pathology leading to heart attack",
          "explanation": "Primary underlying condition that causes most heart attacks"
        },
        {
          "suggested_term": "cardiac arrest",
          "relationship_type": "potential_complication",
          "relevance_score": 0.79,
          "concept_id": 410429000,
          "vocabulary_id": "SNOMED",
          "domain_id": "Condition",
          "clinical_context": "Serious complication of heart attack",
          "explanation": "Potential life-threatening complication of myocardial infarction"
        }
      ],
      "broader_concepts": [
        {
          "suggested_term": "cardiovascular disease",
          "hierarchy_level": 2,
          "relevance_score": 0.76,
          "concept_id": 49601007,
          "vocabulary_id": "SNOMED",
          "generalization_type": "system",
          "use_case": "For broader cardiovascular condition searches"
        },
        {
          "suggested_term": "heart disease",
          "hierarchy_level": 1,
          "relevance_score": 0.81,
          "concept_id": 56265001,
          "vocabulary_id": "SNOMED",
          "generalization_type": "category",
          "use_case": "For general cardiac condition searches"
        }
      ],
      "narrower_concepts": [
        {
          "suggested_term": "ST elevation myocardial infarction",
          "hierarchy_level": 1,
          "relevance_score": 0.89,
          "concept_id": 401314000,
          "vocabulary_id": "SNOMED",
          "specialization_type": "subtype",
          "clinical_specificity": "High - specific type based on ECG findings"
        },
        {
          "suggested_term": "non-ST elevation myocardial infarction",
          "hierarchy_level": 1,
          "relevance_score": 0.87,
          "concept_id": 401303003,
          "vocabulary_id": "SNOMED",
          "specialization_type": "subtype",
          "clinical_specificity": "High - specific type based on ECG findings"
        },
        {
          "suggested_term": "acute anterior myocardial infarction",
          "hierarchy_level": 1,
          "relevance_score": 0.84,
          "concept_id": 54329005,
          "vocabulary_id": "SNOMED",
          "specialization_type": "anatomical_location",
          "clinical_specificity": "Very High - location-specific type"
        }
      ],
      "alternative_phrasings": [
        {
          "alternative_query": "heart attack",
          "phrasing_type": "corrected_lay",
          "appropriateness_score": 0.95,
          "target_audience": "General public, patients",
          "expected_results": 234,
          "advantages": [
            "Correct spelling",
            "Widely understood",
            "Patient-friendly"
          ]
        },
        {
          "alternative_query": "myocardial infarction",
          "phrasing_type": "medical_technical",
          "appropriateness_score": 0.92,
          "target_audience": "Healthcare professionals",
          "expected_results": 187,
          "advantages": [
            "Precise medical terminology",
            "Preferred in clinical documentation",
            "Standardized term"
          ]
        },
        {
          "alternative_query": "acute MI",
          "phrasing_type": "clinical_abbreviation",
          "appropriateness_score": 0.87,
          "target_audience": "Clinical staff",
          "expected_results": 156,
          "advantages": [
            "Efficient clinical communication",
            "Commonly used abbreviation",
            "Time-saving"
          ]
        }
      ],
      "trending_suggestions": [
        {
          "suggested_term": "troponin elevation",
          "trend_score": 0.78,
          "trend_context": "diagnostic_biomarker",
          "relevance_to_query": 0.82,
          "trend_duration": "6 months",
          "specialty_focus": [
            "emergency_medicine",
            "cardiology"
          ]
        }
      ],
      "popular_suggestions": [
        {
          "suggested_term": "chest pain",
          "popularity_score": 0.94,
          "search_volume": "High",
          "user_base": "Healthcare professionals and patients",
          "seasonal_pattern": "Stable year-round",
          "stability": "Stable"
        },
        {
          "suggested_term": "cardiac symptoms",
          "popularity_score": 0.86,
          "search_volume": "Medium",
          "user_base": "Healthcare professionals",
          "seasonal_pattern": "None",
          "stability": "Stable"
        }
      ]
    },
    "contextual_recommendations": {
      "search_strategy": "Start with corrected spelling, then explore specific types if needed",
      "vocabulary_recommendations": [
        {
          "vocabulary": "SNOMED",
          "reason": "Comprehensive cardiac terminology",
          "priority": "High"
        },
        {
          "vocabulary": "ICD10CM",
          "reason": "Administrative coding and billing",
          "priority": "Medium"
        }
      ],
      "domain_focus": [
        "Condition",
        "Observation"
      ],
      "filter_suggestions": [
        {
          "filter": "domain=Condition",
          "reason": "Focus on diagnostic conditions"
        },
        {
          "filter": "specialty=cardiology",
          "reason": "Cardiac-specific context"
        }
      ],
      "search_tips": [
        "Use correct spelling for better results",
        "Try both lay terms and medical terminology",
        "Consider specific types (STEMI, NSTEMI) for detailed information",
        "Include related symptoms (chest pain, shortness of breath) for broader context"
      ]
    },
    "personalization_insights": null
  },
  "meta": {
    "request_id": "req_search_suggest_123",
    "timestamp": "2024-01-15T10:30:00Z",
    "suggestion_engine_version": "v3.1.0",
    "total_suggestions": 45,
    "processing_time_ms": 178,
    "personalization_applied": false,
    "context_factors": [
      "medical_context: cardiology",
      "spelling_errors_detected",
      "intent: diagnostic",
      "formality: mixed"
    ],
    "vocab_release": "2024.2"
  }
}

​
Overview

This endpoint provides intelligent search suggestions and query recommendations to help users refine their medical terminology searches. It analyzes user queries, medical context, and search patterns to suggest alternative search terms, related concepts, and improved query formulations.

​
Query Parameters

​
query
string
required
Original search query for which suggestions are needed
​
vocabulary_ids
string
Target vocabularies for suggestions (comma-separated)
Examples: SNOMED, ICD10CM,LOINC, RXNORM,NDC
​
domains
string
Filter suggestions to specific domains (comma-separated)
Examples: Condition,Procedure, Drug,Device
​
concept_classes
string
Filter to specific concept classes (comma-separated)
​
suggestion_types
string
default:"all"
Types of suggestions to include (comma-separated)
Options: spelling, synonym, related, broader, narrower, alternative, trending, popular, all
​
medical_context
string
Medical specialty context for relevant suggestions
Examples: cardiology, oncology, pediatrics, emergency_medicine
​
user_context
string
User type for suggestion personalization
Options: physician, nurse, pharmacist, researcher, patient, student
​
search_intent
string
Detected or specified search intent
Options: diagnostic, therapeutic, procedural, research, educational, administrative
​
include_corrections
boolean
default:"true"
Include spelling corrections and typo fixes
​
include_alternatives
boolean
default:"true"
Include alternative phrasings and synonyms
​
include_related
boolean
default:"true"
Include conceptually related terms
​
include_hierarchical
boolean
default:"true"
Include broader and narrower concepts
​
include_trending
boolean
default:"false"
Include trending medical terms
​
include_popular
boolean
default:"true"
Include popular search terms
​
include_explanations
boolean
default:"false"
Include explanations for why suggestions are relevant
​
personalization
boolean
default:"false"
Enable personalized suggestions based on user history
​
cultural_context
string
Cultural or regional context for suggestions
Examples: US, UK, international, multicultural
​
language
string
default:"en"
Language for suggestions (ISO 639-1 code)
​
complexity_level
string
default:"balanced"
Preferred complexity level for suggestions
Options: simple, intermediate, advanced, technical, balanced
​
patient_facing
boolean
default:"false"
Whether suggestions should be patient-appropriate
​
standard_concept
string
Filter by standard concept status: S, N, C
​
include_invalid
boolean
default:"false"
Include suggestions for invalid/deprecated concepts
​
max_suggestions
integer
default:"20"
Maximum number of suggestions to return (max 100)
​
relevance_threshold
number
default:"0.6"
Minimum relevance score for suggestions (0.0-1.0)
​
vocab_release
string
Specific vocabulary release version (defaults to latest)

​
Response

​
success
boolean
Indicates if the request was successful
​
data
object
​
meta
object
curl -X GET "https://api.omophub.com/v1/search/suggest?query=hart%20atack&vocabulary_ids=SNOMED,ICD10CM&suggestion_types=spelling,synonym,related&medical_context=cardiology&include_explanations=true" \
  -H "Authorization: Bearer YOUR_API_KEY" \
  -H "Content-Type: application/json"

{
  "success": true,
  "data": {
    "query": "hart atack",
    "query_analysis": {
      "detected_intent": "diagnostic",
      "confidence": 0.89,
      "query_quality": "Poor",
      "medical_concepts": [
        {
          "concept": "heart attack",
          "confidence": 0.85,
          "issues": ["spelling error in 'hart'", "spelling error in 'atack'"]
        }
      ],
      "potential_issues": [
        "Multiple spelling errors detected",
        "Informal terminology used",
        "Could be more specific"
      ],
      "improvement_opportunities": [
        "Use correct spelling: 'heart attack'",
        "Consider medical terminology: 'myocardial infarction'",
        "Specify type: 'acute myocardial infarction'"
      ]
    },
    "suggestions": {
      "spelling_corrections": [
        {
          "original": "hart",
          "correction": "heart",
          "confidence": 0.95,
          "correction_type": "spelling",
          "explanation": "Common misspelling of 'heart' in medical queries"
        },
        {
          "original": "atack",
          "correction": "attack", 
          "confidence": 0.92,
          "correction_type": "spelling",
          "explanation": "Missing 't' in 'attack' - common typo"
        }
      ],
      "synonyms": [
        {
          "original_term": "heart attack",
          "synonym": "myocardial infarction",
          "relevance_score": 0.98,
          "concept_id": 22298006,
          "vocabulary_id": "SNOMED",
          "usage_context": "Clinical documentation",
          "formality_level": "Technical",
          "explanation": "Standard medical terminology for heart attack, preferred in clinical settings"
        },
        {
          "original_term": "heart attack",
          "synonym": "MI",
          "relevance_score": 0.92,
          "concept_id": 22298006,
          "vocabulary_id": "SNOMED",
          "usage_context": "Clinical abbreviation",
          "formality_level": "Clinical",
          "explanation": "Common clinical abbreviation for myocardial infarction"
        },
        {
          "original_term": "heart attack",
          "synonym": "acute coronary syndrome",
          "relevance_score": 0.85,
          "concept_id": 394659003,
          "vocabulary_id": "SNOMED",
          "usage_context": "Emergency medicine",
          "formality_level": "Clinical",
          "explanation": "Broader clinical term encompassing heart attacks and related conditions"
        }
      ],
      "related_concepts": [
        {
          "suggested_term": "angina pectoris",
          "relationship_type": "related_condition",
          "relevance_score": 0.87,
          "concept_id": 194828000,
          "vocabulary_id": "SNOMED",
          "domain_id": "Condition",
          "clinical_context": "Precursor or related chest pain condition",
          "explanation": "Related cardiac condition that can precede or mimic heart attack"
        },
        {
          "suggested_term": "coronary artery disease",
          "relationship_type": "underlying_cause",
          "relevance_score": 0.82,
          "concept_id": 53741008,
          "vocabulary_id": "SNOMED", 
          "domain_id": "Condition",
          "clinical_context": "Underlying pathology leading to heart attack",
          "explanation": "Primary underlying condition that causes most heart attacks"
        },
        {
          "suggested_term": "cardiac arrest",
          "relationship_type": "potential_complication",
          "relevance_score": 0.79,
          "concept_id": 410429000,
          "vocabulary_id": "SNOMED",
          "domain_id": "Condition",
          "clinical_context": "Serious complication of heart attack",
          "explanation": "Potential life-threatening complication of myocardial infarction"
        }
      ],
      "broader_concepts": [
        {
          "suggested_term": "cardiovascular disease",
          "hierarchy_level": 2,
          "relevance_score": 0.76,
          "concept_id": 49601007,
          "vocabulary_id": "SNOMED",
          "generalization_type": "system",
          "use_case": "For broader cardiovascular condition searches"
        },
        {
          "suggested_term": "heart disease",
          "hierarchy_level": 1,
          "relevance_score": 0.81,
          "concept_id": 56265001,
          "vocabulary_id": "SNOMED",
          "generalization_type": "category",
          "use_case": "For general cardiac condition searches"
        }
      ],
      "narrower_concepts": [
        {
          "suggested_term": "ST elevation myocardial infarction",
          "hierarchy_level": 1,
          "relevance_score": 0.89,
          "concept_id": 401314000,
          "vocabulary_id": "SNOMED",
          "specialization_type": "subtype",
          "clinical_specificity": "High - specific type based on ECG findings"
        },
        {
          "suggested_term": "non-ST elevation myocardial infarction",
          "hierarchy_level": 1,
          "relevance_score": 0.87,
          "concept_id": 401303003,
          "vocabulary_id": "SNOMED",
          "specialization_type": "subtype",
          "clinical_specificity": "High - specific type based on ECG findings"
        },
        {
          "suggested_term": "acute anterior myocardial infarction",
          "hierarchy_level": 1,
          "relevance_score": 0.84,
          "concept_id": 54329005,
          "vocabulary_id": "SNOMED",
          "specialization_type": "anatomical_location",
          "clinical_specificity": "Very High - location-specific type"
        }
      ],
      "alternative_phrasings": [
        {
          "alternative_query": "heart attack",
          "phrasing_type": "corrected_lay",
          "appropriateness_score": 0.95,
          "target_audience": "General public, patients",
          "expected_results": 234,
          "advantages": [
            "Correct spelling",
            "Widely understood",
            "Patient-friendly"
          ]
        },
        {
          "alternative_query": "myocardial infarction",
          "phrasing_type": "medical_technical",
          "appropriateness_score": 0.92,
          "target_audience": "Healthcare professionals",
          "expected_results": 187,
          "advantages": [
            "Precise medical terminology",
            "Preferred in clinical documentation",
            "Standardized term"
          ]
        },
        {
          "alternative_query": "acute MI",
          "phrasing_type": "clinical_abbreviation",
          "appropriateness_score": 0.87,
          "target_audience": "Clinical staff",
          "expected_results": 156,
          "advantages": [
            "Efficient clinical communication",
            "Commonly used abbreviation",
            "Time-saving"
          ]
        }
      ],
      "trending_suggestions": [
        {
          "suggested_term": "troponin elevation",
          "trend_score": 0.78,
          "trend_context": "diagnostic_biomarker",
          "relevance_to_query": 0.82,
          "trend_duration": "6 months",
          "specialty_focus": [
            "emergency_medicine",
            "cardiology"
          ]
        }
      ],
      "popular_suggestions": [
        {
          "suggested_term": "chest pain",
          "popularity_score": 0.94,
          "search_volume": "High",
          "user_base": "Healthcare professionals and patients",
          "seasonal_pattern": "Stable year-round",
          "stability": "Stable"
        },
        {
          "suggested_term": "cardiac symptoms",
          "popularity_score": 0.86,
          "search_volume": "Medium",
          "user_base": "Healthcare professionals",
          "seasonal_pattern": "None",
          "stability": "Stable"
        }
      ]
    },
    "contextual_recommendations": {
      "search_strategy": "Start with corrected spelling, then explore specific types if needed",
      "vocabulary_recommendations": [
        {
          "vocabulary": "SNOMED",
          "reason": "Comprehensive cardiac terminology",
          "priority": "High"
        },
        {
          "vocabulary": "ICD10CM",
          "reason": "Administrative coding and billing",
          "priority": "Medium"
        }
      ],
      "domain_focus": [
        "Condition",
        "Observation"
      ],
      "filter_suggestions": [
        {
          "filter": "domain=Condition",
          "reason": "Focus on diagnostic conditions"
        },
        {
          "filter": "specialty=cardiology",
          "reason": "Cardiac-specific context"
        }
      ],
      "search_tips": [
        "Use correct spelling for better results",
        "Try both lay terms and medical terminology",
        "Consider specific types (STEMI, NSTEMI) for detailed information",
        "Include related symptoms (chest pain, shortness of breath) for broader context"
      ]
    },
    "personalization_insights": null
  },
  "meta": {
    "request_id": "req_search_suggest_123",
    "timestamp": "2024-01-15T10:30:00Z",
    "suggestion_engine_version": "v3.1.0",
    "total_suggestions": 45,
    "processing_time_ms": 178,
    "personalization_applied": false,
    "context_factors": [
      "medical_context: cardiology",
      "spelling_errors_detected",
      "intent: diagnostic",
      "formality: mixed"
    ],
    "vocab_release": "2024.2"
  }
}

​
Usage Examples

​
Spelling Correction Suggestions

Get suggestions for queries with spelling errors: 
curl -X GET "https://api.omophub.com/v1/search/suggest?query=pnemonia&suggestion_types=spelling,synonym&include_corrections=true" \
  -H "Authorization: Bearer YOUR_API_KEY"

​
Comprehensive Query Suggestions

Get comprehensive suggestions for query improvement: 
curl -X GET "https://api.omophub.com/v1/search/suggest?query=diabetes&suggestion_types=all&medical_context=endocrinology&user_context=physician&include_explanations=true" \
  -H "Authorization: Bearer YOUR_API_KEY"

​
Alternative Phrasing Suggestions

Get alternative ways to phrase a medical query: 
curl -X GET "https://api.omophub.com/v1/search/suggest?query=high%20blood%20pressure&suggestion_types=alternative,synonym&complexity_level=technical&patient_facing=false" \
  -H "Authorization: Bearer YOUR_API_KEY"

​
Hierarchical Concept Suggestions

Get broader and narrower concept suggestions: 
curl -X GET "https://api.omophub.com/v1/search/suggest?query=pneumonia&suggestion_types=broader,narrower&include_hierarchical=true&vocabulary_ids=SNOMED" \
  -H "Authorization: Bearer YOUR_API_KEY"

​
Patient-Friendly Suggestions

Get patient-appropriate suggestions: 
curl -X GET "https://api.omophub.com/v1/search/suggest?query=myocardial%20infarction&user_context=patient&patient_facing=true&complexity_level=simple&include_alternatives=true" \
  -H "Authorization: Bearer YOUR_API_KEY"
Get trending and popular related terms: 
curl -X GET "https://api.omophub.com/v1/search/suggest?query=covid&suggestion_types=trending,popular,related&include_trending=true&include_popular=true" \
  -H "Authorization: Bearer YOUR_API_KEY"

​
Suggestion Types

​
Spelling Corrections

  • Purpose: Fix typos and spelling errors
  • Confidence: High for obvious corrections
  • Use Case: Improve query accuracy
  • Examples: “hart” → “heart”, “diabetis” → “diabetes”

​
Synonyms

  • Purpose: Alternative terms with same meaning
  • Formality Levels: Technical, Clinical, Lay
  • Use Case: Find standard terminology
  • Examples: “heart attack” → “myocardial infarction”
  • Relationships: Associated, causes, treats, complicates
  • Clinical Context: Related conditions and procedures
  • Use Case: Explore connected medical concepts
  • Examples: “diabetes” → “insulin”, “hyperglycemia”

​
Broader Concepts

  • Hierarchy: Move up concept hierarchies
  • Generalization: Category, system, class level
  • Use Case: Widen search scope
  • Examples: “pneumonia” → “lung disease” → “respiratory condition”

​
Narrower Concepts

  • Specialization: Subtypes, variants, specific cases
  • Clinical Specificity: Increase diagnostic precision
  • Use Case: Get more specific results
  • Examples: “diabetes” → “type 2 diabetes” → “insulin-resistant diabetes”

​
Alternative Phrasings

  • Formality: Formal, informal, technical, lay
  • Target Audience: Professionals, patients, researchers
  • Use Case: Reach different audiences
  • Examples: “MI” vs “heart attack” vs “myocardial infarction”
  • Temporal: Currently popular or emerging
  • Context: Research, clinical practice, news
  • Use Case: Discover emerging topics
  • Examples: New treatments, recent outbreaks, research terms
  • Usage: Commonly searched terms
  • Stability: Stable, growing, or declining popularity
  • Use Case: Find common related searches
  • Examples: High-volume search terms

​
Search Intent Detection

​
Diagnostic Intent

  • Characteristics: Symptom descriptions, condition names
  • Suggestions: Differential diagnoses, related symptoms
  • Context: Clinical assessment, patient evaluation
  • Examples: “chest pain” → diagnostic conditions

​
Therapeutic Intent

  • Characteristics: Treatment queries, medication searches
  • Suggestions: Treatment options, drug alternatives
  • Context: Treatment planning, medication selection
  • Examples: “diabetes treatment” → therapeutic options

​
Procedural Intent

  • Characteristics: Procedure names, intervention queries
  • Suggestions: Related procedures, alternatives
  • Context: Procedure selection, surgical planning
  • Examples: “cardiac catheterization” → related procedures

​
Research Intent

  • Characteristics: Technical terms, study-related queries
  • Suggestions: Research terminology, methodological terms
  • Context: Academic research, literature review
  • Examples: “biomarkers” → research concepts

​
Educational Intent

  • Characteristics: Learning-focused queries
  • Suggestions: Educational resources, explanatory terms
  • Context: Medical education, patient education
  • Examples: “anatomy” → educational concepts

​
Administrative Intent

  • Characteristics: Coding, billing, documentation queries
  • Suggestions: Administrative codes, documentation terms
  • Context: Medical coding, billing processes
  • Examples: “ICD codes” → administrative terminology

​
Personalization Features

​
User Pattern Analysis

  • Search History: Commonly searched terms and domains
  • Vocabulary Preferences: Preferred medical vocabularies
  • Specialty Focus: Medical specialties of interest
  • Complexity Level: Preferred terminology complexity

​
Personalized Suggestions

  • Relevant Terms: Terms matching user’s interests
  • Vocabulary Bias: Suggestions from preferred vocabularies
  • Specialty Context: Specialty-specific recommendations
  • Learning Path: Educational progression suggestions

​
Privacy Considerations

  • Opt-in: Personalization requires explicit consent
  • Data Security: Secure storage of user patterns
  • Anonymization: Personal data anonymization
  • User Control: Users can disable personalization

​
Cultural and Regional Context

​
Regional Terminology

  • US Medical Terms: American medical terminology preferences
  • UK Medical Terms: British medical terminology variations
  • International: WHO and international standard terms
  • Multicultural: Inclusive terminology for diverse populations

​
Cultural Sensitivity

  • Inclusive Language: Culturally appropriate medical terms
  • Accessibility: Terms accessible to diverse populations
  • Local Practices: Regional medical practice variations
  • Language Variants: Regional language preferences