99203 - Low complexity new patient visit (may be appropriate for straightforward diabetes or obesity cases without significant comorbidities) 99204 - Moderate complexity new patient visit (appropriate when multiple comorbidities need evaluation, medication reconciliation is complex, or significant counseling is required) 99205 - High complexity new patient visit (appropriate when the patient presents with multiple interacting conditions that complicate tirzepatide prescribing decisions) Established patient follow-up visits Ongoing tirzepatide management visits use established patient E/M codes: 99213 - Low complexity established patient visit (routine dose adjustment, no new concerns) 99214 - Moderate complexity established patient visit (dose escalation decisions, managing side effects like tirzepatide constipation , evaluating treatment response, adjusting concurrent medications) 99215 - High complexity established patient visit (complex management involving multiple interacting conditions, significant medication changes, or management of serious adverse effects) The key to proper E/M coding is documentation
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Second, knowledge extraction and multimodal data fusion strategies are explored for various data types, such as text, images, audio, and structured tables
