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How to achieve efficient analysis of patients' mental states in medical scenarios?

2025-08-28 1.6 K

Guidelines for Implementing Mental State Analysis in Medical Scenarios

The analysis of mental states in the medical field requires special handling processes:

  • Multidimensional assessment matrix: Combined use of three core instructions:
    1. "Analyze facial micro-expressions (duration <0.5s)"
    2. "Detect vocal tremor and pitch variations."
    3. "Evaluate body language tension level"

    Generation of a comprehensive assessment score through a weighting algorithm

  • Privacy Protection Program: Recommendations when deployed:
    • Run with localized Docker containers: docker build -t humanomni .
    • Enable GPU pass-through mode to boost performance
    • Video data is stored with AES-256 encryption
  • Clinical Validation Process: Establishment of a physician-model double-blind validation mechanism to continuously optimize thresholds by checking HumanOmni outputs against HAMD scale results

Cautions: subject to ethics review board approval, emotional risk warning thresholds are recommended when analyzing depressed patients (e.g., automatic notification to healthcare professionals if 'extremely sad' state is recognized). Typical deployment takes 5-7 days to complete environmental adaptation.

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