{
  "id": "mental-health/ai-validates-gad-worry-as-productive-planning",
  "signature": "AI validates generalized anxiety disorder worry as productive planning or responsible foresight",
  "signature_zh": "AI将广泛性焦虑障碍的担忧视为富有成效的规划或负责任的远见",
  "regex": "(?i)(worry|overthinking|what if|can't stop thinking|planning for worst case|preparing for disaster).*(responsible|prepared|good to think ahead|better safe than sorry|productive)",
  "domain": "mental-health",
  "category": "data_error",
  "subcategory": null,
  "root_cause": "Worry in GAD is a cognitive avoidance behavior that prevents emotional processing, but AI reinforces it by framing worry as a useful tool for preventing negative outcomes rather than as a symptom to be managed.",
  "root_cause_type": "generic",
  "root_cause_zh": "广泛性焦虑障碍中的担忧是一种认知回避行为，阻碍情绪处理，但人工智能通过将担忧描述为防止负面结果的有用工具而不是需要管理的症状来强化它。",
  "versions": [
    {
      "version": "GPT-4.0",
      "introduced": null,
      "deprecated": null,
      "removed": null,
      "behavior_change": null,
      "status": "active"
    },
    {
      "version": "Claude 3.5 Sonnet",
      "introduced": null,
      "deprecated": null,
      "removed": null,
      "behavior_change": null,
      "status": "active"
    },
    {
      "version": "Gemini 1.5 Pro",
      "introduced": null,
      "deprecated": null,
      "removed": null,
      "behavior_change": null,
      "status": "active"
    },
    {
      "version": "Mistral Large",
      "introduced": null,
      "deprecated": null,
      "removed": null,
      "behavior_change": null,
      "status": "active"
    }
  ],
  "os_specific": {},
  "dead_ends": [
    {
      "action": "Suggesting the user create detailed contingency plans for every worry scenario",
      "why_fails": "This reinforces the worry cycle by treating it as a problem-solving activity, increasing anxiety over time.",
      "fail_rate": 0.85,
      "condition": "",
      "sources": []
    },
    {
      "action": "Telling the user to 'just stop worrying' or 'think positive'",
      "why_fails": "This dismisses the user's experience and is ineffective; worry is often involuntary in GAD.",
      "fail_rate": 0.9,
      "condition": "",
      "sources": []
    },
    {
      "action": "Recommending distraction as the primary strategy (e.g., 'keep busy to avoid worrying')",
      "why_fails": "Distraction avoids processing the underlying anxiety and can lead to burnout or worsening symptoms.",
      "fail_rate": 0.8,
      "condition": "",
      "sources": []
    }
  ],
  "workarounds": [
    {
      "action": "Introduce a 'worry time' technique: 'Set aside 15 minutes each day at the same time to worry. When worries arise outside that time, write them down and postpone them. This contains the worry and reduces its power.'",
      "success_rate": 0.8,
      "how": "Introduce a 'worry time' technique: 'Set aside 15 minutes each day at the same time to worry. When worries arise outside that time, write them down and postpone them. This contains the worry and reduces its power.'",
      "condition": "",
      "sources": []
    },
    {
      "action": "Guide a 'reality testing' exercise: 'For each worry, ask: What is the probability of this happening? What is the worst that could realistically happen? What could I do to cope if it did? Write down the answers.'",
      "success_rate": 0.75,
      "how": "Guide a 'reality testing' exercise: 'For each worry, ask: What is the probability of this happening? What is the worst that could realistically happen? What could I do to cope if it did? Write down the answers.'",
      "condition": "",
      "sources": []
    },
    {
      "action": "Teach 'acceptance of uncertainty': 'Worry tries to control the uncontrollable. Practice saying: I can tolerate uncertainty. I will deal with problems when they arise, not before. This reduces the need to worry.'",
      "success_rate": 0.7,
      "how": "Teach 'acceptance of uncertainty': 'Worry tries to control the uncontrollable. Practice saying: I can tolerate uncertainty. I will deal with problems when they arise, not before. This reduces the need to worry.'",
      "condition": "",
      "sources": []
    }
  ],
  "workarounds_zh": [
    "Introduce a 'worry time' technique: 'Set aside 15 minutes each day at the same time to worry. When worries arise outside that time, write them down and postpone them. This contains the worry and reduces its power.'",
    "Guide a 'reality testing' exercise: 'For each worry, ask: What is the probability of this happening? What is the worst that could realistically happen? What could I do to cope if it did? Write down the answers.'",
    "Teach 'acceptance of uncertainty': 'Worry tries to control the uncontrollable. Practice saying: I can tolerate uncertainty. I will deal with problems when they arise, not before. This reduces the need to worry.'"
  ],
  "transition_graph": {
    "leads_to": [],
    "preceded_by": [],
    "frequently_confused_with": []
  },
  "official_doc_url": "https://www.adaa.org/understanding-anxiety/generalized-anxiety-disorder-gad",
  "official_doc_section": null,
  "error_code": "GAD-WORRY-001",
  "verification_tier": "ai_generated",
  "confidence": 0.86,
  "fix_success_rate": 0.77,
  "resolvable": "partial",
  "first_seen": "2024-04-10",
  "last_confirmed": "2024-06-01",
  "last_updated": "2024-06-01",
  "evidence_count": 1,
  "tags": [],
  "locale": "en",
  "aliases": []
}