{
  "id": "mental-health/ai-encourages-rumination-as-problem-solving",
  "signature": "AI encourages rumination as problem-solving",
  "signature_zh": "AI鼓励将反刍思维作为问题解决方式",
  "regex": "keep\\s*(?:thinking|analyzing|reflecting|going over)\\s*(?:about|on|over)\\s*(?:it|the same|what happened)",
  "domain": "mental-health",
  "category": "harmful_advice",
  "subcategory": null,
  "root_cause": "Rumination is repetitive, passive focus on symptoms of distress and its causes; it is a transdiagnostic risk factor for depression, anxiety, and PTSD, and is distinct from productive problem-solving.",
  "root_cause_type": "generic",
  "root_cause_zh": "反刍思维是对痛苦症状及其原因的重复性、被动关注；它是抑郁、焦虑和PTSD的跨诊断风险因素，与生产性问题解决不同。",
  "versions": [
    {
      "version": "openai-gpt-4-0613",
      "introduced": null,
      "deprecated": null,
      "removed": null,
      "behavior_change": null,
      "status": "active"
    },
    {
      "version": "anthropic-claude-3-sonnet-20240229",
      "introduced": null,
      "deprecated": null,
      "removed": null,
      "behavior_change": null,
      "status": "active"
    },
    {
      "version": "meta-llama-3-8b",
      "introduced": null,
      "deprecated": null,
      "removed": null,
      "behavior_change": null,
      "status": "active"
    }
  ],
  "os_specific": {},
  "dead_ends": [
    {
      "action": "",
      "why_fails": "This encourages rumination, which is unproductive and increases distress; it doesn't lead to resolution",
      "fail_rate": 0.8,
      "condition": "",
      "sources": []
    },
    {
      "action": "",
      "why_fails": "Unstructured journaling can become a form of rumination; it needs to be guided toward cognitive reappraisal or problem-solving",
      "fail_rate": 0.65,
      "condition": "",
      "sources": []
    },
    {
      "action": "",
      "why_fails": "This normalizes the maladaptive pattern and doesn't redirect to effective coping",
      "fail_rate": 0.7,
      "condition": "",
      "sources": []
    }
  ],
  "workarounds": [
    {
      "action": "Redirect to problem-solving: 'Instead of going over the same thoughts, let's identify one concrete step you can take. What's the smallest action that might help?'",
      "success_rate": 0.8,
      "how": "Redirect to problem-solving: 'Instead of going over the same thoughts, let's identify one concrete step you can take. What's the smallest action that might help?'",
      "condition": "",
      "sources": []
    },
    {
      "action": "Use cognitive defusion: 'Imagine your thoughts are leaves floating down a stream. You can watch them without getting caught in them. Can you try that for 30 seconds?'",
      "success_rate": 0.75,
      "how": "Use cognitive defusion: 'Imagine your thoughts are leaves floating down a stream. You can watch them without getting caught in them. Can you try that for 30 seconds?'",
      "condition": "",
      "sources": []
    },
    {
      "action": "Set a worry time: 'Give yourself 15 minutes each day to think about this. When the time is up, redirect to something else. This contains the rumination.'",
      "success_rate": 0.78,
      "how": "Set a worry time: 'Give yourself 15 minutes each day to think about this. When the time is up, redirect to something else. This contains the rumination.'",
      "condition": "",
      "sources": []
    }
  ],
  "workarounds_zh": [
    "Redirect to problem-solving: 'Instead of going over the same thoughts, let's identify one concrete step you can take. What's the smallest action that might help?'",
    "Use cognitive defusion: 'Imagine your thoughts are leaves floating down a stream. You can watch them without getting caught in them. Can you try that for 30 seconds?'",
    "Set a worry time: 'Give yourself 15 minutes each day to think about this. When the time is up, redirect to something else. This contains the rumination.'"
  ],
  "transition_graph": {
    "leads_to": [],
    "preceded_by": [],
    "frequently_confused_with": []
  },
  "official_doc_url": "https://www.apa.org/topics/rumination",
  "official_doc_section": null,
  "error_code": "RUMINATE-ENCOURAGE-001",
  "verification_tier": "ai_generated",
  "confidence": 0.89,
  "fix_success_rate": 0.78,
  "resolvable": "true",
  "first_seen": "2025-01-08",
  "last_confirmed": "2024-06-01",
  "last_updated": "2024-06-01",
  "evidence_count": 1,
  "tags": [],
  "locale": "en",
  "aliases": []
}