{
  "id": "mental-health/ai-reinforces-rumination-as-problem-solving",
  "signature": "AI reinforces rumination as a productive problem-solving strategy",
  "signature_zh": "人工智能将反刍思维强化为有效的问题解决策略",
  "regex": "(ruminate|overthink|dwell|analyze|think about it more|go over it).{0,50}(helpful|productive|understand|figure out|solve)",
  "domain": "mental-health",
  "category": "harmful_advice",
  "subcategory": null,
  "root_cause": "Rumination is a transdiagnostic process that maintains depression, anxiety, and OCD by repeatedly focusing on distress without resolution.",
  "root_cause_type": "generic",
  "root_cause_zh": "反刍思维是一种跨诊断的过程，通过反复关注痛苦而不解决来维持抑郁、焦虑和强迫症。",
  "versions": [],
  "os_specific": {},
  "dead_ends": [
    {
      "action": "",
      "why_fails": "Telling user to 'just stop thinking about it' is ineffective and increases frustration",
      "fail_rate": 0.75,
      "condition": "",
      "sources": []
    },
    {
      "action": "",
      "why_fails": "Engaging in detailed analysis of the rumination content reinforces the loop",
      "fail_rate": 0.6,
      "condition": "",
      "sources": []
    },
    {
      "action": "",
      "why_fails": "Recommending distraction without addressing underlying need for resolution",
      "fail_rate": 0.5,
      "condition": "",
      "sources": []
    }
  ],
  "workarounds": [
    {
      "action": "Use 'thought defusion' from ACT: 'Notice the thought 'I'm a failure' as just words. Say it in a silly voice. How does it feel now? This reduces its power.'",
      "success_rate": 0.8,
      "how": "Use 'thought defusion' from ACT: 'Notice the thought 'I'm a failure' as just words. Say it in a silly voice. How does it feel now? This reduces its power.'",
      "condition": "",
      "sources": []
    },
    {
      "action": "Set a 'worry time': 'Schedule 15 minutes daily to ruminate. When thoughts arise outside that time, write them down and return to scheduled time. This contains the loop.'",
      "success_rate": 0.75,
      "how": "Set a 'worry time': 'Schedule 15 minutes daily to ruminate. When thoughts arise outside that time, write them down and return to scheduled time. This contains the loop.'",
      "condition": "",
      "sources": []
    },
    {
      "action": "Cognitive restructuring: 'What's the evidence for and against this thought? What would you tell a friend with the same thought? Reframe it more balanced.'",
      "success_rate": 0.7,
      "how": "Cognitive restructuring: 'What's the evidence for and against this thought? What would you tell a friend with the same thought? Reframe it more balanced.'",
      "condition": "",
      "sources": []
    }
  ],
  "workarounds_zh": [
    "Use 'thought defusion' from ACT: 'Notice the thought 'I'm a failure' as just words. Say it in a silly voice. How does it feel now? This reduces its power.'",
    "Set a 'worry time': 'Schedule 15 minutes daily to ruminate. When thoughts arise outside that time, write them down and return to scheduled time. This contains the loop.'",
    "Cognitive restructuring: 'What's the evidence for and against this thought? What would you tell a friend with the same thought? Reframe it more balanced.'"
  ],
  "transition_graph": {
    "leads_to": [],
    "preceded_by": [],
    "frequently_confused_with": []
  },
  "official_doc_url": "https://www.psychologytoday.com/us/basics/rumination",
  "official_doc_section": null,
  "error_code": null,
  "verification_tier": "ai_generated",
  "confidence": 0.86,
  "fix_success_rate": 0.83,
  "resolvable": "true",
  "first_seen": "2024-05-10",
  "last_confirmed": "2024-06-01",
  "last_updated": "2024-06-01",
  "evidence_count": 1,
  "tags": [],
  "locale": "en",
  "aliases": []
}