{
  "id": "food-safety/mushroom-foraging-id-app",
  "signature": "AI tells a user that a mushroom identification app is reliable enough to safely identify edible wild mushrooms",
  "signature_zh": "人工智能告诉用户，蘑菇识别应用程序足够可靠，可以安全地识别可食用的野生蘑菇",
  "regex": "mushroom.*app.*safe|identif(y|ication).*mushroom.*edible|app.*identif(y|ies).*mushroom",
  "domain": "food-safety",
  "category": "life_threatening",
  "subcategory": null,
  "root_cause": "Mushroom identification apps (e.g., PictureThis, iNaturalist, Mushroom Identify) have accuracy rates of 60-80% for toxic species, often misidentifying deadly Amanita phalloides (death cap) as edible paddy straw mushrooms or Agaricus species; the North American Mycological Association (NAMA) and European Mycological Association explicitly warn against using apps as sole identification tools for consumption.",
  "root_cause_type": "generic",
  "root_cause_zh": "蘑菇识别应用程序（如PictureThis、iNaturalist、Mushroom Identify）对有毒物种的准确率仅为60-80%，经常将致命的毒鹅膏（死亡帽）误识别为可食用的草菇或蘑菇属物种；北美真菌学协会（NAMA）和欧洲真菌学协会明确警告不要将应用程序作为食用的唯一识别工具。",
  "versions": [
    {
      "version": "iNaturalist-2024.3",
      "introduced": null,
      "deprecated": null,
      "removed": null,
      "behavior_change": null,
      "status": "active"
    },
    {
      "version": "PictureThis-3.8",
      "introduced": null,
      "deprecated": null,
      "removed": null,
      "behavior_change": null,
      "status": "active"
    },
    {
      "version": "MushroomIdentify-2.1",
      "introduced": null,
      "deprecated": null,
      "removed": null,
      "behavior_change": null,
      "status": "active"
    },
    {
      "version": "NAMA-Guidelines-2023",
      "introduced": null,
      "deprecated": null,
      "removed": null,
      "behavior_change": null,
      "status": "active"
    }
  ],
  "os_specific": {},
  "dead_ends": [
    {
      "action": "",
      "why_fails": "User believes multiple app confirmations (2-3 apps agree) are sufficient; but all apps share similar training data and model biases, leading to correlated errors for rare toxic species.",
      "fail_rate": 0.65,
      "condition": "",
      "sources": []
    },
    {
      "action": "",
      "why_fails": "User relies on app's confidence score (e.g., 95%) thinking it guarantees safety; confidence scores reflect model certainty, not actual toxicity risk, and can be high for misclassifications of deadly species.",
      "fail_rate": 0.7,
      "condition": "",
      "sources": []
    },
    {
      "action": "",
      "why_fails": "User compares app photo to online images of edible mushrooms; many toxic look-alikes (e.g., Galerina marginata vs. Armillaria mellea) are visually indistinguishable in photos without spore print and microscopic analysis.",
      "fail_rate": 0.8,
      "condition": "",
      "sources": []
    }
  ],
  "workarounds": [
    {
      "action": "Use a combination of a field guide (e.g., 'Mushrooms of the Northeast' by Bessette) and a local mycological society expert for verification. Take a spore print and photos of cap, gills, stem, and base, then submit to a NAMA-certified identifier via their online forum. Example: 'Place mushroom cap on white paper overnight to obtain spore print color; photograph cap, gills, stem, and volva; post to NAMA Facebook group with location and habitat details.'",
      "success_rate": 0.95,
      "how": "Use a combination of a field guide (e.g., 'Mushrooms of the Northeast' by Bessette) and a local mycological society expert for verification. Take a spore print and photos of cap, gills, stem, and base, then submit to a NAMA-certified identifier via their online forum. Example: 'Place mushroom cap on white paper overnight to obtain spore print color; photograph cap, gills, stem, and volva; post to NAMA Facebook group with location and habitat details.'",
      "condition": "",
      "sources": []
    },
    {
      "action": "Only consume mushrooms that belong to a 'safe' genus with no deadly look-alikes, such as morels (Morchella) or puffballs (Calvatia) after cutting open to confirm solid white interior. Example: 'For morels, confirm honeycomb cap attached at bottom, hollow stem, and no false morel (Gyromitra) characteristics like brain-like lobes.'",
      "success_rate": 0.9,
      "how": "Only consume mushrooms that belong to a 'safe' genus with no deadly look-alikes, such as morels (Morchella) or puffballs (Calvatia) after cutting open to confirm solid white interior. Example: 'For morels, confirm honeycomb cap attached at bottom, hollow stem, and no false morel (Gyromitra) characteristics like brain-like lobes.'",
      "condition": "",
      "sources": []
    },
    {
      "action": "Attend a guided foray with a certified mycologist from a local mycological society; never consume a mushroom based solely on app identification. Example: 'Search for 'mycological society foray [your city]' on Google; bring specimens for on-site expert review before cooking.'",
      "success_rate": 0.98,
      "how": "Attend a guided foray with a certified mycologist from a local mycological society; never consume a mushroom based solely on app identification. Example: 'Search for 'mycological society foray [your city]' on Google; bring specimens for on-site expert review before cooking.'",
      "condition": "",
      "sources": []
    }
  ],
  "workarounds_zh": [
    "结合使用野外指南（如Bessette的《东北蘑菇》）和当地真菌学会专家进行验证。采集孢子印和菌盖、菌褶、菌柄、基部的照片，然后通过在线论坛提交给NAMA认证的鉴定者。示例：'将蘑菇菌盖放在白纸上过夜以获取孢子印颜色；拍摄菌盖、菌褶、菌柄和菌托的照片；在NAMA Facebook群组中发布，附带位置和栖息地细节。'",
    "只食用属于没有致命相似种的'安全'属的蘑菇，如羊肚菌（Morchella）或马勃菌（Calvatia），切开后确认内部是实心白色。示例：'对于羊肚菌，确认蜂窝状菌盖底部附着，菌柄中空，没有假羊肚菌（Gyromitra）的特征，如脑状裂片。'",
    "参加由当地真菌学会认证真菌学家带领的导览采集活动；切勿仅凭应用程序鉴定食用蘑菇。示例：'在谷歌搜索'[您的城市]真菌学会导览'；在烹饪前将标本带到现场由专家审查。'"
  ],
  "transition_graph": {
    "leads_to": [],
    "preceded_by": [],
    "frequently_confused_with": []
  },
  "official_doc_url": "https://www.namyco.org/mushroom_identification.php",
  "official_doc_section": null,
  "error_code": "NAMA-APP-WARN-2024",
  "verification_tier": "ai_generated",
  "confidence": 0.9,
  "fix_success_rate": 0.8,
  "resolvable": "true",
  "first_seen": "2024-08-22",
  "last_confirmed": "2024-06-01",
  "last_updated": "2024-06-01",
  "evidence_count": 1,
  "tags": [],
  "locale": "en",
  "aliases": []
}