{
  "id": "SCR-LIP-000222",
  "statement": "This comparative narrative review reports that lipedema is almost exclusively found in women and typically begins during periods of hormonal change (puberty, pregnancy, menopause), and notes heritability/genetic markers as part of its genetics domain.",
  "statement_pt": "Esta revisão narrativa comparativa relata que o lipedema é quase exclusivo de mulheres e tipicamente se inicia em períodos de mudança hormonal (puberdade, gravidez, menopausa), além de mencionar marcadores genéticos/hereditariedade em seu domínio de genética.",
  "claim_type": "clinical_association",
  "context": {
    "population": "—",
    "condition": "lipedema",
    "exposure": "—",
    "comparator": "—",
    "outcome": "—",
    "scope": "auto-ingested from Layer 1 surveillance"
  },
  "knowledge_state": "emerging",
  "evidence_confidence": "low",
  "evidence": [
    {
      "ref": "DOI:10.3390/ijms23126621",
      "stance": "supporting",
      "study_design": "review",
      "n": null,
      "risk_of_bias": "unknown",
      "grade": "very_low",
      "year": 2022,
      "amato_authored": false,
      "note": "Narrative review explicitly states lipedema onset coincides with hormonal-change periods and is female-predominant, and includes a genetics domain, both bearing directly on the question; however, as a narrative review it provides descriptiv [grade capped low->very_low per curated Oxford N6]",
      "title": "Current Mechanistic Understandings of Lymphedema and Lipedema: Tales of Fluid, Fat, and Fibrosis",
      "authors": "Duhon et al.",
      "journal": "International Journal of Molecular Sciences",
      "_prov": {
        "grade_source": "bib_curated"
      }
    }
  ],
  "relations": [],
  "gaps": "Auto-ingested single source; not yet human-reviewed.",
  "primary_amato_source": null,
  "curators": [],
  "provenance": {
    "auto": true,
    "engine": "anthropic/claude-opus-4.8",
    "question": "SQ-LIP-000012",
    "source": "library",
    "ingested": "2026-05-31"
  },
  "created": "2026-05-31",
  "updated": "2026-05-31",
  "history": [
    {
      "date": "2026-05-31",
      "event": "created",
      "detail": "auto-ingested for SQ-LIP-000012"
    }
  ],
  "license": "CC-BY-4.0",
  "answers_questions": [
    {
      "id": "SQ-LIP-000012",
      "role": "supporting",
      "question": "Do hormones and heredity influence the onset of lipedema?",
      "url": "https://scientificclaims.org/q/SQ-LIP-000012.html"
    }
  ],
  "url": "https://scientificclaims.org/c/SCR-LIP-000222.html"
}