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  "capturedAt": "2026-10-28T02:45:19.279Z",
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  "work": {
    "kind": "note",
    "type": "RDN",
    "key": "doherty-2025",
    "id": "TAP-RDN-0041",
    "locale": "en",
    "path": "/research/doherty-2025/",
    "title": "TAP reading note: Readiness, recovery, and strain: an evaluation of composite health scores in consumer wearables",
    "description": "Composite scores differed in inputs and calculation approaches, with limited transparency and validation evidence.",
    "rights": "© The Allostasis Project. All rights reserved. Reproduction or adaptation requires separate permission, subject to applicable legal exceptions.",
    "version": "1.0",
    "updatedAt": "2026-10-28",
    "editorial": {
      "contentType": "evidence-review",
      "reviewState": "draft",
      "reviewedAt": null,
      "reviewedVersion": null,
      "updatedAt": "2026-10-28",
      "version": "1.0",
      "byline": "team",
      "author": null,
      "reviewer": null,
      "workflow": {
        "ai": {
          "usage": "used",
          "system": "TAP Research Agent / OpenAI Codex",
          "scope": "Assisted research, source comparison and bilingual writing for this edition. Source access is documented in the associated reading notes and release materials.",
          "version": "1.0",
          "tasks": [
            "Source retrieval and comparison",
            "Bilingual drafting and editorial revision"
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    "original": {
      "id": "doherty-2025",
      "title": "Readiness, recovery, and strain: an evaluation of composite health scores in consumer wearables",
      "authors": "Cailbhe Doherty, Maximus Baldwin, Rory Lambe, David Burke and Marco Altini",
      "journal": "Translational Exercise Biomedicine",
      "year": "2025",
      "url": "https://doi.org/10.1515/teb-2025-0001",
      "doi": "10.1515/teb-2025-0001"
    },
    "references": [
      {
        "id": "doherty-2025",
        "title": "Readiness, recovery, and strain: an evaluation of composite health scores in consumer wearables",
        "authors": "Cailbhe Doherty, Maximus Baldwin, Rory Lambe, David Burke and Marco Altini",
        "journal": "Translational Exercise Biomedicine",
        "year": "2025",
        "url": "https://doi.org/10.1515/teb-2025-0001",
        "doi": "10.1515/teb-2025-0001"
      }
    ],
    "sections": [
      {
        "id": "finding",
        "title": "What the study found",
        "paragraphs": [
          "Composite scores differed in inputs and calculation approaches, with limited transparency and validation evidence."
        ]
      },
      {
        "id": "limits",
        "title": "Scope & limitations",
        "paragraphs": [
          "14 composite scores across 10 wearable manufacturers.",
          "A documentation-based review, not an independent trial of every device or subsequent software version."
        ]
      },
      {
        "id": "sample",
        "title": "Population & sample",
        "paragraphs": [
          "14 composite health scores, 10 manufacturers."
        ]
      },
      {
        "id": "exposure",
        "title": "Exposure or intervention",
        "paragraphs": [
          "Publicly described scoring systems and supporting literature."
        ]
      },
      {
        "id": "outcomes",
        "title": "Outcomes",
        "paragraphs": [
          "Score contributors, methodological transparency and validation evidence."
        ]
      },
      {
        "id": "duration",
        "title": "Time frame",
        "paragraphs": [
          "Review published in April 2025; systems may subsequently change."
        ]
      },
      {
        "id": "funding",
        "title": "Research funding",
        "paragraphs": [
          "Health Research Board Ireland (HRB ILP-PHR-2024-005) and Research Ireland (12/RC/2289_P2)."
        ]
      },
      {
        "id": "conflicts",
        "title": "Research conflicts of interest",
        "paragraphs": [
          "Competing-interest details have not been verified against the complete publication."
        ]
      },
      {
        "id": "basis",
        "title": "Reading scope",
        "paragraphs": [
          "Publisher abstract, indexed methodology and funding declaration."
        ]
      }
    ]
  }
}
