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      "artifact": "research-plan",
      "statements": [
        "Beyond the Beat asks how age and exercise type relate to individual differences in response and recovery. Percentage increase is a response outcome; two-minute BPM recovery is the primary fixed recovery outcome.",
        "Exact age is the main age variable. Four supporting groups guide balanced recruitment and readable charts. The goal is 100 participants, not a prerequisite for descriptive summaries or proof of statistical power.",
        "Each person participates once. This phase uses Apple Watch alone, so it cannot establish repeated-session repeatability or accuracy against a reference device."
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          "statement": "From age and exercise to individual variation",
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        "High Knees, Stair Climbing and Sitting Toe Touches each last 30 seconds. Music marks start and stop, not cadence. Participants use a comfortable pace and may stop at any time.",
        "Recovery is seated and lasts at least two minutes. HR must be at or below 110% of resting for a confirmed 30-second interval. A gap longer than five seconds resets confirmation. At five minutes without confirmation, the app enters adult review rather than automatically continuing.",
        "Six exercise orders are counterbalanced. Within each 25-person group, one order receives five places and the other five orders receive four. The extra slot rotates across the four age groups."
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        "Sex options include female, male, another sex variation and prefer not to answer. Activity categories are less than one hour, about one to four hours, and more than four hours of moderate/vigorous activity per week.",
        "Height entry supports feet/inches or centimetres; weight supports pounds or kilograms. Stored values are normalized to centimetres and kilograms.",
        "Consent is age-specific: adults provide informed consent; minors require guardian permission and their own assent. Eligibility and adult supervision are confirmed per session."
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        "The Watch uses a HealthKit workout session and anchored heart-rate query. It preserves actual source timestamps and sensor sample identity, then assigns session-specific sequence numbers.",
        "Samples are saved on the Watch before transfer. WatchConnectivity sends ordered batches, with acknowledgement and retry paths. The iPhone stores source and receipt times separately.",
        "A final sequence manifest checks whether every expected sample has arrived. Completing the exercise protocol is not the same as completing transfer; unverified research metrics remain provisional.",
        "The Watch pulse indicates a recent iPhone acknowledgement, expiring after ten seconds. It does not validate sensor accuracy. Apple controls installation, foreground presentation and sensor cadence; one new sample every second is not guaranteed."
      ],
      "sources": [
        {
          "artifact": "watch-transfer",
          "statement": "The Watch-to-iPhone path",
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        "Absolute increase is immediate HR minus resting HR. Percentage increase divides that change by resting HR and multiplies by 100.",
        "At one or two minutes, recovery BPM is immediate HR minus HR at that landmark. Recovery percentage divides this reduction by the initial increase and multiplies by 100. It is unavailable if immediate HR is not above resting HR.",
        "Landmarks use the nearest actual sample within one second of the target; the timestamp and offset are preserved. If no eligible sample exists, the metric is missing, not guessed.",
        "Threshold time is elapsed time from exercise end to completion of the first confirmed 30-second interval at or below 110% of resting. It can be shorter than the two-minute minimum that controls the next exercise.",
        "Derived values retain protocol version, calculation version and input revision. Late samples create a new calculation revision rather than rewriting raw measurements or previous derivations."
      ],
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        {
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          "statement": "Reproducible response and recovery metrics",
          "path": "App/Shared/Metrics/HeartRateCalculator.swift",
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        "Exercise comparisons show paired participant values, exercise means and descriptive Student-t intervals. Exact-age scatter plots and trends preserve information that age groups would hide.",
        "The native random-intercept REML model includes age \u00d7 exercise and categorical exercise position, with repeated observations grouped by participant. Adjusted curves, slope differences and exercise contrasts use approximate normal Wald intervals.",
        "Observed-versus-fixed-predicted values, participant mean residuals and residual checks explore variation left by the model. In-sample descriptive R\u00b2 is not causal explained variation.",
        "The model rejects incompatible versions, duplicate outcomes and unidentifiable designs. Missing metrics are not imputed. Final assumptions, influence, missingness and uncertainty interpretation still require scientific review.",
        "Sex, activity and height/weight-derived summaries are exploratory, not primary causal explanations. Suggestions remain disabled; reference accuracy and repeatability are not established."
      ],
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          "statement": "Questions mapped to graphs",
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      "statements": [
        "The deterministic generator creates 100 Test Mode participants: 25 in each age group, 50 male and 50 female. A fixed seed, identifiers and timestamps make regeneration reproducible.",
        "All three exercises have nine finite derived values per session: 100 \u00d7 3 \u00d7 9 = 2,700. They are calculated from generated samples and events through the production metric engine.",
        "Controlled scenarios include low/high baseline, small/large response, fast/slow recovery, below-baseline recovery, sample gaps, delayed receipt, disconnection and recovery interruption.",
        "Separate failure fixtures remove endpoint readings, interrupt exercises or never reach the threshold. They must keep missing results unavailable; filling every failure with a number would conceal a bug.",
        "These patterns are generator assumptions and platform test evidence. They are not findings about age, sex, exercise or human recovery."
      ],
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          "statement": "100 synthetic participants, separate storage",
          "path": "tests/PulseLabTests/PulseLabCoreTests.swift",
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      "artifact": "test-record",
      "statements": [
        "The October 4 development log records a successful clean combined simulator build, all 41 core tests and the 100-participant chart UI flow. These are prior app checks, not a new physical-device validation performed by this website build.",
        "The private core test output was inspected and reports 41 executed tests with zero failures and TEST SUCCEEDED. The chart UI output also reports TEST SUCCEEDED. Unredacted logs remain private because they contain local paths and device information.",
        "A separate synthetic 60-participant fixture compares eight model coefficients and both variance components against an independent statsmodels MixedLM fit. Python is a development reference, not a shipped app dependency.",
        "Compilation, simulator tests and numerical agreement do not establish live sensor accuracy, real Watch transfer reliability or battery impact."
      ],
      "sources": [
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          "statement": "Recorded app verification",
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          "path": "scripts/validate_research_model.py",
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      "artifact": "safety-governance",
      "statements": [
        "Siyaa reported guiding-teacher approval on October 3, 2026. This is the recorded project status, not a claim that the software independently grants ethics approval.",
        "The workspace identifies a specific Youth Science Canada Letter of Information requirement: supervisor identity, role/title and approval date must be recorded before participant research. No separate regional-fair requirement is currently documented.",
        "The current app configuration still defaults to an unrecorded supervisor entry and a draft protocol. Participant eligibility, age-specific consent/assent and adult supervision must be confirmed. This website does not activate collection.",
        "A participant may stop at any time. Discomfort terminates the session; interrupted exercises are not silently resumed or represented as normal completion. Previously received data and deviations are preserved.",
        "Alignment item: the study plan defers a separate exercise-permission requirement, but ParticipantPermissions and the setup UI currently require one. Resolve this before live research; this website does not silently choose either rule."
      ],
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          "statement": "Consent, stopping and research readiness",
          "path": "PROJECT.md",
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      "statements": [
        "Research records remain on the study iPhone in their own mode directory. Local atomic writes use iOS complete file protection, with rollback after a failed write. Raw samples use append/deduplication rules and preserve session provenance.",
        "App-specific backups use authenticated AES-GCM encryption and a device-bound Keychain key. Creation and restore require device authentication. Restore checks integrity and mode before replacing data.",
        "An opt-in 7 PM reminder prompts a backup; it is not an automatic guarantee that a Mac backup exists. Replacement-device/Mac key recovery is not implemented, so the current backup is not a complete phone-loss recovery solution.",
        "The approved handling policy excludes participant research data from GitHub, prompts, evidence logs and external AI tools. Public website assets are selected independently of study storage.",
        "Retention is purpose-limited, with annual review. Final duration, key recovery and deletion-audit details remain parked; no completed deletion system is claimed."
      ],
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        "Fixed recovery windows left synthetic time-to-threshold values unavailable. The generator now follows adaptive recovery through confirmation, records extended-review events and rejects incomplete main-dataset metrics. Failure fixtures still preserve genuinely missing results.",
        "A physical iPhone backtrace pointed to a WatchConnectivity callback on the wrong executor. Reply/error callbacks were constructed in nonisolated Sendable factories, with observable state updated on MainActor. Regression tests invoke callbacks from a background queue; device rerun remains needed.",
        "Screenshot inspection exposed clipped exercise labels and unlabeled intervals. Labels and the adjusted age-axis range were corrected before the final chart UI run.",
        "An Xcode run stalled during diagnostic collection after all cases passed. It was stopped and the complete suite rerun successfully without test diagnostic collection. A stalled process was not counted as a successful completed build."
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        "Siyaa defines research goals and owns scientific decisions, review and interpretation. Codex is the current development assistant for code, tests and technical documentation.",
        "An earlier local-model workflow was evaluated and discontinued for this project's needs. It is historical tooling, not a component of the current app.",
        "The private append-only evidence ledger records assistance, decisions and measured operations separately. Its hash chain is tamper-evident, not immutable storage or independent proof that every external activity was captured.",
        "Website summaries contain reviewed claims and source references. Raw prompts, private records and unredacted logs are not included. Draft reflections must be written/reviewed by Siyaa before being presented as her learning."
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        "Defined XCTest methods are counted separately in core and UI Swift test files. A test definition is not proof of a successful run; recorded app pass results are reported separately.",
        "Synthetic participant count comes from explicit generator assignments. Derived metric kinds and selectable analysis outcomes come from their Swift declarations. Git commits are reachable commits at the captured HEAD, not coding hours or student-only effort.",
        "Counters carry source paths, source hashes and calculation descriptions in the public provenance download. They are a build-time snapshot and update when the website is rebuilt."
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  "syntheticDistribution": {
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    "male": 50,
    "female": 50
  },
  "coverage": "A build-time source snapshot. Counts do not infer hours, student authorship, real participant enrolment or unrecorded activity."
}