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  "warnings": [
    "General movement marker diagnostics only; force and joint-moment recommendations unsupported.",
    "Residual RMS is the amount removed by filtering, not an estimate of measurement error. A smaller acceleration or smoother curve does not establish accuracy.",
    "Raw-force peak and impulse preservation are engineering screens. Raw force can contain noise or treadmill resonance; passing does not identify the true force.",
    "Two-pass Butterworth: order 2 per pass, zero phase; reported cutoffs are the final two-pass \u22123 dB frequency. Filter continuously before extracting contacts.",
    "Signal screening alone does not calculate joint moments; any separate experimental moment calculation is reported independently.",
    "Keep marker and force cutoffs coupled when evaluating inverse dynamics. These separate signal diagnostics do not justify an unmatched cutoff pair.",
    "Contacts use a fixed raw-force threshold with no smoothing or gap bridging. Inspect event boundaries; both feet are pooled and the selected plate is analysed separately.",
    "The edge guard is a heuristic, not a proof that all endpoint effects are removed.",
    "Exact all-zero XYZ marker samples are treated as unavailable even with nonnegative C3D residuals; affected markers are excluded from the signal residual ranking.",
    "1 selected marker channels were excluded in full because they contain gaps; findings apply only to retained channels."
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          "p90_squared_acf": 0.3854773152216483,
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        {
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          "window": "second_half",
          "lag_seconds": 0.05,
          "lag_samples": 5,
          "median_squared_acf": 0.44292988936406175,
          "p90_squared_acf": 0.6484963128549508,
          "removed_rms_native_units": 1.304206248246804e-05
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        {
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          "window": "second_half",
          "lag_seconds": 0.1,
          "lag_samples": 10,
          "median_squared_acf": 0.24991096454519393,
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        {
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          "window": "second_half",
          "lag_seconds": 0.2,
          "lag_samples": 20,
          "median_squared_acf": 0.14358817350209627,
          "p90_squared_acf": 0.21668425135891414,
          "removed_rms_native_units": 1.304206248246804e-05
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      ],
      "recommended_pair_hz": null,
      "limitations": [
        "Residual whiteness is an assumption-sensitive diagnostic, not proof of signal/noise separation.",
        "Colored noise and soft-tissue artifact can overlap true motion frequencies.",
        "Ranking positions does not minimize acceleration or joint-moment error.",
        "Top three is an arbitrary inspection list, not an uncertainty interval.",
        "Temporal halves are stability checks from one recording, not independent validation.",
        "Channels with undefined residual ACF in any tested cutoff/window are excluded consistently from all ranks; see channel_accounting."
      ],
      "trim_seconds": 1.0,
      "residual_rms_floor_m": 1e-09,
      "analysis_interval": {
        "requested_start_s": 0.0,
        "requested_end_s": 4.59,
        "applied_start_s": 1.0,
        "applied_end_s": 3.59,
        "samples": 260,
        "sample_window_start": 100,
        "sample_window_end_exclusive": 360,
        "edge_guard_s": 1.0,
        "filtering": "Full continuous recording filtered before interval extraction.",
        "frequency_bounds_hz": [
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          40.0
        ],
        "step_hz": 1.0,
        "scope": "General movement marker diagnostics only; force and joint-moment recommendations unsupported."
      }
    }
  },
  "winter_recommendation": {
    "status": "experimental_diagnostic",
    "marker_best_hz": 10.61249400709279,
    "pair_hz": null,
    "reason": "Exploratory median of valid channel intersections.",
    "force_at_pair": null,
    "marker_diagnostic": {
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                "interpolated_crossing",
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                "interpolated_crossing",
                "interpolated_crossing",
                "interpolated_crossing",
                "interpolated_crossing",
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                "interpolated_crossing",
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                "interpolated_crossing",
                "interpolated_crossing",
                "interpolated_crossing",
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                "interpolated_crossing",
                "interpolated_crossing",
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                "interpolated_crossing",
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                "interpolated_crossing",
                "interpolated_crossing",
                "interpolated_crossing",
                "interpolated_crossing",
                "interpolated_crossing",
                "interpolated_crossing",
                "interpolated_crossing",
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                "interpolated_crossing",
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                "interpolated_crossing",
                "interpolated_crossing",
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                "valid_count": 110,
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      "native_units": "m",
      "minimum_channel_sd_native_units": 1e-06,
      "intercept_floor_native_units": 1e-09,
      "intercept_floor_basis": "Engineering informativeness floor (1 nm), not a validated noise threshold.",
      "channel_accounting": {
        "total_channels": 111,
        "active_by_sd_floor": 111,
        "excluded_channel_indices": []
      },
      "uncertainty": {
        "tail_medians_hz": {
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      "method": "Per-channel RMS(raw minus continuously filtered); OLS on 50\u201370% native Nyquist tail; extrapolate to zero frequency, intersect its horizontal intercept with the RMS curve, then median valid channel crossings. 40\u201360% and 60\u201380% tails and temporal halves are sensitivity checks. Production order-2 per-pass Butterworth with final two-pass \u22123 dB cutoff.",
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        "Predetermined tail bands and aggregation are engineering choices, not a validated automated Winter selector.",
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        "R_CALC_Y",
        "R_CALC_Z",
        "R_LEG_1_X",
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        "R_LEG_2_X",
        "R_LEG_2_Y",
        "R_LEG_2_Z",
        "R_LEG_3_X",
        "R_LEG_3_Y",
        "R_LEG_3_Z",
        "R_LEG_4_X",
        "R_LEG_4_Y",
        "R_LEG_4_Z",
        "R_PEL_L_X",
        "R_PEL_L_Y",
        "R_PEL_L_Z",
        "R_PEL_U_X",
        "R_PEL_U_Y",
        "R_PEL_U_Z",
        "R_THI_1_X",
        "R_THI_1_Y",
        "R_THI_1_Z",
        "R_THI_2_X",
        "R_THI_2_Y",
        "R_THI_2_Z",
        "R_THI_3_X",
        "R_THI_3_Y",
        "R_THI_3_Z",
        "R_THI_4_X",
        "R_THI_4_Y",
        "R_THI_4_Z",
        "RACR_X",
        "RACR_Y",
        "RACR_Z",
        "RASIS_X",
        "RASIS_Y",
        "RASIS_Z",
        "RMT1_X",
        "RMT1_Y",
        "RMT1_Z",
        "RMT2_X",
        "RMT2_Y",
        "RMT2_Z",
        "RMT5_X",
        "RMT5_Y",
        "RMT5_Z",
        "RPSIS_X",
        "RPSIS_Y",
        "RPSIS_Z",
        "STRN_X",
        "STRN_Y",
        "STRN_Z",
        "T10_X",
        "T10_Y",
        "T10_Z"
      ],
      "analysis_interval": {
        "requested_start_s": 0.0,
        "requested_end_s": 4.59,
        "applied_start_s": 1.0,
        "applied_end_s": 3.59,
        "samples": 260,
        "sample_window_start": 100,
        "sample_window_end_exclusive": 360,
        "edge_guard_s": 1.0,
        "filtering": "Full continuous recording filtered before interval extraction.",
        "frequency_bounds_hz": [
          4.0,
          40.0
        ],
        "step_hz": 1.0,
        "scope": "General movement marker diagnostics only; force and joint-moment recommendations unsupported."
      }
    },
    "joint_moment_validation": "not_assessed_for_winter_pair",
    "scope": "General movement marker diagnostics only; force and joint-moment recommendations unsupported."
  },
  "analysis_interval": {
    "requested_start_s": 0.0,
    "requested_end_s": 4.59,
    "applied_start_s": 1.0,
    "applied_end_s": 3.59,
    "samples": 260,
    "sample_window_start": 100,
    "sample_window_end_exclusive": 360,
    "edge_guard_s": 1.0,
    "filtering": "Full continuous recording filtered before interval extraction.",
    "frequency_bounds_hz": [
      4.0,
      40.0
    ],
    "step_hz": 1.0,
    "scope": "General movement marker diagnostics only; force and joint-moment recommendations unsupported."
  },
  "evidence": {
    "schema_version": 1,
    "engine": "c3d_signal_screen",
    "input_sha256": "07efc3f8b206f0850244c72371a24bf42c5b58d823a3b0c190889b369b155402",
    "joint_moments": {
      "status": "unsupported_general_movement",
      "title": "Joint moments: unsupported for general movement",
      "recommended_pair_hz": null,
      "acceptable_pair_range_hz": null,
      "reason": "General movement: force and joint-moment recommendations are unsupported.",
      "next_actions": [
        "Use movement-specific model and force validation before assessing joint moments."
      ],
      "model_validation": "not_assessed_for_this_recording",
      "selector_validation": "not_validated_for_human_recommendations"
    },
    "force_preservation": {
      "status": "unsupported_general_movement",
      "title": "Force recommendations: unsupported for general movement",
      "reason": "General movement: force and joint-moment recommendations are unsupported.",
      "candidate_cutoffs_hz": [],
      "recommended_cutoff_hz": null,
      "retained_contacts": 0,
      "next_action": "Use movement-specific force event and outcome validation.",
      "threshold_basis": "Provisional engineering tolerances; not textbook-validated accuracy limits."
    },
    "interpretation": "Force preservation, marker residuals and smoothness are diagnostics. None alone establishes joint-moment accuracy.",
    "confirmations": "Preprocessing, physical-marker and force-calibration confirmations are user assertions; they are not independent model validation."
  },
  "figure_evidence": {
    "schema_version": 1,
    "provenance_json": "figure_evidence.json",
    "scope": "Live signal diagnostics; no Winter joint moments assessed.",
    "force_status": "unavailable",
    "force_scope": "unavailable"
  },
  "input_preprocessing": {
    "status": "unknown",
    "scope": "stored_coordinate_diagnostics",
    "description": "Preprocessing history is unknown. This archived public C3D is not confirmed unfiltered; diagnostics describe additional filtering of the stored marker coordinates, not recovery of an original raw-data cutoff."
  },
  "sample_source": {
    "axis": 2,
    "activity": "general",
    "label": "Leeds \u00b7 LLJ029 squat",
    "source": "https://doi.org/10.5518/345",
    "attribution": "Lunn, David; Chapman, Graham; Redmond, Anthony (2018). Leeds CAST dataset. CC BY 4.0.",
    "license": "CC BY 4.0",
    "preprocessing_history": "unknown",
    "preprocessing_description": "Preprocessing history is unknown. This archived public C3D is not confirmed unfiltered; diagnostics describe additional filtering of the stored marker coordinates, not recovery of an original raw-data cutoff.",
    "note": "Public squat example \u00b7 100 Hz markers. CC BY 4.0, Lunn, Chapman and Redmond (2018), DOI 10.5518/345. Preprocessing history is unknown; review it before marker diagnostics. General mode does not support force or joint-moment recommendations.",
    "general_defaults": {
      "marker_min_hz": 4,
      "marker_max_hz": 40,
      "marker_step_hz": 1,
      "analysis_start_s": 0,
      "analysis_end_s": 4.59
    },
    "saved_report": "/public-examples/leeds-squat/report.html"
  },
  "saved_public_example": {
    "source_sha256": "07efc3f8b206f0850244c72371a24bf42c5b58d823a3b0c190889b369b155402",
    "build_script": "scripts/build_public_squat_example.py",
    "scope": "Saved public example; separate from the current uploaded recording."
  }
}