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    "output_voiced": "V_m(i) = [saved estimated_output_f0_hz_m(i) > 0]; no output-side 65-700 Hz restriction.",
    "expected_voiced": "E_m(i) = [65 <= saved expected_relative_f0_hz_m(i) <= 700]. Expected==0 is unvoiced; other values are out_of_range. All 104 saved unmapped counts must reconcile to zero before aggregation; otherwise stop.",
    "common_expected": "E_PML & E_RAW_FULL. Equal membership does not mean equal expected Hz. Edited references are method-specific; native references are the same original recording.",
    "one_sided_expected": "E_PML & !E_RAW_FULL, or !E_PML & E_RAW_FULL; neither partition retains unvoiced/out_of_range joint state.",
    "output_disagreement": "D(i) = [V_PML(i) != V_RAW_FULL(i)] over every paired frame, regardless of expected membership.",
    "own_expected_missing": "M_m(i) = E_m(i) & !V_m(i). Own miss difference can occur even when both outputs are zero, if expected membership differs.",
    "count_formula": "For any listed set S and group G, count = sum_i [i in S and i in G]. Denominator is explicit total_paired_frames or expected_partitions[G].frames; no p-value/CI, no new ranking.",
    "miss_integer_identity": "RAW_miss - PML_miss = (RAW_common_miss - PML_common_miss) + RAW_only_expected_miss - PML_only_expected_miss. This is a count identity; it does not decompose a difference of ratios with unequal denominators.",
    "temporal_runs": "Maximal sequences of adjacent integer frame indices (exactly 160 samples = 10 ms). No selected temporal gap threshold. Stored center time = (start_sample + 640)/16000.",
    "window_union": "Union of [start_sample, start_sample+1280) for selected indices. Overlapping or touching intervals are merged by exact sample coordinates. 80 ms windows overlap at 10 ms hops; counts and runs are not independent trials and union support is not causal event duration.",
    "branch": "Copy trace decision: accepted, no_cmnd_below_threshold, rms_before_mean_below_threshold, rms_after_mean_below_threshold; not inferred from a threshold sweep.",
    "computed_min_cmnd": "Copied stored computed_min_cmnd, not a probability, SNR, ground-truth voicing, or perceptual-quality score.",
    "scope_denominators": "104 output rows = 56 edited + 48 native; 52 paired conditions = 28 edited + 24 native. There are 22 distinct recordings and two seed values; seed, pitch and frame repetitions are not independent recordings. Previously diagnosed twelve are part of104, never added again.",
    "fixed_selection": "All 28 original saved unvoiced_miss_rate warnings remain. Selection is post hoc from prior warnings, not representative of all120 recordings or all full120 output conditions.",
    "missing_CMND": "RMS rejection leaves computed_min_cmnd=null and cmnd_evaluated=false; returned_min_cmnd=1.0 is the original sentinel. Do not treat sentinel as a computed measurement or replace null.",
    "summary_computation": "No estimator, waveform loading, metric or threshold execution. Only counts, exact saved-value reconciliation, set membership, lists and consecutive integer-frame runs. Saved metric scalar values are copied unchanged."
  },
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      "all_saved_counts_reconciled": true,
      "all_f0_and_times_binary64_exact": true,
      "saved_metrics": {
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            "expected_unvoiced_frames": 415,
            "missing_voiced_frames": 15,
            "false_voiced_frames": 3,
            "total_frames": 593,
            "unmapped_frames": 0,
            "out_of_range_frames": 0,
            "both_voiced_frames": 163
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          "decision": "accepted",
          "f0_hz": 127.8385933681063,
          "frame_index": 138,
          "returned_min_cmnd": 0.1342128577651688,
          "rms_after_mean": 0.11636312361908396,
          "rms_before_mean": 0.11636492096739891,
          "start_sample": 22080
        },
        "diagnostic_pointer": "rows/101.json#/trace_frames/138",
        "saved_series_pointer": "/rows/101/metrics/native_original_f0/saved_series"
      }
    }
  ],
  "descriptive_occurrence_totals": {
    "method_frame_records": 46998,
    "paired_frame_occurrences": 23499,
    "all_output_disagreement_occurrences": 136,
    "all_one_sided_expected_occurrences": 96,
    "all_one_sided_own_miss_occurrences": 126,
    "decision_counts_all_method_frames": {
      "accepted": 9778,
      "no_cmnd_below_threshold": 36802,
      "rms_before_mean_below_threshold": 418,
      "rms_after_mean_below_threshold": 0
    },
    "cmnd_evaluated_method_frames": 46580,
    "computed_min_cmnd_null_method_frames": 418,
    "interpretation": "Sums of repeated condition/frame occurrences, not independent recordings, pooled quality/error rates or population prevalence.",
    "primary": {
      "condition_pairs": 28,
      "unique_recordings": 22,
      "paired_frames": 12359,
      "output_disagreements": 58,
      "direction_counts": {
        "PML_output_voiced_only": 40,
        "RAW_FULL_output_voiced_only": 18
      }
    },
    "native": {
      "condition_pairs": 24,
      "unique_recordings": 22,
      "paired_frames": 11140,
      "output_disagreements": 78,
      "direction_counts": {
        "RAW_FULL_output_voiced_only": 62,
        "PML_output_voiced_only": 16
      }
    }
  }
}