{
  "version": "receiver-calibration-v1",
  "status": "physical source models implemented; complete neural calibration unresolved",
  "sources": {
    "sound_transfer": {
      "doi": "10.1242/jeb.205.9.1199",
      "location": "Figure 2C; example fitted velocity transfer",
      "author_copy": "https://www.researchgate.net/publication/11418850_The_mechanical_basis_ofDrosophilaaudition"
    },
    "transduction": {
      "doi": "10.1016/j.cub.2008.07.095",
      "location": "Supplement eqs 1-9,18,21; Tables S1-S2",
      "url": "https://ars.els-cdn.com/content/image/1-s2.0-S096098220801049X-mmc1.pdf",
      "downloaded_pdf_sha256": "7b78c1a45716e9ee7e693ad667ece3eef476a8cabda89f7e3cdf88e0efbe2a99"
    }
  },
  "sound_transfer_config": {
    "resonance_hz": 394.0,
    "quality_factor": 1.24,
    "velocity_gain_at_resonance": 1.13,
    "dt_seconds": 2.0833333333333333e-05
  },
  "virtual_field_config": {
    "sample_rate": 48000,
    "reference_digital_rms": 0.1,
    "reference_velocity_mm_s_rms": 0.5,
    "reference_frequency_hz": 200.0,
    "azimuth_degrees": 0.0
  },
  "parameter_audit": {
    "fits": [
      {
        "parameters": {
          "fly": 1,
          "k_gs_pn_nm": 0.037,
          "k_joint_pn_nm": 0.04,
          "feedback_s": 0.38,
          "resting_open_probability": 0.5,
          "delta_nm": 223,
          "channels_per_population": 2653,
          "friction_1e9_kg_s": 5.07,
          "motor_friction_1e9_kg_s": 99.0,
          "mass_1e12_kg": 3.57,
          "gating_swing_nm": 1290,
          "stall_force_pn": 101,
          "feedback_force_pn": 38.0,
          "published_tau_motor_ms": 9.3,
          "published_tau_receiver_ms": 1.48
        },
        "derived": {
          "tau_receiver_ms": 1.4082840236686387,
          "tau_motor_ms": 3.7942768754833724,
          "thermal_energy_pn_nm_from_eq2": 4.011982661138334,
          "largest_eigenvalue_real_per_ms": -0.10820341846514991
        },
        "motor_time_relative_discrepancy": 0.5920132391953363,
        "motor_time_within_5_percent": false
      },
      {
        "parameters": {
          "fly": 2,
          "k_gs_pn_nm": 0.017,
          "k_joint_pn_nm": 0.032,
          "feedback_s": 0.25,
          "resting_open_probability": 0.58,
          "delta_nm": 210,
          "channels_per_population": 1221,
          "friction_1e9_kg_s": 7.13,
          "motor_friction_1e9_kg_s": 10.8,
          "mass_1e12_kg": 2.7,
          "gating_swing_nm": 1346,
          "stall_force_pn": 41.8,
          "feedback_force_pn": 10.6,
          "published_tau_motor_ms": 4.0,
          "published_tau_receiver_ms": 0.76
        },
        "derived": {
          "tau_receiver_ms": 0.7573632538569425,
          "tau_motor_ms": 3.923164104501471,
          "thermal_energy_pn_nm_from_eq2": 3.9354791154791156,
          "largest_eigenvalue_real_per_ms": -0.2548962962962961
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        "motor_time_relative_discrepancy": 0.019208973874632274,
        "motor_time_within_5_percent": true
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      {
        "parameters": {
          "fly": 3,
          "k_gs_pn_nm": 0.087,
          "k_joint_pn_nm": 0.084,
          "feedback_s": 0.16,
          "resting_open_probability": 0.5,
          "delta_nm": 239,
          "channels_per_population": 6823,
          "friction_1e9_kg_s": 14.8,
          "motor_friction_1e9_kg_s": 42.8,
          "mass_1e12_kg": 6.99,
          "gating_swing_nm": 1310,
          "stall_force_pn": 227,
          "feedback_force_pn": 36.2,
          "published_tau_motor_ms": 7.32,
          "published_tau_receiver_ms": 0.95
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        "derived": {
          "tau_receiver_ms": 0.9445945945945946,
          "tau_motor_ms": 7.574379859311346,
          "thermal_energy_pn_nm_from_eq2": 3.992207240216913,
          "largest_eigenvalue_real_per_ms": -0.1320240096977284
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        "motor_time_relative_discrepancy": 0.034751346900457,
        "motor_time_within_5_percent": true
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      {
        "parameters": {
          "fly": 4,
          "k_gs_pn_nm": 0.038,
          "k_joint_pn_nm": 0.053,
          "feedback_s": 0.29,
          "resting_open_probability": 0.5,
          "delta_nm": 190,
          "channels_per_population": 2033,
          "friction_1e9_kg_s": 6.94,
          "motor_friction_1e9_kg_s": 117,
          "mass_1e12_kg": 5.44,
          "gating_swing_nm": 1112,
          "stall_force_pn": 85.3,
          "feedback_force_pn": 24.4,
          "published_tau_motor_ms": 8.23,
          "published_tau_receiver_ms": 1.57
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          "tau_receiver_ms": 1.5677233429394812,
          "tau_motor_ms": 8.066037735849056,
          "thermal_energy_pn_nm_from_eq2": 3.949158878504673,
          "largest_eigenvalue_real_per_ms": -0.12397660818713453
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        "motor_time_relative_discrepancy": 0.01992251083243557,
        "motor_time_within_5_percent": true
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      {
        "parameters": {
          "fly": 5,
          "k_gs_pn_nm": 0.016,
          "k_joint_pn_nm": 0.026,
          "feedback_s": 0.38,
          "resting_open_probability": 0.5,
          "delta_nm": 208,
          "channels_per_population": 1006,
          "friction_1e9_kg_s": 6.25,
          "motor_friction_1e9_kg_s": 64.4,
          "mass_1e12_kg": 4.8,
          "gating_swing_nm": 1202,
          "stall_force_pn": 41.4,
          "feedback_force_pn": 15.9,
          "published_tau_motor_ms": 5.4,
          "published_tau_receiver_ms": 1.54
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        "derived": {
          "tau_receiver_ms": 1.5359999999999998,
          "tau_motor_ms": 5.368817635270542,
          "thermal_energy_pn_nm_from_eq2": 3.976397614314115,
          "largest_eigenvalue_real_per_ms": -0.18626075011944576
        },
        "motor_time_relative_discrepancy": 0.005774511986936792,
        "motor_time_within_5_percent": true
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      {
        "parameters": {
          "fly": 6,
          "k_gs_pn_nm": 0.026,
          "k_joint_pn_nm": 0.017,
          "feedback_s": 0.21,
          "resting_open_probability": 0.5,
          "delta_nm": 461,
          "channels_per_population": 6989,
          "friction_1e9_kg_s": 2.51,
          "motor_friction_1e9_kg_s": 243,
          "mass_1e12_kg": 1.93,
          "gating_swing_nm": 2329,
          "stall_force_pn": 134,
          "feedback_force_pn": 28.3,
          "published_tau_motor_ms": 11.7,
          "published_tau_receiver_ms": 1.54
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        "derived": {
          "tau_receiver_ms": 1.5378486055776894,
          "tau_motor_ms": 28.55908221797323,
          "thermal_energy_pn_nm_from_eq2": 3.9941900128773784,
          "largest_eigenvalue_real_per_ms": -0.03501513082134918
        },
        "motor_time_relative_discrepancy": 1.4409471981173705,
        "motor_time_within_5_percent": false
      },
      {
        "parameters": {
          "fly": 7,
          "k_gs_pn_nm": 0.036,
          "k_joint_pn_nm": 0.037,
          "feedback_s": 0.24,
          "resting_open_probability": 0.5,
          "delta_nm": 246,
          "channels_per_population": 3031,
          "friction_1e9_kg_s": 7.47,
          "motor_friction_1e9_kg_s": 90.0,
          "mass_1e12_kg": 4.39,
          "gating_swing_nm": 1374,
          "stall_force_pn": 100,
          "feedback_force_pn": 24.4,
          "published_tau_motor_ms": 8.48,
          "published_tau_receiver_ms": 1.18
        },
        "derived": {
          "tau_receiver_ms": 1.1753681392235609,
          "tau_motor_ms": 8.54826254826255,
          "thermal_energy_pn_nm_from_eq2": 4.0145641702408446,
          "largest_eigenvalue_real_per_ms": -0.1169828364950316
        },
        "motor_time_relative_discrepancy": 0.008049828804545855,
        "motor_time_within_5_percent": true
      }
    ],
    "unapplied_transposition_hypothesis": [
      {
        "fly": 1,
        "hypothesis": "exchange motor friction values for flies 1 and 6 only",
        "hypothetical_tau_motor_ms": 9.313225058004642,
        "published_tau_motor_ms": 9.3,
        "applied": false
      },
      {
        "fly": 6,
        "hypothesis": "exchange motor friction values for flies 1 and 6 only",
        "hypothetical_tau_motor_ms": 11.635181644359465,
        "published_tau_motor_ms": 11.7,
        "applied": false
      }
    ],
    "selected_fit": 7,
    "selection_reason": "symmetric rest; receiver and motor relaxation times agree within 2% with Table S2; chosen before poem processing"
  },
  "constant_force_bridge_audit": {
    "purpose": "cross-study compatibility diagnostic, not a measured drag calibration",
    "assumption": "F_pN = coefficient * air_velocity_mm_s, frequency-independent real coefficient, linear response limit",
    "frequency_hz": [
      100,
      200,
      300,
      394,
      400,
      600,
      1000,
      1500
    ],
    "fits": [
      {
        "fly": 1,
        "fitted_constant_pn_per_mm_s": 1.5557566836028276,
        "normalized_complex_response_error": 0.9085362774527401,
        "applied_to_recordings": false
      },
      {
        "fly": 2,
        "fitted_constant_pn_per_mm_s": 6.385138680096574,
        "normalized_complex_response_error": 0.25199893740515894,
        "applied_to_recordings": false
      },
      {
        "fly": 3,
        "fitted_constant_pn_per_mm_s": 10.727374395350589,
        "normalized_complex_response_error": 0.6342610720809685,
        "applied_to_recordings": false
      },
      {
        "fly": 4,
        "fitted_constant_pn_per_mm_s": 5.787148431686166,
        "normalized_complex_response_error": 0.6754846458538395,
        "applied_to_recordings": false
      },
      {
        "fly": 5,
        "fitted_constant_pn_per_mm_s": 4.481118778897732,
        "normalized_complex_response_error": 0.7847773863061343,
        "applied_to_recordings": false
      },
      {
        "fly": 6,
        "fitted_constant_pn_per_mm_s": 1.4803883313964619,
        "normalized_complex_response_error": 0.8704104066556156,
        "applied_to_recordings": false
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      {
        "fly": 7,
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        "normalized_complex_response_error": 0.8086789863528855,
        "applied_to_recordings": false
      }
    ],
    "loss": "unweighted complex least squares; ||prediction-target||_2 / ||target||_2; includes gain and phase",
    "target": "Gopfert-Robert 2002 Fig 2C representative response fit",
    "limitation": "Different specimens and unspecified matching stimulus level; does not reject either source model or test nonlinear finite-level matching",
    "decision": "No fitted coefficient is promoted to a physiological or production calibration"
  },
  "diagnostics": {
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        "frequency_hz": 100,
        "air_velocity_rms_mm_s": 0.5,
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        "relative_gain_error": 3.53923489142538e-05
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        "frequency_hz": 1000,
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    "force_step_halving_relative_trajectory_errors": {
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      "velocity": 4.237121233775021e-08,
      "excess_open_probability": 2.4728442117775795e-08
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    "numerical_convergence_pass_2_percent": true,
    "force_input_convention": "interval-held pN, deterministic eqs 3-6, dt=1/48000 second; refine held input without changing stimulus",
    "force_tone_parameters": {
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      "k_gs_pn_nm": 0.036,
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      "resting_open_probability": 0.5,
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      "channels_per_population": 3031,
      "friction_1e9_kg_s": 7.47,
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      "mass_1e12_kg": 4.39,
      "gating_swing_nm": 1374,
      "stall_force_pn": 100,
      "feedback_force_pn": 24.4,
      "published_tau_motor_ms": 8.48,
      "published_tau_receiver_ms": 1.18
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  "recordings": {
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      "source": "experiments/delivery-v1/reference/audio.wav",
      "source_sha256": "71668414064748744b5d9d7f2f784c851ff7f4b02bdbdd79607155d00064f65a",
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        "processing_sample_rate_hz": 48000,
        "source_samples": 627968,
        "processed_samples": 1255936,
        "source_duration_seconds": 26.165333333333333,
        "processed_duration_seconds": 26.165333333333333,
        "linear_gain": 1.0,
        "normalization": "none; retain prior whole-recording level matching",
        "resampling": "scipy.signal.resample_poly, default Kaiser window",
        "processed_peak": 0.5040143398171743
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      "trace": "results/receiver-calibration/reference-sound-transfer.npz",
      "trace_sha256": "9e296525d6d2d5761a0cd3b737d755946bc0a0842ce85d4d46145d5137ff28b5",
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      "fraction_audio_energy_outside_source_100_1500_hz": 0.298624699471177,
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      "reading": null,
      "claim": "Linear measured-fit reference prediction; arbitrary-level speech and out-of-band response are extrapolations, not validated physiology"
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    "Reconciliation of source table inconsistency for fits 1 and 6 before those fits can be preferred",
    "Channel probability to JON generator current/conductance and spiking; fitted N is channels, not MaleCNS neuron identities",
    "Mapping and calibration of physiological JON response to FlyBrain abstract voltage; no unique dimensional conversion exists in upstream model",
    "Fine-clock and stochastic receiver validation; present source reproduction uses published deterministic equations"
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