Voice Screening Model
Non-invasive voice analysis demo (research use)

test upload

Predicted: Benign Actual: Not set

Patient info

Age
27
Gender
Female
Recorded
2026-01-16 18:39:19.983511 (UTC)
Duration
92.11 sec

Model prediction

Predicted: Benign

Probabilities

  • Benign0.775
  • Malignant0.197
  • Normal0.028

Set actual diagnosis

Aggregate features

FeatureValue
f0_mean208.735666
f0_median205.689023
f0_min172.891112
f0_max274.185404
f0_range101.294291
f0_sd23.082766
jitter_local0.034979
jitter_rap0.018945
jitter_ppq50.020441
shimmer_local0.179650
shimmer_apq30.090301
shimmer_apq50.123311
shimmer_apq110.190107
hnr_mean7.706295
cpp_mean6.172007
spectral_centroid1975.294925
spectral_flatness0.012992
zcr0.090300
spectral_rolloff_854029.013063
ltas_0_1k0.948239
ltas_1_2k0.026589
ltas_2_4k0.010283
ltas_4_8k0.008781

Key markers include F0 Max, Shimmer APQ3/APQ5, CPP, and LTAS 0–1k.

Segment predictions

#TimeLabelProbabilities
1 0.0s – 3.0s Benign Benign: 0.785 Malignant: 0.188 Normal: 0.027
2 1.5s – 4.5s Benign Benign: 0.785 Malignant: 0.187 Normal: 0.028
3 3.0s – 6.0s Benign Benign: 0.792 Malignant: 0.172 Normal: 0.036
4 4.5s – 7.5s Benign Benign: 0.792 Malignant: 0.180 Normal: 0.028
5 6.0s – 9.0s Benign Benign: 0.785 Malignant: 0.187 Normal: 0.028
6 7.5s – 10.5s Benign Benign: 0.784 Malignant: 0.189 Normal: 0.028
7 9.0s – 12.0s Benign Benign: 0.781 Malignant: 0.192 Normal: 0.028
8 10.5s – 13.5s Benign Benign: 0.786 Malignant: 0.186 Normal: 0.028
9 12.0s – 15.0s Benign Benign: 0.785 Malignant: 0.187 Normal: 0.028
10 13.5s – 16.5s Benign Benign: 0.781 Malignant: 0.189 Normal: 0.030
11 15.0s – 18.0s Benign Benign: 0.786 Malignant: 0.187 Normal: 0.027
12 16.5s – 19.5s Benign Benign: 0.768 Malignant: 0.204 Normal: 0.028
13 18.0s – 21.0s Benign Benign: 0.803 Malignant: 0.169 Normal: 0.028
14 19.5s – 22.5s Benign Benign: 0.791 Malignant: 0.182 Normal: 0.028
15 21.0s – 24.0s Benign Benign: 0.785 Malignant: 0.188 Normal: 0.027
16 22.5s – 25.5s Benign Benign: 0.785 Malignant: 0.188 Normal: 0.027
17 24.0s – 27.0s Benign Benign: 0.786 Malignant: 0.186 Normal: 0.028
18 25.5s – 28.5s Benign Benign: 0.789 Malignant: 0.183 Normal: 0.028
19 27.0s – 30.0s Benign Benign: 0.782 Malignant: 0.190 Normal: 0.028
20 28.5s – 31.5s Benign Benign: 0.782 Malignant: 0.190 Normal: 0.028
21 30.0s – 33.0s Benign Benign: 0.785 Malignant: 0.187 Normal: 0.028
22 31.5s – 34.5s Benign Benign: 0.779 Malignant: 0.194 Normal: 0.027
23 33.0s – 36.0s Benign Benign: 0.786 Malignant: 0.185 Normal: 0.029
24 34.5s – 37.5s Benign Benign: 0.788 Malignant: 0.184 Normal: 0.028
25 36.0s – 39.0s Benign Benign: 0.781 Malignant: 0.192 Normal: 0.027
26 37.5s – 40.5s Benign Benign: 0.784 Malignant: 0.188 Normal: 0.027
27 39.0s – 42.0s Benign Benign: 0.785 Malignant: 0.186 Normal: 0.029
28 40.5s – 43.5s Benign Benign: 0.784 Malignant: 0.188 Normal: 0.027
29 42.0s – 45.0s Benign Benign: 0.795 Malignant: 0.178 Normal: 0.028
30 43.5s – 46.5s Benign Benign: 0.768 Malignant: 0.204 Normal: 0.028
31 45.0s – 48.0s Benign Benign: 0.813 Malignant: 0.159 Normal: 0.028
32 46.5s – 49.5s Benign Benign: 0.794 Malignant: 0.178 Normal: 0.028
33 48.0s – 51.0s Benign Benign: 0.784 Malignant: 0.188 Normal: 0.029
34 49.5s – 52.5s Benign Benign: 0.767 Malignant: 0.205 Normal: 0.028
35 51.0s – 54.0s Benign Benign: 0.786 Malignant: 0.185 Normal: 0.029
36 52.5s – 55.5s Benign Benign: 0.799 Malignant: 0.173 Normal: 0.028
37 54.0s – 57.0s Benign Benign: 0.785 Malignant: 0.187 Normal: 0.029
38 55.5s – 58.5s Benign Benign: 0.788 Malignant: 0.184 Normal: 0.029
39 57.0s – 60.0s Benign Benign: 0.784 Malignant: 0.188 Normal: 0.029
40 58.5s – 61.5s Benign Benign: 0.788 Malignant: 0.183 Normal: 0.029
41 60.0s – 63.0s Benign Benign: 0.790 Malignant: 0.181 Normal: 0.029
42 61.5s – 64.5s Benign Benign: 0.761 Malignant: 0.211 Normal: 0.028
43 63.0s – 66.0s Benign Benign: 0.784 Malignant: 0.188 Normal: 0.027
44 64.5s – 67.5s Benign Benign: 0.786 Malignant: 0.187 Normal: 0.028
45 66.0s – 69.0s Benign Benign: 0.770 Malignant: 0.202 Normal: 0.028
46 67.5s – 70.5s Benign Benign: 0.782 Malignant: 0.190 Normal: 0.029
47 69.0s – 72.0s Benign Benign: 0.766 Malignant: 0.206 Normal: 0.028
48 70.5s – 73.5s Benign Benign: 0.855 Malignant: 0.120 Normal: 0.025
49 72.0s – 75.0s Benign Benign: 0.773 Malignant: 0.199 Normal: 0.028
50 73.5s – 76.5s Malignant Benign: 0.162 Malignant: 0.832 Normal: 0.006
51 75.0s – 78.0s Benign Benign: 0.786 Malignant: 0.185 Normal: 0.029
52 76.5s – 79.5s Benign Benign: 0.788 Malignant: 0.184 Normal: 0.029
53 78.0s – 81.0s Benign Benign: 0.778 Malignant: 0.193 Normal: 0.029
54 79.5s – 82.5s Benign Benign: 0.788 Malignant: 0.183 Normal: 0.029
55 81.0s – 84.0s Benign Benign: 0.814 Malignant: 0.158 Normal: 0.029
56 82.5s – 85.5s Benign Benign: 0.802 Malignant: 0.169 Normal: 0.028
57 84.0s – 87.0s Benign Benign: 0.786 Malignant: 0.185 Normal: 0.029
58 85.5s – 88.5s Benign Benign: 0.766 Malignant: 0.206 Normal: 0.028
59 87.0s – 90.0s Benign Benign: 0.766 Malignant: 0.206 Normal: 0.028
60 88.5s – 91.5s Benign Benign: 0.790 Malignant: 0.179 Normal: 0.030
Disclaimer: This tool is for research purposes only. It must not be used for clinical diagnosis without validation.