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Release SenuaLab patient-independent EEG IED models v1.0.0
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{
"binary_labels": [
"Non-IED",
"IED"
],
"channels": [
"Fp1",
"Fp2",
"F3",
"F4",
"C3",
"C4",
"P3",
"P4",
"O1",
"O2",
"F7",
"F8",
"T3",
"T4",
"T5",
"T6",
"Fz",
"Cz",
"Pz"
],
"epoch": 11,
"format_version": 1,
"model_name": "resnet_attention",
"parameters": 4989538,
"preprocessing": {
"bandpass_hz": [
1.0,
45.0
],
"normalization": "global_window_zscore_clip8",
"reference": "average"
},
"release_name": "resnet_attention",
"sfreq": 250,
"split_seed": 2026,
"subtype_labels": [
"Centro-Parietal-IED",
"Frontal-IED",
"Generalized-IED",
"Occipital-IED",
"Temporal-IED"
],
"test_metrics": {
"accuracy": 0.932446264073695,
"auprc": 0.7018171290865336,
"auroc": 0.8998458595650639,
"balanced_accuracy": 0.7906183923232226,
"f1": 0.6666666666666666,
"false_positives_per_minute": 0.4058721934369603,
"fn": 170,
"fp": 94,
"n": 3908,
"precision": 0.7374301675977654,
"prevalence": 0.11105424769703173,
"sensitivity": 0.6082949308755761,
"specificity": 0.9729418537708693,
"threshold": 0.6944227814674377,
"tn": 3380,
"tp": 264
},
"validation_metrics": {
"accuracy": 0.9461262185736276,
"auprc": 0.5585556572790095,
"auroc": 0.7953542324845042,
"balanced_accuracy": 0.741298793545788,
"f1": 0.5992366412213741,
"false_positives_per_minute": 0.21356783919597988,
"fn": 159,
"fp": 51,
"n": 3898,
"precision": 0.7548076923076923,
"prevalence": 0.08106721395587481,
"sensitivity": 0.49683544303797467,
"specificity": 0.9857621440536013,
"threshold": 0.6944227814674377,
"tn": 3531,
"tp": 157
},
"validation_threshold_f1": 0.6944227814674377,
"validation_threshold_sensitivity80": 0.007963554933667183,
"window_samples": 1000,
"window_seconds": 4.0
}