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Browse files- metrics.json +74 -0
metrics.json
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{
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"oof_5fold_cv": {
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"MAE_g_per_dL": 2.0855296613941983,
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"RMSE_g_per_dL": 2.7355139778699464,
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"R2": -0.05313964327289211,
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"n_patients": 250,
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"bland_altman_bias": 0.1579896528763917,
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"bland_altman_LoA_hi": 5.510647379051195,
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"bland_altman_LoA_lo": -5.194668073298412
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},
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"fold_metrics": [
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{
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"fold": 1,
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"n_train": 200,
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"n_test": 50,
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"MAE": 1.8331112124055713,
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"RMSE": 2.5013962539495886,
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"R2": 0.16225995486433664,
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"pls_n_components": 2,
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"svr_C": 1.0,
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"svr_gamma": "scale",
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"weight_pls": 0.35000000000000003
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},
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{
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"fold": 2,
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"n_train": 200,
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"n_test": 50,
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"MAE": 2.19584872088131,
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"RMSE": 2.701053921770809,
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"R2": -0.10894040171501884,
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"pls_n_components": 2,
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"svr_C": 2.0,
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"svr_gamma": "scale",
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"weight_pls": 0.15000000000000002
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},
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{
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"fold": 3,
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"n_train": 200,
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"n_test": 50,
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"MAE": 2.2227307671051624,
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"RMSE": 3.09121720984061,
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"R2": -0.044618629052950665,
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"pls_n_components": 1,
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"svr_C": 0.5,
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"svr_gamma": "0.01",
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"weight_pls": 0.05
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},
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{
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"fold": 4,
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"n_train": 200,
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"n_test": 50,
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"MAE": 2.2665057328879312,
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"RMSE": 2.789122512919339,
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"R2": -0.3010225932924402,
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"pls_n_components": 1,
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"svr_C": 2.0,
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"svr_gamma": "scale",
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"weight_pls": 0.1
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},
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{
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"fold": 5,
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"n_train": 200,
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"n_test": 50,
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"MAE": 1.909451873691015,
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"RMSE": 2.554932460464374,
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"R2": -0.042834328430729096,
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"pls_n_components": 1,
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"svr_C": 2.0,
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"svr_gamma": "0.01",
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"weight_pls": 0.0
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}
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],
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"pipeline": "Shades-of-Gray -> ConvNeXt-Tiny (frozen, nail only) -> mean+std/patient -> standardise -> PLS + SVR(RBF) -> isotonic -> weighted blend"
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}
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