model,ROC_AUC,ROC_AUC_CI_low,ROC_AUC_CI_high,PR_AUC,PR_AUC_CI_low,PR_AUC_CI_high,Macro_F1,Macro_F1_CI_low,Macro_F1_CI_high,Accuracy,Brier_Score,Brier_CI_low,Brier_CI_high,ECE,Task
TabPFN v2 (PHE),0.9563347614686901,0.915160300142801,0.9888029934857443,0.8838424722914613,0.7871416167419913,0.9718978270246253,0.8287878787878789,0.7064470522473398,0.9247531512605043,0.8620689655172413,0.23456779656559343,0.15069035060677974,0.3343861930350899,0.1027724641404063,WP2C_4Class_Atmospheric_Regime (n=58)
TabPFN v2,0.9623291143380429,0.9249383462110192,0.9912795015994208,0.8992589100426346,0.8112700985991517,0.9748404627048401,0.8287878787878789,0.7064470522473398,0.9247531512605043,0.8620689655172413,0.22898241112858975,0.13936915419912124,0.33233183684455037,0.0608001983371274,WP2C_4Class_Atmospheric_Regime (n=58)
LightGBM,0.8389654166322399,0.7575840849162794,0.9118966426818281,0.6689427104740777,0.5677511185424564,0.8085908297806939,0.6065492321589883,0.4676073841698842,0.721937893081761,0.6379310344827587,0.5669804246307183,0.3665725512817282,0.7706539773368398,0.24189623659778953,WP2C_4Class_Atmospheric_Regime (n=58)
RandomForest,0.9046760531135531,0.8393961533540781,0.9574314471668395,0.7676052878604795,0.6669961397649617,0.8917984536073708,0.6830471758664955,0.5457102956567242,0.7985948520170532,0.7241379310344828,0.38388986269939,0.30476237708308906,0.45868860071179324,0.17183456486042697,WP2C_4Class_Atmospheric_Regime (n=58)
ElasticNet (LogReg),0.9148130886970173,0.8523923825419857,0.9670288178133922,0.7983913072053334,0.6951642158498135,0.9176555474122438,0.7976061427280939,0.6830186869758708,0.8966351080111092,0.8103448275862069,0.32962016642747605,0.21595487904245475,0.45255464037878673,0.1441696468666764,WP2C_4Class_Atmospheric_Regime (n=58)
Ridge (L2 LogReg),0.9319280917495203,0.8734780959294841,0.9793533157663593,0.8215595533782966,0.7196979853883677,0.9428771713401721,0.7976061427280939,0.6920772222301483,0.8973121219996221,0.8103448275862069,0.2829210258313837,0.1714367529259277,0.4044811682989105,0.08071486301364963,WP2C_4Class_Atmospheric_Regime (n=58)
MLP,0.9413167189952905,0.8819562307731951,0.9852418958052181,0.854767552187529,0.7541668528345354,0.9604613894748605,0.8324372759856631,0.7267542989417989,0.9248200715692976,0.8448275862068966,0.29747413337995304,0.14921351161835744,0.4556186539633227,0.16359081648952795,WP2C_4Class_Atmospheric_Regime (n=58)
Dummy (Naive Baseline),0.4342572605965463,0.3422172818660639,0.5294061326429843,0.22909236439352137,0.2162425815033857,0.273982592305843,0.1282051282051282,0.09154929577464789,0.1588235294117647,0.3448275862068966,0.7344694115917538,0.7017171588224637,0.7699754141206829,8.796622097112516e-05,WP2C_4Class_Atmospheric_Regime (n=58)