model,RMSE,RMSE_CI_low,RMSE_CI_high,MAE,MAE_CI_low,MAE_CI_high,R2,R2_CI_low,R2_CI_high,Spearman_rho,Spearman_CI_low,Spearman_CI_high,Task,p_vs_TabPFN_PHE
TabPFN v2 (PHE),0.7767712543468459,0.5751248214502493,0.9634167641605376,0.5144193614388036,0.36443011013924176,0.6698178739194816,0.6357861359384114,0.30302251664317775,0.8115715560199991,0.6303452986361363,0.39756225039446985,0.8118663392278067,WP2A_Hypobaria_Index_log2_97_over_Ptotal (n=58),1.0
TabPFN v2,0.7471444693398444,0.5584442830354454,0.9155292487224108,0.49939414286982015,0.3558912973517466,0.6527145651155801,0.6630392201811779,0.366733936900604,0.8276848963755026,0.6379889105151736,0.4071325401875895,0.8155703696704314,WP2A_Hypobaria_Index_log2_97_over_Ptotal (n=58),0.1842399968468197
LightGBM,0.7599814583909457,0.6155313039876705,0.8929345257264393,0.559029306057981,0.42569288236601993,0.7021478177147554,0.6513608323260602,0.3847791615259555,0.7965192321453772,0.5259012199572767,0.2569647448949904,0.746456916498419,WP2A_Hypobaria_Index_log2_97_over_Ptotal (n=58),0.08635804696970764
RandomForest,0.8449660705071261,0.6775002448300046,0.9945731754856938,0.6612778520422815,0.5265349860922095,0.8080347786794433,0.5690283295216044,0.23920969800074904,0.7346146119537363,0.5351475870517642,0.27667625405628926,0.7433017666617359,WP2A_Hypobaria_Index_log2_97_over_Ptotal (n=58),0.022600484408698655
ElasticNet,0.8112742433854593,0.6587483967787106,0.9596508660787386,0.6365683831905783,0.5097530650644281,0.7755541886212309,0.602711898208151,0.29898770277076764,0.7590716400102806,0.558046837515822,0.29017325431470764,0.7697075421290932,WP2A_Hypobaria_Index_log2_97_over_Ptotal (n=58),0.008007481496040397
Ridge,0.8203651357002235,0.6720746299881248,0.9583541338268752,0.6484088268984061,0.5205212067500545,0.7802927778360854,0.5937582325264723,0.32361502417019355,0.7418285875709374,0.5660378862984516,0.323688877281366,0.7644921529777009,WP2A_Hypobaria_Index_log2_97_over_Ptotal (n=58),0.01957908113504934
MLP,0.8686870525616975,0.7104298825069072,1.0194429265454779,0.6712429336605834,0.5352661260765932,0.8124925927043164,0.5444910864944209,0.16527938273778353,0.7335893495202633,0.5688173815271925,0.35672238027548436,0.746281357214909,WP2A_Hypobaria_Index_log2_97_over_Ptotal (n=58),0.003926280480173207
Dummy (Mean Baseline),1.310071493157939,1.0588247680935332,1.552326598773332,1.0423762271287826,0.8526883555631304,1.2601013853030434,-0.036001002886858036,-0.14389196798356582,-0.01847777317796718,-0.24946270692786773,-0.48174404643004853,0.005668012460242542,WP2A_Hypobaria_Index_log2_97_over_Ptotal (n=58),0.0011008415110556693
TabPFN v2 (PHE),0.44250751006892225,0.35107931682168186,0.5225881453792909,0.2447104867165143,0.17940096762006225,0.3072152607515909,0.913353850814242,0.8731291829233685,0.945976098780019,0.9099658833335882,0.8720419941478138,0.9334599051916647,WP2D_All130_Hypobaria_Index_Regression (n=130),1.0
TabPFN v2,0.45891418792667,0.3627542389545719,0.5410941176502178,0.2527740295274106,0.1864841688948453,0.31652969475174475,0.9068096497648174,0.8651376846441687,0.9421597307477735,0.9059448802196866,0.8656901217517022,0.9307352220117282,WP2D_All130_Hypobaria_Index_Regression (n=130),0.007053290916603216
LightGBM,0.6730591098983372,0.5442006261205581,0.7972912549983153,0.42163805475425997,0.3343620071064705,0.5127995546346809,0.7995461563069456,0.7022851163157514,0.8712692026261417,0.8577414955595839,0.7922446862749452,0.8990012399111642,WP2D_All130_Hypobaria_Index_Regression (n=130),4.834172600701106e-06
RandomForest,0.615974283918276,0.5032817422458593,0.7159960131266854,0.4187918558501203,0.33817230660538566,0.49443259018139296,0.8321067881937052,0.759873682024553,0.8888775259694995,0.8748930056390231,0.8201576297762613,0.913261248219238,WP2D_All130_Hypobaria_Index_Regression (n=130),7.502481392364488e-06
ElasticNet,0.6092832766001435,0.5172507857692061,0.6885890489883864,0.45930339308151064,0.39267059776026,0.5259346674941563,0.8357344506507522,0.7798638047657735,0.8837079242017722,0.8498082424409111,0.7851008779162874,0.8937274130751923,WP2D_All130_Hypobaria_Index_Regression (n=130),2.931416009582187e-08
Ridge,0.5649579646493504,0.4728074147076826,0.6453549014485783,0.4084350135761934,0.34328101877672923,0.4711035991420712,0.858765679184457,0.8068691059035359,0.9028550287295846,0.8876199813312085,0.8391646490976229,0.9199091340268665,WP2D_All130_Hypobaria_Index_Regression (n=130),1.415448402024884e-06
Dummy (Mean Baseline),1.5042591044856217,1.423189564013822,1.5976364632408053,1.3991928698224851,1.3070576580991122,1.4942136261094676,-0.0012747677587807704,-0.041784202764486564,0.0015978197030020625,-0.03404886202913178,-0.21930235094300723,0.1419220094123132,WP2D_All130_Hypobaria_Index_Regression (n=130),1.3667935477003306e-20
TabPFN v2 (PHE),0.2246913976247211,0.16494993745842987,0.2812211970925677,0.13820890889391038,0.09715007376997269,0.18547007527472806,0.9732697419496998,0.949956068840409,0.9863757844814769,0.9120772053859275,0.82630949800736,0.9591329090095305,WP2B_Hypoxia_Index_log2_20.37_over_pO2 (n=58),1.0
TabPFN v2,0.22777648434052283,0.16799236274568136,0.28702925265709156,0.14229924188205284,0.10163098699155311,0.19170679959013132,0.9725306722585821,0.948340903750427,0.9863550079469964,0.911361460197628,0.8239712924284437,0.9601395573045859,WP2B_Hypoxia_Index_log2_20.37_over_pO2 (n=58),0.8617060616960807
LightGBM,0.4956382747160996,0.3490607813474676,0.6362031358433988,0.3117063644046385,0.212946019941146,0.4091221643426342,0.8699351533546018,0.7414588231002437,0.940393685334852,0.8624107131891301,0.7507724204404116,0.9318452511910124,WP2B_Hypoxia_Index_log2_20.37_over_pO2 (n=58),0.0012956316735525599
RandomForest,0.42735269475751275,0.3255531977163829,0.5144330603393318,0.30236546695402255,0.22748641909020914,0.38086719611966235,0.9033051923608297,0.8488306041622137,0.9366778818925916,0.8871506012194897,0.7865680565589734,0.9445102585968093,WP2B_Hypoxia_Index_log2_20.37_over_pO2 (n=58),6.252676231284425e-06
ElasticNet,0.3212572066092079,0.2636048347902228,0.3826704808701678,0.25803956534568717,0.21172461347666097,0.3117989046034266,0.9453568134390856,0.9129388905669672,0.9652695132206087,0.8746406201022512,0.7585274885939158,0.9426497593814995,WP2B_Hypoxia_Index_log2_20.37_over_pO2 (n=58),2.245821418371825e-05
Ridge,0.3381590567595725,0.273084763427876,0.40159194012652716,0.26849424678003436,0.2176003026939894,0.32030308856506823,0.9394558331883331,0.9006832341027081,0.9629920911806381,0.8517678934326735,0.7179886993201418,0.9310034203205466,WP2B_Hypoxia_Index_log2_20.37_over_pO2 (n=58),5.601802573621397e-06
MLP,0.35917843412066786,0.29053798370442624,0.4279504171727347,0.2739009241848139,0.21724239844502877,0.33443785971997086,0.9316952720974518,0.8833599224687458,0.9591212342152363,0.8346833669815193,0.6898107197118744,0.9193830989991683,WP2B_Hypoxia_Index_log2_20.37_over_pO2 (n=58),6.028069625365788e-06
Dummy (Mean Baseline),1.380922578163484,1.1210917232969617,1.6233711573841005,1.1428371877199153,0.9463221908720385,1.3530457078348577,-0.009645516188322434,-0.09826300750748891,-0.001394581447272149,-0.057690356072111794,-0.29555723077434604,0.17851572036370905,WP2B_Hypoxia_Index_log2_20.37_over_pO2 (n=58),9.389072770085712e-11