fourmodal-pathology-bind / results /rnafm_summary.csv
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,,,,R@1,R@1,R@10,R@10,pair_acc,pair_acc
,,,,mean,std,mean,std,mean,std
enc,head,kind,pair,,,,,,
hvg,linear,trained,H&E<->RNA (HEST),0.155,0.0275,0.5593,0.1026,0.1822,0.0458
hvg,linear,emergent,mIF<->RNA(virtual) (ORION),0.1241,0.0064,0.5855,0.0184,0.1909,0.014
hvg,linear,emergent,text<->RNA(virtual) (TCGA),0.0688,0.0035,0.3779,0.0213,0.0772,0.0046
hvg,linear,calib,H&E<->RNA(virtual) (HEST),0.1984,0.0288,0.6216,0.0776,0.363,0.0474
hvg,linear,external,H&E<->RNA (DLPFC external),0.0091,0.0022,0.1083,0.0112,0.0133,0.0036
hvg,mlp,trained,H&E<->RNA (HEST),0.1502,0.0242,0.5548,0.0953,0.1752,0.033
hvg,mlp,emergent,mIF<->RNA(virtual) (ORION),0.102,0.0105,0.5164,0.0454,0.1429,0.0181
hvg,mlp,emergent,text<->RNA(virtual) (TCGA),0.062,0.0059,0.336,0.014,0.0623,0.0049
hvg,mlp,calib,H&E<->RNA(virtual) (HEST),0.1355,0.0323,0.4921,0.1053,0.2029,0.0606
hvg,mlp,external,H&E<->RNA (DLPFC external),0.0114,0.0021,0.1111,0.0023,0.0138,0.004
scgpt,linear,trained,H&E<->RNA (HEST),0.1549,0.0298,0.5595,0.108,0.1838,0.0392
scgpt,linear,emergent,mIF<->RNA(virtual) (ORION),0.0866,0.0113,0.4982,0.0182,0.0899,0.0136
scgpt,linear,emergent,text<->RNA(virtual) (TCGA),0.0499,0.0095,0.2804,0.016,0.0429,0.0073
scgpt,linear,calib,H&E<->RNA(virtual) (HEST),0.0961,0.0144,0.4012,0.0357,0.1058,0.0163
scgpt,linear,external,H&E<->RNA (DLPFC external),0.0129,0.0009,0.1083,0.0055,0.0135,0.0032
scgpt,mlp,trained,H&E<->RNA (HEST),0.1518,0.0314,0.5408,0.1095,0.1718,0.042
scgpt,mlp,emergent,mIF<->RNA(virtual) (ORION),0.0826,0.0058,0.448,0.0233,0.0835,0.0069
scgpt,mlp,emergent,text<->RNA(virtual) (TCGA),0.0437,0.0073,0.2728,0.0121,0.0384,0.0072
scgpt,mlp,calib,H&E<->RNA(virtual) (HEST),0.0912,0.014,0.3893,0.0326,0.0993,0.0162
scgpt,mlp,external,H&E<->RNA (DLPFC external),0.0093,0.0017,0.1005,0.0086,0.0091,0.0032
nicheformer,linear,trained,H&E<->RNA (HEST),0.152,0.0256,0.5608,0.0978,0.1808,0.0407
nicheformer,linear,emergent,mIF<->RNA(virtual) (ORION),0.104,0.0075,0.5479,0.0362,0.1197,0.0188
nicheformer,linear,emergent,text<->RNA(virtual) (TCGA),0.0555,0.0046,0.286,0.0219,0.0489,0.0069
nicheformer,linear,calib,H&E<->RNA(virtual) (HEST),0.0969,0.014,0.4128,0.0419,0.1143,0.0185
nicheformer,linear,external,H&E<->RNA (DLPFC external),0.0063,0.0022,0.1034,0.0123,0.0082,0.0028
nicheformer,mlp,trained,H&E<->RNA (HEST),0.1538,0.0304,0.5309,0.1001,0.1704,0.0373
nicheformer,mlp,emergent,mIF<->RNA(virtual) (ORION),0.089,0.0081,0.488,0.0271,0.0934,0.0101
nicheformer,mlp,emergent,text<->RNA(virtual) (TCGA),0.0444,0.0082,0.2585,0.0301,0.0397,0.0106
nicheformer,mlp,calib,H&E<->RNA(virtual) (HEST),0.0835,0.0136,0.3485,0.0402,0.0894,0.0155
nicheformer,mlp,external,H&E<->RNA (DLPFC external),0.0089,0.0024,0.1031,0.0139,0.0084,0.0032
se600m,linear,trained,H&E<->RNA (HEST),0.15,0.0295,0.5461,0.1081,0.1781,0.0406
se600m,linear,emergent,mIF<->RNA(virtual) (ORION),0.117,0.021,0.5758,0.0454,0.149,0.0231
se600m,linear,emergent,text<->RNA(virtual) (TCGA),0.0617,0.0092,0.3329,0.0275,0.0637,0.0102
se600m,linear,calib,H&E<->RNA(virtual) (HEST),0.1432,0.0235,0.5076,0.0601,0.1983,0.0379
se600m,linear,external,H&E<->RNA (DLPFC external),0.0106,0.0017,0.1025,0.0071,0.0115,0.0032
se600m,mlp,trained,H&E<->RNA (HEST),0.1357,0.0291,0.5329,0.1019,0.1557,0.0411
se600m,mlp,emergent,mIF<->RNA(virtual) (ORION),0.0957,0.0044,0.524,0.011,0.1204,0.0053
se600m,mlp,emergent,text<->RNA(virtual) (TCGA),0.0562,0.0066,0.3111,0.0318,0.0522,0.0076
se600m,mlp,calib,H&E<->RNA(virtual) (HEST),0.1204,0.0175,0.4692,0.0636,0.1531,0.0372
se600m,mlp,external,H&E<->RNA (DLPFC external),0.0105,0.0013,0.1068,0.0101,0.0091,0.0016
tahoex1,linear,trained,H&E<->RNA (HEST),0.1664,0.0319,0.5578,0.1082,0.1962,0.0504
tahoex1,linear,emergent,mIF<->RNA(virtual) (ORION),0.0868,0.0093,0.4588,0.0396,0.0969,0.0241
tahoex1,linear,emergent,text<->RNA(virtual) (TCGA),0.0388,0.005,0.2436,0.0304,0.037,0.0084
tahoex1,linear,calib,H&E<->RNA(virtual) (HEST),0.0701,0.0088,0.3368,0.0325,0.0905,0.0109
tahoex1,linear,external,H&E<->RNA (DLPFC external),0.0106,0.0029,0.109,0.0081,0.012,0.0012
tahoex1,mlp,trained,H&E<->RNA (HEST),0.1642,0.0364,0.5478,0.1256,0.1859,0.0534
tahoex1,mlp,emergent,mIF<->RNA(virtual) (ORION),0.0803,0.0097,0.4154,0.0575,0.0806,0.0139
tahoex1,mlp,emergent,text<->RNA(virtual) (TCGA),0.0384,0.0076,0.2326,0.037,0.0359,0.0064
tahoex1,mlp,calib,H&E<->RNA(virtual) (HEST),0.0577,0.0082,0.2836,0.0197,0.0651,0.0108
tahoex1,mlp,external,H&E<->RNA (DLPFC external),0.0105,0.0021,0.1004,0.0084,0.0093,0.0015
genept-bge,linear,trained,H&E<->RNA (HEST),0.141,0.0236,0.5451,0.0839,0.1618,0.0344
genept-bge,linear,emergent,mIF<->RNA(virtual) (ORION),0.0928,0.015,0.5095,0.0328,0.1292,0.0226
genept-bge,linear,emergent,text<->RNA(virtual) (TCGA),0.0562,0.0053,0.3196,0.0126,0.0596,0.0028
genept-bge,linear,calib,H&E<->RNA(virtual) (HEST),0.1164,0.0155,0.4658,0.0447,0.1597,0.0262
genept-bge,linear,external,H&E<->RNA (DLPFC external),0.0086,0.0016,0.0914,0.0112,0.0082,0.002
genept-bge,mlp,trained,H&E<->RNA (HEST),0.1492,0.0317,0.5484,0.0904,0.169,0.0421
genept-bge,mlp,emergent,mIF<->RNA(virtual) (ORION),0.0813,0.0104,0.4154,0.0286,0.0898,0.0133
genept-bge,mlp,emergent,text<->RNA(virtual) (TCGA),0.0349,0.0057,0.2265,0.007,0.0341,0.003
genept-bge,mlp,calib,H&E<->RNA(virtual) (HEST),0.0707,0.0083,0.319,0.0233,0.0823,0.0125
genept-bge,mlp,external,H&E<->RNA (DLPFC external),0.0101,0.0015,0.1026,0.0094,0.0114,0.0012
geneformer,linear,trained,H&E<->RNA (HEST),0.1639,0.0273,0.5636,0.1048,0.196,0.0422
geneformer,linear,emergent,mIF<->RNA(virtual) (ORION),0.0711,0.0063,0.4193,0.0431,0.075,0.0082
geneformer,linear,emergent,text<->RNA(virtual) (TCGA),0.0372,0.0071,0.226,0.0228,0.0374,0.0064
geneformer,linear,calib,H&E<->RNA(virtual) (HEST),0.0637,0.0058,0.299,0.0231,0.0788,0.0133
geneformer,linear,external,H&E<->RNA (DLPFC external),0.0101,0.002,0.0963,0.004,0.0055,0.0017
geneformer,mlp,trained,H&E<->RNA (HEST),0.1589,0.0319,0.5527,0.0925,0.1867,0.0391
geneformer,mlp,emergent,mIF<->RNA(virtual) (ORION),0.0629,0.0089,0.3828,0.0309,0.0636,0.0096
geneformer,mlp,emergent,text<->RNA(virtual) (TCGA),0.0343,0.0076,0.2192,0.035,0.0335,0.0093
geneformer,mlp,calib,H&E<->RNA(virtual) (HEST),0.051,0.0056,0.266,0.033,0.061,0.0182
geneformer,mlp,external,H&E<->RNA (DLPFC external),0.0108,0.0015,0.0943,0.001,0.009,0.0027
c2s,linear,trained,H&E<->RNA (HEST),0.155,0.0398,0.5379,0.121,0.1813,0.0561
c2s,linear,emergent,mIF<->RNA(virtual) (ORION),0.1007,0.0139,0.5318,0.0297,0.109,0.0154
c2s,linear,emergent,text<->RNA(virtual) (TCGA),0.0552,0.0064,0.3077,0.0275,0.05,0.0061
c2s,linear,calib,H&E<->RNA(virtual) (HEST),0.1115,0.0207,0.436,0.0685,0.1278,0.0308
c2s,linear,external,H&E<->RNA (DLPFC external),0.0107,0.0029,0.1042,0.0057,0.0111,0.003
c2s,mlp,trained,H&E<->RNA (HEST),0.1432,0.0374,0.5061,0.1114,0.16,0.0525
c2s,mlp,emergent,mIF<->RNA(virtual) (ORION),0.0884,0.0122,0.4889,0.0239,0.0912,0.0131
c2s,mlp,emergent,text<->RNA(virtual) (TCGA),0.0498,0.0044,0.2917,0.0128,0.0424,0.0055
c2s,mlp,calib,H&E<->RNA(virtual) (HEST),0.1008,0.0166,0.4007,0.0473,0.1075,0.0201
c2s,mlp,external,H&E<->RNA (DLPFC external),0.01,0.0013,0.1,0.0053,0.0104,0.0033
c2s-last,linear,trained,H&E<->RNA (HEST),0.1423,0.0311,0.5206,0.0992,0.1608,0.0397
c2s-last,linear,emergent,mIF<->RNA(virtual) (ORION),0.1012,0.0215,0.5185,0.0649,0.107,0.0258
c2s-last,linear,emergent,text<->RNA(virtual) (TCGA),0.0511,0.0074,0.2869,0.0238,0.0451,0.0075
c2s-last,linear,calib,H&E<->RNA(virtual) (HEST),0.0974,0.008,0.4134,0.0253,0.11,0.002
c2s-last,linear,external,H&E<->RNA (DLPFC external),0.0102,0.0021,0.1143,0.0097,0.0124,0.0025
c2s-last,mlp,trained,H&E<->RNA (HEST),0.134,0.0331,0.509,0.1054,0.1469,0.0346
c2s-last,mlp,emergent,mIF<->RNA(virtual) (ORION),0.0939,0.0119,0.5061,0.0164,0.0949,0.0119
c2s-last,mlp,emergent,text<->RNA(virtual) (TCGA),0.0553,0.0101,0.2928,0.0246,0.0463,0.011
c2s-last,mlp,calib,H&E<->RNA(virtual) (HEST),0.0946,0.007,0.4011,0.0303,0.0987,0.0088
c2s-last,mlp,external,H&E<->RNA (DLPFC external),0.0103,0.0013,0.1106,0.0054,0.0116,0.0015
aidocell,linear,trained,H&E<->RNA (HEST),0.1688,0.0331,0.5775,0.0946,0.2052,0.0443
aidocell,linear,emergent,mIF<->RNA(virtual) (ORION),0.0944,0.0067,0.4923,0.0222,0.113,0.0109
aidocell,linear,emergent,text<->RNA(virtual) (TCGA),0.0488,0.0072,0.2789,0.0175,0.0466,0.0058
aidocell,linear,calib,H&E<->RNA(virtual) (HEST),0.0829,0.0056,0.3743,0.0236,0.111,0.0125
aidocell,linear,external,H&E<->RNA (DLPFC external),0.0098,0.0028,0.0979,0.0042,0.0071,0.0014
aidocell,mlp,trained,H&E<->RNA (HEST),0.1712,0.0358,0.572,0.086,0.2076,0.0493
aidocell,mlp,emergent,mIF<->RNA(virtual) (ORION),0.0863,0.0086,0.4527,0.0178,0.1014,0.0064
aidocell,mlp,emergent,text<->RNA(virtual) (TCGA),0.047,0.0054,0.2583,0.0139,0.0394,0.0082
aidocell,mlp,calib,H&E<->RNA(virtual) (HEST),0.074,0.006,0.3331,0.0269,0.0826,0.0092
aidocell,mlp,external,H&E<->RNA (DLPFC external),0.0082,0.0013,0.0948,0.0062,0.0065,0.0032
cat:hvg+tahoex1,linear,trained,H&E<->RNA (HEST),0.1691,0.0283,0.5765,0.0979,0.2117,0.0494
cat:hvg+tahoex1,linear,emergent,mIF<->RNA(virtual) (ORION),0.1141,0.0084,0.5455,0.0356,0.157,0.0285
cat:hvg+tahoex1,linear,emergent,text<->RNA(virtual) (TCGA),0.0589,0.0049,0.3214,0.0184,0.0628,0.0069
cat:hvg+tahoex1,linear,calib,H&E<->RNA(virtual) (HEST),0.1308,0.0179,0.5041,0.0613,0.2082,0.0212
cat:hvg+tahoex1,linear,external,H&E<->RNA (DLPFC external),0.0091,0.0024,0.0974,0.0073,0.0114,0.0023
cat:hvg+se600m,linear,trained,H&E<->RNA (HEST),0.1494,0.0401,0.5454,0.1174,0.1819,0.0652
cat:hvg+se600m,linear,emergent,mIF<->RNA(virtual) (ORION),0.1223,0.025,0.565,0.075,0.1562,0.0356
cat:hvg+se600m,linear,emergent,text<->RNA(virtual) (TCGA),0.0611,0.0092,0.3403,0.0374,0.0622,0.0102
cat:hvg+se600m,linear,calib,H&E<->RNA(virtual) (HEST),0.1544,0.0285,0.5382,0.0858,0.2276,0.0551
cat:hvg+se600m,linear,external,H&E<->RNA (DLPFC external),0.0099,0.0017,0.1055,0.0082,0.0116,0.0043
cat:hvg+tahoex1+se600m,linear,trained,H&E<->RNA (HEST),0.1622,0.0399,0.5492,0.1161,0.1934,0.0636
cat:hvg+tahoex1+se600m,linear,emergent,mIF<->RNA(virtual) (ORION),0.1031,0.0161,0.524,0.0726,0.1387,0.0219
cat:hvg+tahoex1+se600m,linear,emergent,text<->RNA(virtual) (TCGA),0.0569,0.0081,0.3076,0.0195,0.0588,0.0048
cat:hvg+tahoex1+se600m,linear,calib,H&E<->RNA(virtual) (HEST),0.1359,0.02,0.5066,0.0678,0.1987,0.0365
cat:hvg+tahoex1+se600m,linear,external,H&E<->RNA (DLPFC external),0.011,0.0025,0.1104,0.0107,0.0116,0.0027
ens:hvg+tahoex1,linear,trained,H&E<->RNA (HEST),0.1811,0.032,0.5949,0.1064,0.228,0.0519
ens:hvg+tahoex1,linear,emergent,mIF<->RNA(virtual) (ORION),0.1302,0.0055,0.6044,0.0261,0.1717,0.0253
ens:hvg+tahoex1,linear,emergent,text<->RNA(virtual) (TCGA),0.0695,0.0068,0.3688,0.0208,0.0673,0.0069
ens:hvg+tahoex1,linear,calib,H&E<->RNA(virtual) (HEST),0.1826,0.0243,0.599,0.0813,0.2852,0.0361
ens:hvg+tahoex1,linear,external,H&E<->RNA (DLPFC external),0.0112,0.0023,0.1142,0.0072,0.0157,0.0031
ens:hvg+se600m,linear,trained,H&E<->RNA (HEST),0.1655,0.0335,0.5783,0.109,0.2044,0.0491
ens:hvg+se600m,linear,emergent,mIF<->RNA(virtual) (ORION),0.141,0.0144,0.6369,0.026,0.2041,0.0113
ens:hvg+se600m,linear,emergent,text<->RNA(virtual) (TCGA),0.0751,0.0035,0.3944,0.016,0.0796,0.0063
ens:hvg+se600m,linear,calib,H&E<->RNA(virtual) (HEST),0.2037,0.0279,0.6338,0.0727,0.3303,0.0327
ens:hvg+se600m,linear,external,H&E<->RNA (DLPFC external),0.0083,0.0018,0.1083,0.0089,0.0108,0.0041
ens:hvg+tahoex1+se600m,linear,trained,H&E<->RNA (HEST),0.1814,0.0346,0.6013,0.1133,0.2326,0.0542
ens:hvg+tahoex1+se600m,linear,emergent,mIF<->RNA(virtual) (ORION),0.1434,0.0092,0.6487,0.0279,0.1908,0.021
ens:hvg+tahoex1+se600m,linear,emergent,text<->RNA(virtual) (TCGA),0.0747,0.0054,0.3893,0.0108,0.0763,0.0075
ens:hvg+tahoex1+se600m,linear,calib,H&E<->RNA(virtual) (HEST),0.1909,0.026,0.6166,0.0749,0.3044,0.0324
ens:hvg+tahoex1+se600m,linear,external,H&E<->RNA (DLPFC external),0.0118,0.0015,0.1126,0.007,0.0146,0.0032
ens:hvg+tahoex1+se600m+scgpt+nicheformer,linear,trained,H&E<->RNA (HEST),0.189,0.0345,0.6164,0.1114,0.2458,0.0548
ens:hvg+tahoex1+se600m+scgpt+nicheformer,linear,emergent,mIF<->RNA(virtual) (ORION),0.1462,0.0127,0.6708,0.0288,0.1979,0.0175
ens:hvg+tahoex1+se600m+scgpt+nicheformer,linear,emergent,text<->RNA(virtual) (TCGA),0.077,0.0041,0.385,0.0132,0.0767,0.0097
ens:hvg+tahoex1+se600m+scgpt+nicheformer,linear,calib,H&E<->RNA(virtual) (HEST),0.1756,0.0224,0.587,0.0673,0.2689,0.0264
ens:hvg+tahoex1+se600m+scgpt+nicheformer,linear,external,H&E<->RNA (DLPFC external),0.0117,0.0036,0.1138,0.0086,0.014,0.0032
hvg@1,linear,trained,H&E<->RNA (HEST),0.1504,0.0279,0.5494,0.0979,0.1768,0.043
hvg@1,linear,emergent,mIF<->RNA(virtual) (ORION),0.1233,0.0109,0.5777,0.0244,0.1815,0.019
hvg@1,linear,emergent,text<->RNA(virtual) (TCGA),0.0673,0.001,0.371,0.0076,0.0768,0.0049
hvg@1,linear,calib,H&E<->RNA(virtual) (HEST),0.2048,0.0246,0.6259,0.0807,0.3574,0.0389
hvg@1,linear,external,H&E<->RNA (DLPFC external),0.0085,0.002,0.0981,0.0078,0.0112,0.0039
hvg@2,linear,trained,H&E<->RNA (HEST),0.1552,0.0273,0.5596,0.0952,0.1846,0.0461
hvg@2,linear,emergent,mIF<->RNA(virtual) (ORION),0.1144,0.0121,0.5636,0.0072,0.18,0.0132
hvg@2,linear,emergent,text<->RNA(virtual) (TCGA),0.0693,0.0039,0.3748,0.0159,0.0747,0.0092
hvg@2,linear,calib,H&E<->RNA(virtual) (HEST),0.1929,0.0291,0.6154,0.0758,0.3478,0.028
hvg@2,linear,external,H&E<->RNA (DLPFC external),0.0081,0.0021,0.1055,0.009,0.0111,0.0017
hvg@3,linear,trained,H&E<->RNA (HEST),0.1516,0.0307,0.5566,0.1074,0.1839,0.0537
hvg@3,linear,emergent,mIF<->RNA(virtual) (ORION),0.1157,0.0105,0.5707,0.0342,0.1776,0.0194
hvg@3,linear,emergent,text<->RNA(virtual) (TCGA),0.0686,0.0032,0.3714,0.0168,0.0751,0.0077
hvg@3,linear,calib,H&E<->RNA(virtual) (HEST),0.1938,0.0347,0.6093,0.0753,0.3454,0.0494
hvg@3,linear,external,H&E<->RNA (DLPFC external),0.0088,0.0014,0.1029,0.0075,0.01,0.0032
hvg@4,linear,trained,H&E<->RNA (HEST),0.153,0.0262,0.561,0.0969,0.1855,0.0457
hvg@4,linear,emergent,mIF<->RNA(virtual) (ORION),0.1192,0.0068,0.5853,0.0347,0.1816,0.0132
hvg@4,linear,emergent,text<->RNA(virtual) (TCGA),0.0693,0.0034,0.3762,0.0119,0.0762,0.0038
hvg@4,linear,calib,H&E<->RNA(virtual) (HEST),0.2005,0.0413,0.6293,0.0924,0.358,0.0639
hvg@4,linear,external,H&E<->RNA (DLPFC external),0.0071,0.0017,0.1007,0.0068,0.0114,0.0017
genept-bmc,linear,trained,H&E<->RNA (HEST),0.1301,0.0197,0.5403,0.0883,0.1483,0.0288
genept-bmc,linear,emergent,mIF<->RNA(virtual) (ORION),0.0754,0.0057,0.4393,0.0136,0.0962,0.0078
genept-bmc,linear,emergent,text<->RNA(virtual) (TCGA),0.0519,0.0042,0.2982,0.0145,0.0572,0.006
genept-bmc,linear,calib,H&E<->RNA(virtual) (HEST),0.0864,0.0052,0.4084,0.0292,0.1142,0.0121
genept-bmc,linear,external,H&E<->RNA (DLPFC external),0.0099,0.0019,0.1087,0.0129,0.0118,0.0035
ens:hvg+hvg@1,linear,trained,H&E<->RNA (HEST),0.1573,0.0289,0.5637,0.1039,0.1857,0.0437
ens:hvg+hvg@1,linear,emergent,mIF<->RNA(virtual) (ORION),0.1283,0.0068,0.5945,0.0218,0.1957,0.0177
ens:hvg+hvg@1,linear,emergent,text<->RNA(virtual) (TCGA),0.0704,0.0023,0.3834,0.0137,0.0792,0.0033
ens:hvg+hvg@1,linear,calib,H&E<->RNA(virtual) (HEST),0.2082,0.0272,0.6321,0.0812,0.3727,0.0469
ens:hvg+hvg@1,linear,external,H&E<->RNA (DLPFC external),0.008,0.0019,0.1045,0.005,0.0119,0.0047
ens:hvg+hvg@1+hvg@2+hvg@3+hvg@4,linear,trained,H&E<->RNA (HEST),0.1608,0.0295,0.5723,0.1034,0.198,0.0534
ens:hvg+hvg@1+hvg@2+hvg@3+hvg@4,linear,emergent,mIF<->RNA(virtual) (ORION),0.1317,0.0078,0.6063,0.0205,0.2005,0.0125
ens:hvg+hvg@1+hvg@2+hvg@3+hvg@4,linear,emergent,text<->RNA(virtual) (TCGA),0.0731,0.0022,0.3918,0.0114,0.0834,0.0052
ens:hvg+hvg@1+hvg@2+hvg@3+hvg@4,linear,calib,H&E<->RNA(virtual) (HEST),0.2079,0.0301,0.6354,0.0816,0.3787,0.0446
ens:hvg+hvg@1+hvg@2+hvg@3+hvg@4,linear,external,H&E<->RNA (DLPFC external),0.0084,0.0016,0.1055,0.0093,0.0105,0.0015
ens:hvg+aidocell,linear,trained,H&E<->RNA (HEST),0.1846,0.0309,0.6045,0.0969,0.231,0.0467
ens:hvg+aidocell,linear,emergent,mIF<->RNA(virtual) (ORION),0.129,0.0061,0.6157,0.0268,0.1888,0.015
ens:hvg+aidocell,linear,emergent,text<->RNA(virtual) (TCGA),0.0737,0.0052,0.3791,0.0081,0.079,0.0057
ens:hvg+aidocell,linear,calib,H&E<->RNA(virtual) (HEST),0.1789,0.0204,0.5972,0.0675,0.3042,0.0336
ens:hvg+aidocell,linear,external,H&E<->RNA (DLPFC external),0.0098,0.002,0.102,0.0129,0.0103,0.0035
ens:hvg+aidocell+se600m,linear,trained,H&E<->RNA (HEST),0.1855,0.032,0.6091,0.104,0.2349,0.0508
ens:hvg+aidocell+se600m,linear,emergent,mIF<->RNA(virtual) (ORION),0.1439,0.009,0.6545,0.0324,0.2096,0.0105
ens:hvg+aidocell+se600m,linear,emergent,text<->RNA(virtual) (TCGA),0.0773,0.004,0.3978,0.0103,0.083,0.0055
ens:hvg+aidocell+se600m,linear,calib,H&E<->RNA(virtual) (HEST),0.187,0.0215,0.6044,0.0589,0.31,0.0301
ens:hvg+aidocell+se600m,linear,external,H&E<->RNA (DLPFC external),0.0106,0.0026,0.1072,0.009,0.0081,0.002
ens:hvg+tahoex1+se600m+aidocell,linear,trained,H&E<->RNA (HEST),0.1921,0.0352,0.6129,0.1078,0.2463,0.0544
ens:hvg+tahoex1+se600m+aidocell,linear,emergent,mIF<->RNA(virtual) (ORION),0.1422,0.0065,0.655,0.0315,0.1978,0.0179
ens:hvg+tahoex1+se600m+aidocell,linear,emergent,text<->RNA(virtual) (TCGA),0.0755,0.0046,0.3896,0.0122,0.0773,0.0085
ens:hvg+tahoex1+se600m+aidocell,linear,calib,H&E<->RNA(virtual) (HEST),0.1741,0.0192,0.5886,0.0584,0.293,0.0323
ens:hvg+tahoex1+se600m+aidocell,linear,external,H&E<->RNA (DLPFC external),0.0119,0.0018,0.1124,0.0068,0.0118,0.0032
ens:hvg+tahoex1+se600m+scgpt+nicheformer+aidocell+geneformer+c2s+genept-bge+genept-bmc,linear,trained,H&E<->RNA (HEST),0.1991,0.0358,0.6297,0.1045,0.2632,0.0568
ens:hvg+tahoex1+se600m+scgpt+nicheformer+aidocell+geneformer+c2s+genept-bge+genept-bmc,linear,emergent,mIF<->RNA(virtual) (ORION),0.1484,0.0089,0.6769,0.0397,0.2124,0.0216
ens:hvg+tahoex1+se600m+scgpt+nicheformer+aidocell+geneformer+c2s+genept-bge+genept-bmc,linear,emergent,text<->RNA(virtual) (TCGA),0.0778,0.002,0.3926,0.0097,0.0842,0.005
ens:hvg+tahoex1+se600m+scgpt+nicheformer+aidocell+geneformer+c2s+genept-bge+genept-bmc,linear,calib,H&E<->RNA(virtual) (HEST),0.1634,0.0177,0.5588,0.0573,0.2622,0.0352
ens:hvg+tahoex1+se600m+scgpt+nicheformer+aidocell+geneformer+c2s+genept-bge+genept-bmc,linear,external,H&E<->RNA (DLPFC external),0.0119,0.0026,0.107,0.0074,0.0121,0.0028