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Archive 4 checkpoints (1-4)

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paper-releases/pbisc-diffusion/updates/20261002T085943Z-deck-restructure-contrast-metrics-zeroshot-len/diffusion/dataset/server_1/model8/plans/paired_finetune_intradataset_20260927/scores_contrast/ji2025_chili/fewshot_n5/draw1/cat.csv ADDED
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87
+ ji2025_chili,fewshot,fewshot_n5/draw1,zs_pseudo,generated:zs_pseudo,Monocyte,20,20,0.0,0.0,0.0025906735751295338,0.0051813471502590676,3860,True,5696,3860
88
+ ji2025_chili,fewshot,fewshot_n5/draw1,zs_pseudo,generated:zs_pseudo,Monocyte,50,50,0.06,0.06,0.006476683937823834,0.012953367875647668,3860,True,5696,3860
89
+ ji2025_chili,fewshot,fewshot_n5/draw1,zs_pseudo,generated:zs_pseudo,Monocyte,100,100,0.1,0.1,0.012953367875647668,0.025906735751295335,3860,True,5696,3860
90
+ ji2025_chili,fewshot,fewshot_n5/draw1,zs_pseudo,generated:zs_pseudo,Monocyte,200,200,0.085,0.09,0.025906735751295335,0.05181347150259067,3860,True,5696,3860
91
+ ji2025_chili,fewshot,fewshot_n5/draw1,zs_pseudo,generated:zs_pseudo,Monocyte,500,500,0.134,0.154,0.06476683937823834,0.12953367875647667,3860,True,5696,3860
92
+ ji2025_chili,fewshot,fewshot_n5/draw1,zs_pseudo,broadcast:all_usable_pseudo.npz@49033eab,Monocyte,10,10,0.0,0.0,0.0008778089887640449,0.0017556179775280898,5696,True,5696,5748
93
+ ji2025_chili,fewshot,fewshot_n5/draw1,zs_pseudo,broadcast:all_usable_pseudo.npz@49033eab,Monocyte,20,20,0.0,0.0,0.0017556179775280898,0.0035112359550561797,5696,True,5696,5748
94
+ ji2025_chili,fewshot,fewshot_n5/draw1,zs_pseudo,broadcast:all_usable_pseudo.npz@49033eab,Monocyte,50,50,0.04,0.04,0.004389044943820225,0.00877808988764045,5696,True,5696,5748
95
+ ji2025_chili,fewshot,fewshot_n5/draw1,zs_pseudo,broadcast:all_usable_pseudo.npz@49033eab,Monocyte,100,100,0.08,0.08,0.00877808988764045,0.0175561797752809,5696,True,5696,5748
96
+ ji2025_chili,fewshot,fewshot_n5/draw1,zs_pseudo,broadcast:all_usable_pseudo.npz@49033eab,Monocyte,200,200,0.17,0.17,0.0175561797752809,0.0351123595505618,5696,True,5696,5748
97
+ ji2025_chili,fewshot,fewshot_n5/draw1,zs_pseudo,broadcast:all_usable_pseudo.npz@49033eab,Monocyte,500,500,0.278,0.278,0.04389044943820225,0.0877808988764045,5696,True,5696,5748
98
+ ji2025_chili,fewshot,fewshot_n5/draw1,zs_pseudo,generated:zs_pseudo,NK cell,10,10,0.0,0.0,0.0013344008540165466,0.0026688017080330933,3747,True,5494,3749
99
+ ji2025_chili,fewshot,fewshot_n5/draw1,zs_pseudo,generated:zs_pseudo,NK cell,20,20,0.0,0.0,0.0026688017080330933,0.0053376034160661865,3747,True,5494,3749
100
+ ji2025_chili,fewshot,fewshot_n5/draw1,zs_pseudo,generated:zs_pseudo,NK cell,50,50,0.0,0.0,0.006672004270082733,0.013344008540165465,3747,True,5494,3749
101
+ ji2025_chili,fewshot,fewshot_n5/draw1,zs_pseudo,generated:zs_pseudo,NK cell,100,100,0.0,0.0,0.013344008540165465,0.02668801708033093,3747,True,5494,3749
102
+ ji2025_chili,fewshot,fewshot_n5/draw1,zs_pseudo,generated:zs_pseudo,NK cell,200,200,0.03,0.045,0.02668801708033093,0.05337603416066186,3747,True,5494,3749
103
+ ji2025_chili,fewshot,fewshot_n5/draw1,zs_pseudo,generated:zs_pseudo,NK cell,500,500,0.06,0.114,0.06672004270082733,0.13344008540165467,3747,True,5494,3749
104
+ ji2025_chili,fewshot,fewshot_n5/draw1,zs_pseudo,broadcast:all_usable_pseudo.npz@49033eab,NK cell,10,10,0.1,0.1,0.0009100837277029487,0.0018201674554058974,5494,True,5494,5748
105
+ ji2025_chili,fewshot,fewshot_n5/draw1,zs_pseudo,broadcast:all_usable_pseudo.npz@49033eab,NK cell,20,20,0.25,0.25,0.0018201674554058974,0.0036403349108117948,5494,True,5494,5748
106
+ ji2025_chili,fewshot,fewshot_n5/draw1,zs_pseudo,broadcast:all_usable_pseudo.npz@49033eab,NK cell,50,50,0.4,0.4,0.004550418638514743,0.009100837277029487,5494,True,5494,5748
107
+ ji2025_chili,fewshot,fewshot_n5/draw1,zs_pseudo,broadcast:all_usable_pseudo.npz@49033eab,NK cell,100,100,0.58,0.58,0.009100837277029487,0.018201674554058973,5494,True,5494,5748
108
+ ji2025_chili,fewshot,fewshot_n5/draw1,zs_pseudo,broadcast:all_usable_pseudo.npz@49033eab,NK cell,200,200,0.49,0.49,0.018201674554058973,0.03640334910811795,5494,True,5494,5748
109
+ ji2025_chili,fewshot,fewshot_n5/draw1,zs_pseudo,broadcast:all_usable_pseudo.npz@49033eab,NK cell,500,500,0.362,0.364,0.04550418638514744,0.09100837277029487,5494,True,5494,5748
110
+ ji2025_chili,fewshot,fewshot_n5/draw1,zs_pseudo,generated:zs_pseudo,DC,10,10,0.0,0.0,0.00149655791679138,0.00299311583358276,3341,True,5096,3343
111
+ ji2025_chili,fewshot,fewshot_n5/draw1,zs_pseudo,generated:zs_pseudo,DC,20,20,0.0,0.0,0.00299311583358276,0.00598623166716552,3341,True,5096,3343
112
+ ji2025_chili,fewshot,fewshot_n5/draw1,zs_pseudo,generated:zs_pseudo,DC,50,50,0.02,0.02,0.0074827895839568994,0.014965579167913799,3341,True,5096,3343
113
+ ji2025_chili,fewshot,fewshot_n5/draw1,zs_pseudo,generated:zs_pseudo,DC,100,100,0.01,0.06,0.014965579167913799,0.029931158335827598,3341,True,5096,3343
114
+ ji2025_chili,fewshot,fewshot_n5/draw1,zs_pseudo,generated:zs_pseudo,DC,200,200,0.025,0.09,0.029931158335827598,0.059862316671655195,3341,True,5096,3343
115
+ ji2025_chili,fewshot,fewshot_n5/draw1,zs_pseudo,generated:zs_pseudo,DC,500,500,0.038,0.124,0.07482789583956899,0.14965579167913798,3341,True,5096,3343
116
+ ji2025_chili,fewshot,fewshot_n5/draw1,zs_pseudo,broadcast:all_usable_pseudo.npz@49033eab,DC,10,10,0.2,0.2,0.0009811616954474097,0.0019623233908948193,5096,True,5096,5748
117
+ ji2025_chili,fewshot,fewshot_n5/draw1,zs_pseudo,broadcast:all_usable_pseudo.npz@49033eab,DC,20,20,0.3,0.3,0.0019623233908948193,0.003924646781789639,5096,True,5096,5748
118
+ ji2025_chili,fewshot,fewshot_n5/draw1,zs_pseudo,broadcast:all_usable_pseudo.npz@49033eab,DC,50,50,0.4,0.4,0.004905808477237049,0.009811616954474097,5096,True,5096,5748
119
+ ji2025_chili,fewshot,fewshot_n5/draw1,zs_pseudo,broadcast:all_usable_pseudo.npz@49033eab,DC,100,100,0.42,0.42,0.009811616954474097,0.019623233908948195,5096,True,5096,5748
120
+ ji2025_chili,fewshot,fewshot_n5/draw1,zs_pseudo,broadcast:all_usable_pseudo.npz@49033eab,DC,200,200,0.315,0.315,0.019623233908948195,0.03924646781789639,5096,True,5096,5748
121
+ ji2025_chili,fewshot,fewshot_n5/draw1,zs_pseudo,broadcast:all_usable_pseudo.npz@49033eab,DC,500,500,0.22,0.23,0.04905808477237049,0.09811616954474098,5096,True,5096,5748
122
+ ji2025_chili,fewshot,fewshot_n5/draw1,zs_cal,generated:zs_cal,T cell,10,10,0.0,0.0,0.0011784115012962526,0.0023568230025925053,4243,True,5685,4250
123
+ ji2025_chili,fewshot,fewshot_n5/draw1,zs_cal,generated:zs_cal,T cell,20,20,0.0,0.0,0.0023568230025925053,0.0047136460051850106,4243,True,5685,4250
124
+ ji2025_chili,fewshot,fewshot_n5/draw1,zs_cal,generated:zs_cal,T cell,50,50,0.0,0.0,0.005892057506481263,0.011784115012962526,4243,True,5685,4250
125
+ ji2025_chili,fewshot,fewshot_n5/draw1,zs_cal,generated:zs_cal,T cell,100,100,0.02,0.03,0.011784115012962526,0.023568230025925053,4243,True,5685,4250
126
+ ji2025_chili,fewshot,fewshot_n5/draw1,zs_cal,generated:zs_cal,T cell,200,200,0.03,0.045,0.023568230025925053,0.047136460051850106,4243,True,5685,4250
127
+ ji2025_chili,fewshot,fewshot_n5/draw1,zs_cal,generated:zs_cal,T cell,500,500,0.078,0.114,0.05892057506481263,0.11784115012962526,4243,True,5685,4250
128
+ ji2025_chili,fewshot,fewshot_n5/draw1,zs_cal,broadcast:test_cal.npz@79890ab3,T cell,10,10,0.0,0.0,0.0009165902841429881,0.0018331805682859762,5455,True,5685,5501
129
+ ji2025_chili,fewshot,fewshot_n5/draw1,zs_cal,broadcast:test_cal.npz@79890ab3,T cell,20,20,0.0,0.0,0.0018331805682859762,0.0036663611365719525,5455,True,5685,5501
130
+ ji2025_chili,fewshot,fewshot_n5/draw1,zs_cal,broadcast:test_cal.npz@79890ab3,T cell,50,50,0.04,0.04,0.00458295142071494,0.00916590284142988,5455,True,5685,5501
131
+ ji2025_chili,fewshot,fewshot_n5/draw1,zs_cal,broadcast:test_cal.npz@79890ab3,T cell,100,100,0.05,0.05,0.00916590284142988,0.01833180568285976,5455,True,5685,5501
132
+ ji2025_chili,fewshot,fewshot_n5/draw1,zs_cal,broadcast:test_cal.npz@79890ab3,T cell,200,200,0.07,0.075,0.01833180568285976,0.03666361136571952,5455,True,5685,5501
133
+ ji2025_chili,fewshot,fewshot_n5/draw1,zs_cal,broadcast:test_cal.npz@79890ab3,T cell,500,500,0.152,0.164,0.045829514207149404,0.09165902841429881,5455,True,5685,5501
134
+ ji2025_chili,fewshot,fewshot_n5/draw1,zs_cal,generated:zs_cal,B cell,10,10,0.0,0.0,0.00148720999405116,0.00297441998810232,3362,True,5377,3373
135
+ ji2025_chili,fewshot,fewshot_n5/draw1,zs_cal,generated:zs_cal,B cell,20,20,0.0,0.0,0.00297441998810232,0.00594883997620464,3362,True,5377,3373
136
+ ji2025_chili,fewshot,fewshot_n5/draw1,zs_cal,generated:zs_cal,B cell,50,50,0.0,0.0,0.0074360499702558,0.0148720999405116,3362,True,5377,3373
137
+ ji2025_chili,fewshot,fewshot_n5/draw1,zs_cal,generated:zs_cal,B cell,100,100,0.01,0.03,0.0148720999405116,0.0297441998810232,3362,True,5377,3373
138
+ ji2025_chili,fewshot,fewshot_n5/draw1,zs_cal,generated:zs_cal,B cell,200,200,0.02,0.065,0.0297441998810232,0.0594883997620464,3362,True,5377,3373
139
+ ji2025_chili,fewshot,fewshot_n5/draw1,zs_cal,generated:zs_cal,B cell,500,500,0.042,0.124,0.074360499702558,0.148720999405116,3362,True,5377,3373
140
+ ji2025_chili,fewshot,fewshot_n5/draw1,zs_cal,broadcast:test_cal.npz@79890ab3,B cell,10,10,0.0,0.0,0.0009600614439324117,0.0019201228878648233,5208,True,5377,5501
141
+ ji2025_chili,fewshot,fewshot_n5/draw1,zs_cal,broadcast:test_cal.npz@79890ab3,B cell,20,20,0.0,0.0,0.0019201228878648233,0.0038402457757296467,5208,True,5377,5501
142
+ ji2025_chili,fewshot,fewshot_n5/draw1,zs_cal,broadcast:test_cal.npz@79890ab3,B cell,50,50,0.0,0.0,0.004800307219662059,0.009600614439324117,5208,True,5377,5501
143
+ ji2025_chili,fewshot,fewshot_n5/draw1,zs_cal,broadcast:test_cal.npz@79890ab3,B cell,100,100,0.0,0.02,0.009600614439324117,0.019201228878648235,5208,True,5377,5501
144
+ ji2025_chili,fewshot,fewshot_n5/draw1,zs_cal,broadcast:test_cal.npz@79890ab3,B cell,200,200,0.015,0.03,0.019201228878648235,0.03840245775729647,5208,True,5377,5501
145
+ ji2025_chili,fewshot,fewshot_n5/draw1,zs_cal,broadcast:test_cal.npz@79890ab3,B cell,500,500,0.054,0.088,0.04800307219662058,0.09600614439324116,5208,True,5377,5501
146
+ ji2025_chili,fewshot,fewshot_n5/draw1,zs_cal,generated:zs_cal,Monocyte,10,10,0.0,0.0,0.001318217769575534,0.002636435539151068,3793,True,5696,3796
147
+ ji2025_chili,fewshot,fewshot_n5/draw1,zs_cal,generated:zs_cal,Monocyte,20,20,0.0,0.0,0.002636435539151068,0.005272871078302136,3793,True,5696,3796
148
+ ji2025_chili,fewshot,fewshot_n5/draw1,zs_cal,generated:zs_cal,Monocyte,50,50,0.04,0.04,0.006591088847877669,0.013182177695755339,3793,True,5696,3796
149
+ ji2025_chili,fewshot,fewshot_n5/draw1,zs_cal,generated:zs_cal,Monocyte,100,100,0.04,0.05,0.013182177695755339,0.026364355391510677,3793,True,5696,3796
150
+ ji2025_chili,fewshot,fewshot_n5/draw1,zs_cal,generated:zs_cal,Monocyte,200,200,0.06,0.07,0.026364355391510677,0.052728710783021354,3793,True,5696,3796
151
+ ji2025_chili,fewshot,fewshot_n5/draw1,zs_cal,generated:zs_cal,Monocyte,500,500,0.07,0.112,0.0659108884787767,0.1318217769575534,3793,True,5696,3796
152
+ ji2025_chili,fewshot,fewshot_n5/draw1,zs_cal,broadcast:test_cal.npz@79890ab3,Monocyte,10,10,0.0,0.0,0.0009157509157509158,0.0018315018315018315,5460,True,5696,5501
153
+ ji2025_chili,fewshot,fewshot_n5/draw1,zs_cal,broadcast:test_cal.npz@79890ab3,Monocyte,20,20,0.0,0.0,0.0018315018315018315,0.003663003663003663,5460,True,5696,5501
154
+ ji2025_chili,fewshot,fewshot_n5/draw1,zs_cal,broadcast:test_cal.npz@79890ab3,Monocyte,50,50,0.1,0.1,0.004578754578754579,0.009157509157509158,5460,True,5696,5501
155
+ ji2025_chili,fewshot,fewshot_n5/draw1,zs_cal,broadcast:test_cal.npz@79890ab3,Monocyte,100,100,0.09,0.09,0.009157509157509158,0.018315018315018316,5460,True,5696,5501
156
+ ji2025_chili,fewshot,fewshot_n5/draw1,zs_cal,broadcast:test_cal.npz@79890ab3,Monocyte,200,200,0.135,0.14,0.018315018315018316,0.03663003663003663,5460,True,5696,5501
157
+ ji2025_chili,fewshot,fewshot_n5/draw1,zs_cal,broadcast:test_cal.npz@79890ab3,Monocyte,500,500,0.176,0.19,0.045787545787545784,0.09157509157509157,5460,True,5696,5501
158
+ ji2025_chili,fewshot,fewshot_n5/draw1,zs_cal,generated:zs_cal,NK cell,10,10,0.0,0.0,0.0015928639694170119,0.0031857279388340237,3139,True,5494,3141
159
+ ji2025_chili,fewshot,fewshot_n5/draw1,zs_cal,generated:zs_cal,NK cell,20,20,0.0,0.0,0.0031857279388340237,0.0063714558776680474,3139,True,5494,3141
160
+ ji2025_chili,fewshot,fewshot_n5/draw1,zs_cal,generated:zs_cal,NK cell,50,50,0.0,0.0,0.00796431984708506,0.01592863969417012,3139,True,5494,3141
161
+ ji2025_chili,fewshot,fewshot_n5/draw1,zs_cal,generated:zs_cal,NK cell,100,100,0.02,0.02,0.01592863969417012,0.03185727938834024,3139,True,5494,3141
162
+ ji2025_chili,fewshot,fewshot_n5/draw1,zs_cal,generated:zs_cal,NK cell,200,200,0.015,0.03,0.03185727938834024,0.06371455877668047,3139,True,5494,3141
163
+ ji2025_chili,fewshot,fewshot_n5/draw1,zs_cal,generated:zs_cal,NK cell,500,500,0.018,0.046,0.07964319847085059,0.15928639694170119,3139,True,5494,3141
164
+ ji2025_chili,fewshot,fewshot_n5/draw1,zs_cal,broadcast:test_cal.npz@79890ab3,NK cell,10,10,0.0,0.0,0.0009419743782969103,0.0018839487565938207,5308,True,5494,5501
165
+ ji2025_chili,fewshot,fewshot_n5/draw1,zs_cal,broadcast:test_cal.npz@79890ab3,NK cell,20,20,0.0,0.0,0.0018839487565938207,0.0037678975131876413,5308,True,5494,5501
166
+ ji2025_chili,fewshot,fewshot_n5/draw1,zs_cal,broadcast:test_cal.npz@79890ab3,NK cell,50,50,0.0,0.0,0.004709871891484552,0.009419743782969104,5308,True,5494,5501
167
+ ji2025_chili,fewshot,fewshot_n5/draw1,zs_cal,broadcast:test_cal.npz@79890ab3,NK cell,100,100,0.04,0.04,0.009419743782969104,0.018839487565938208,5308,True,5494,5501
168
+ ji2025_chili,fewshot,fewshot_n5/draw1,zs_cal,broadcast:test_cal.npz@79890ab3,NK cell,200,200,0.035,0.04,0.018839487565938208,0.037678975131876416,5308,True,5494,5501
169
+ ji2025_chili,fewshot,fewshot_n5/draw1,zs_cal,broadcast:test_cal.npz@79890ab3,NK cell,500,500,0.072,0.088,0.04709871891484552,0.09419743782969103,5308,True,5494,5501
170
+ ji2025_chili,fewshot,fewshot_n5/draw1,zs_cal,generated:zs_cal,DC,10,10,0.0,0.0,0.0020946795140343527,0.0041893590280687055,2387,True,5096,2390
171
+ ji2025_chili,fewshot,fewshot_n5/draw1,zs_cal,generated:zs_cal,DC,20,20,0.0,0.0,0.0041893590280687055,0.008378718056137411,2387,True,5096,2390
172
+ ji2025_chili,fewshot,fewshot_n5/draw1,zs_cal,generated:zs_cal,DC,50,50,0.02,0.02,0.010473397570171765,0.02094679514034353,2387,True,5096,2390
173
+ ji2025_chili,fewshot,fewshot_n5/draw1,zs_cal,generated:zs_cal,DC,100,100,0.02,0.02,0.02094679514034353,0.04189359028068706,2387,True,5096,2390
174
+ ji2025_chili,fewshot,fewshot_n5/draw1,zs_cal,generated:zs_cal,DC,200,200,0.03,0.035,0.04189359028068706,0.08378718056137412,2387,True,5096,2390
175
+ ji2025_chili,fewshot,fewshot_n5/draw1,zs_cal,generated:zs_cal,DC,500,500,0.05,0.058,0.10473397570171764,0.20946795140343527,2387,True,5096,2390
176
+ ji2025_chili,fewshot,fewshot_n5/draw1,zs_cal,broadcast:test_cal.npz@79890ab3,DC,10,10,0.0,0.0,0.0010022048506714773,0.0020044097013429546,4989,True,5096,5501
177
+ ji2025_chili,fewshot,fewshot_n5/draw1,zs_cal,broadcast:test_cal.npz@79890ab3,DC,20,20,0.0,0.0,0.0020044097013429546,0.004008819402685909,4989,True,5096,5501
178
+ ji2025_chili,fewshot,fewshot_n5/draw1,zs_cal,broadcast:test_cal.npz@79890ab3,DC,50,50,0.04,0.04,0.0050110242533573865,0.010022048506714773,4989,True,5096,5501
179
+ ji2025_chili,fewshot,fewshot_n5/draw1,zs_cal,broadcast:test_cal.npz@79890ab3,DC,100,100,0.05,0.05,0.010022048506714773,0.020044097013429546,4989,True,5096,5501
180
+ ji2025_chili,fewshot,fewshot_n5/draw1,zs_cal,broadcast:test_cal.npz@79890ab3,DC,200,200,0.06,0.065,0.020044097013429546,0.04008819402685909,4989,True,5096,5501
181
+ ji2025_chili,fewshot,fewshot_n5/draw1,zs_cal,broadcast:test_cal.npz@79890ab3,DC,500,500,0.092,0.118,0.050110242533573865,0.10022048506714773,4989,True,5096,5501
182
+ ji2025_chili,fewshot,fewshot_n5/draw1,lora5,generated:lora5,T cell,10,10,0.0,0.0,0.0011745360582569885,0.002349072116513977,4257,True,5685,4260
183
+ ji2025_chili,fewshot,fewshot_n5/draw1,lora5,generated:lora5,T cell,20,20,0.0,0.0,0.002349072116513977,0.004698144233027954,4257,True,5685,4260
184
+ ji2025_chili,fewshot,fewshot_n5/draw1,lora5,generated:lora5,T cell,50,50,0.06,0.06,0.005872680291284942,0.011745360582569885,4257,True,5685,4260
185
+ ji2025_chili,fewshot,fewshot_n5/draw1,lora5,generated:lora5,T cell,100,100,0.04,0.05,0.011745360582569885,0.02349072116513977,4257,True,5685,4260
186
+ ji2025_chili,fewshot,fewshot_n5/draw1,lora5,generated:lora5,T cell,200,200,0.125,0.13,0.02349072116513977,0.04698144233027954,4257,True,5685,4260
187
+ ji2025_chili,fewshot,fewshot_n5/draw1,lora5,generated:lora5,T cell,500,500,0.148,0.17,0.05872680291284942,0.11745360582569885,4257,True,5685,4260
188
+ ji2025_chili,fewshot,fewshot_n5/draw1,lora5,broadcast:test_raw.npz@0c873c5d,T cell,10,10,0.0,0.0,0.0009165902841429881,0.0018331805682859762,5455,True,5685,5501
189
+ ji2025_chili,fewshot,fewshot_n5/draw1,lora5,broadcast:test_raw.npz@0c873c5d,T cell,20,20,0.0,0.0,0.0018331805682859762,0.0036663611365719525,5455,True,5685,5501
190
+ ji2025_chili,fewshot,fewshot_n5/draw1,lora5,broadcast:test_raw.npz@0c873c5d,T cell,50,50,0.04,0.04,0.00458295142071494,0.00916590284142988,5455,True,5685,5501
191
+ ji2025_chili,fewshot,fewshot_n5/draw1,lora5,broadcast:test_raw.npz@0c873c5d,T cell,100,100,0.06,0.06,0.00916590284142988,0.01833180568285976,5455,True,5685,5501
192
+ ji2025_chili,fewshot,fewshot_n5/draw1,lora5,broadcast:test_raw.npz@0c873c5d,T cell,200,200,0.095,0.1,0.01833180568285976,0.03666361136571952,5455,True,5685,5501
193
+ ji2025_chili,fewshot,fewshot_n5/draw1,lora5,broadcast:test_raw.npz@0c873c5d,T cell,500,500,0.148,0.162,0.045829514207149404,0.09165902841429881,5455,True,5685,5501
194
+ ji2025_chili,fewshot,fewshot_n5/draw1,lora5,generated:lora5,B cell,10,10,0.0,0.0,0.001514692517418964,0.003029385034837928,3301,True,5377,3301
195
+ ji2025_chili,fewshot,fewshot_n5/draw1,lora5,generated:lora5,B cell,20,20,0.0,0.0,0.003029385034837928,0.006058770069675856,3301,True,5377,3301
196
+ ji2025_chili,fewshot,fewshot_n5/draw1,lora5,generated:lora5,B cell,50,50,0.0,0.0,0.007573462587094819,0.015146925174189639,3301,True,5377,3301
197
+ ji2025_chili,fewshot,fewshot_n5/draw1,lora5,generated:lora5,B cell,100,100,0.01,0.02,0.015146925174189639,0.030293850348379277,3301,True,5377,3301
198
+ ji2025_chili,fewshot,fewshot_n5/draw1,lora5,generated:lora5,B cell,200,200,0.03,0.04,0.030293850348379277,0.060587700696758555,3301,True,5377,3301
199
+ ji2025_chili,fewshot,fewshot_n5/draw1,lora5,generated:lora5,B cell,500,500,0.068,0.112,0.0757346258709482,0.1514692517418964,3301,True,5377,3301
200
+ ji2025_chili,fewshot,fewshot_n5/draw1,lora5,broadcast:test_raw.npz@0c873c5d,B cell,10,10,0.0,0.0,0.0009600614439324117,0.0019201228878648233,5208,True,5377,5501
201
+ ji2025_chili,fewshot,fewshot_n5/draw1,lora5,broadcast:test_raw.npz@0c873c5d,B cell,20,20,0.0,0.0,0.0019201228878648233,0.0038402457757296467,5208,True,5377,5501
202
+ ji2025_chili,fewshot,fewshot_n5/draw1,lora5,broadcast:test_raw.npz@0c873c5d,B cell,50,50,0.0,0.0,0.004800307219662059,0.009600614439324117,5208,True,5377,5501
203
+ ji2025_chili,fewshot,fewshot_n5/draw1,lora5,broadcast:test_raw.npz@0c873c5d,B cell,100,100,0.01,0.03,0.009600614439324117,0.019201228878648235,5208,True,5377,5501
204
+ ji2025_chili,fewshot,fewshot_n5/draw1,lora5,broadcast:test_raw.npz@0c873c5d,B cell,200,200,0.025,0.04,0.019201228878648235,0.03840245775729647,5208,True,5377,5501
205
+ ji2025_chili,fewshot,fewshot_n5/draw1,lora5,broadcast:test_raw.npz@0c873c5d,B cell,500,500,0.062,0.102,0.04800307219662058,0.09600614439324116,5208,True,5377,5501
206
+ ji2025_chili,fewshot,fewshot_n5/draw1,lora5,generated:lora5,Monocyte,10,10,0.1,0.1,0.0012866700977869274,0.0025733401955738548,3886,True,5696,3886
207
+ ji2025_chili,fewshot,fewshot_n5/draw1,lora5,generated:lora5,Monocyte,20,20,0.1,0.1,0.0025733401955738548,0.0051466803911477095,3886,True,5696,3886
208
+ ji2025_chili,fewshot,fewshot_n5/draw1,lora5,generated:lora5,Monocyte,50,50,0.14,0.14,0.006433350488934638,0.012866700977869275,3886,True,5696,3886
209
+ ji2025_chili,fewshot,fewshot_n5/draw1,lora5,generated:lora5,Monocyte,100,100,0.16,0.16,0.012866700977869275,0.02573340195573855,3886,True,5696,3886
210
+ ji2025_chili,fewshot,fewshot_n5/draw1,lora5,generated:lora5,Monocyte,200,200,0.175,0.18,0.02573340195573855,0.0514668039114771,3886,True,5696,3886
211
+ ji2025_chili,fewshot,fewshot_n5/draw1,lora5,generated:lora5,Monocyte,500,500,0.226,0.23,0.06433350488934637,0.12866700977869275,3886,True,5696,3886
212
+ ji2025_chili,fewshot,fewshot_n5/draw1,lora5,broadcast:test_raw.npz@0c873c5d,Monocyte,10,10,0.0,0.0,0.0009157509157509158,0.0018315018315018315,5460,True,5696,5501
213
+ ji2025_chili,fewshot,fewshot_n5/draw1,lora5,broadcast:test_raw.npz@0c873c5d,Monocyte,20,20,0.0,0.0,0.0018315018315018315,0.003663003663003663,5460,True,5696,5501
214
+ ji2025_chili,fewshot,fewshot_n5/draw1,lora5,broadcast:test_raw.npz@0c873c5d,Monocyte,50,50,0.08,0.08,0.004578754578754579,0.009157509157509158,5460,True,5696,5501
215
+ ji2025_chili,fewshot,fewshot_n5/draw1,lora5,broadcast:test_raw.npz@0c873c5d,Monocyte,100,100,0.09,0.09,0.009157509157509158,0.018315018315018316,5460,True,5696,5501
216
+ ji2025_chili,fewshot,fewshot_n5/draw1,lora5,broadcast:test_raw.npz@0c873c5d,Monocyte,200,200,0.125,0.125,0.018315018315018316,0.03663003663003663,5460,True,5696,5501
217
+ ji2025_chili,fewshot,fewshot_n5/draw1,lora5,broadcast:test_raw.npz@0c873c5d,Monocyte,500,500,0.168,0.18,0.045787545787545784,0.09157509157509157,5460,True,5696,5501
218
+ ji2025_chili,fewshot,fewshot_n5/draw1,lora5,generated:lora5,NK cell,10,10,0.0,0.0,0.0013517166801838335,0.002703433360367667,3699,True,5494,3702
219
+ ji2025_chili,fewshot,fewshot_n5/draw1,lora5,generated:lora5,NK cell,20,20,0.0,0.0,0.002703433360367667,0.005406866720735334,3699,True,5494,3702
220
+ ji2025_chili,fewshot,fewshot_n5/draw1,lora5,generated:lora5,NK cell,50,50,0.1,0.1,0.006758583400919167,0.013517166801838334,3699,True,5494,3702
221
+ ji2025_chili,fewshot,fewshot_n5/draw1,lora5,generated:lora5,NK cell,100,100,0.18,0.18,0.013517166801838334,0.02703433360367667,3699,True,5494,3702
222
+ ji2025_chili,fewshot,fewshot_n5/draw1,lora5,generated:lora5,NK cell,200,200,0.15,0.17,0.02703433360367667,0.05406866720735334,3699,True,5494,3702
223
+ ji2025_chili,fewshot,fewshot_n5/draw1,lora5,generated:lora5,NK cell,500,500,0.116,0.142,0.06758583400919167,0.13517166801838335,3699,True,5494,3702
224
+ ji2025_chili,fewshot,fewshot_n5/draw1,lora5,broadcast:test_raw.npz@0c873c5d,NK cell,10,10,0.0,0.0,0.0009419743782969103,0.0018839487565938207,5308,True,5494,5501
225
+ ji2025_chili,fewshot,fewshot_n5/draw1,lora5,broadcast:test_raw.npz@0c873c5d,NK cell,20,20,0.0,0.0,0.0018839487565938207,0.0037678975131876413,5308,True,5494,5501
226
+ ji2025_chili,fewshot,fewshot_n5/draw1,lora5,broadcast:test_raw.npz@0c873c5d,NK cell,50,50,0.0,0.0,0.004709871891484552,0.009419743782969104,5308,True,5494,5501
227
+ ji2025_chili,fewshot,fewshot_n5/draw1,lora5,broadcast:test_raw.npz@0c873c5d,NK cell,100,100,0.04,0.04,0.009419743782969104,0.018839487565938208,5308,True,5494,5501
228
+ ji2025_chili,fewshot,fewshot_n5/draw1,lora5,broadcast:test_raw.npz@0c873c5d,NK cell,200,200,0.045,0.05,0.018839487565938208,0.037678975131876416,5308,True,5494,5501
229
+ ji2025_chili,fewshot,fewshot_n5/draw1,lora5,broadcast:test_raw.npz@0c873c5d,NK cell,500,500,0.07,0.088,0.04709871891484552,0.09419743782969103,5308,True,5494,5501
230
+ ji2025_chili,fewshot,fewshot_n5/draw1,lora5,generated:lora5,DC,10,10,0.0,0.0,0.001562011871290222,0.003124023742580444,3201,True,5096,3207
231
+ ji2025_chili,fewshot,fewshot_n5/draw1,lora5,generated:lora5,DC,20,20,0.0,0.0,0.003124023742580444,0.006248047485160888,3201,True,5096,3207
232
+ ji2025_chili,fewshot,fewshot_n5/draw1,lora5,generated:lora5,DC,50,50,0.0,0.0,0.007810059356451109,0.015620118712902219,3201,True,5096,3207
233
+ ji2025_chili,fewshot,fewshot_n5/draw1,lora5,generated:lora5,DC,100,100,0.0,0.0,0.015620118712902219,0.031240237425804437,3201,True,5096,3207
234
+ ji2025_chili,fewshot,fewshot_n5/draw1,lora5,generated:lora5,DC,200,200,0.01,0.01,0.031240237425804437,0.062480474851608875,3201,True,5096,3207
235
+ ji2025_chili,fewshot,fewshot_n5/draw1,lora5,generated:lora5,DC,500,500,0.044,0.044,0.07810059356451109,0.15620118712902217,3201,True,5096,3207
236
+ ji2025_chili,fewshot,fewshot_n5/draw1,lora5,broadcast:test_raw.npz@0c873c5d,DC,10,10,0.0,0.0,0.0010022048506714773,0.0020044097013429546,4989,True,5096,5501
237
+ ji2025_chili,fewshot,fewshot_n5/draw1,lora5,broadcast:test_raw.npz@0c873c5d,DC,20,20,0.0,0.0,0.0020044097013429546,0.004008819402685909,4989,True,5096,5501
238
+ ji2025_chili,fewshot,fewshot_n5/draw1,lora5,broadcast:test_raw.npz@0c873c5d,DC,50,50,0.04,0.04,0.0050110242533573865,0.010022048506714773,4989,True,5096,5501
239
+ ji2025_chili,fewshot,fewshot_n5/draw1,lora5,broadcast:test_raw.npz@0c873c5d,DC,100,100,0.05,0.05,0.010022048506714773,0.020044097013429546,4989,True,5096,5501
240
+ ji2025_chili,fewshot,fewshot_n5/draw1,lora5,broadcast:test_raw.npz@0c873c5d,DC,200,200,0.07,0.075,0.020044097013429546,0.04008819402685909,4989,True,5096,5501
241
+ ji2025_chili,fewshot,fewshot_n5/draw1,lora5,broadcast:test_raw.npz@0c873c5d,DC,500,500,0.096,0.122,0.050110242533573865,0.10022048506714773,4989,True,5096,5501
242
+ ji2025_chili,fewshot,fewshot_n5/draw1,scsemi5,generated:scsemi5,T cell,10,10,0.0,0.0,0.0023912003825920613,0.004782400765184123,2091,True,5685,2092
243
+ ji2025_chili,fewshot,fewshot_n5/draw1,scsemi5,generated:scsemi5,T cell,20,20,0.0,0.0,0.004782400765184123,0.009564801530368245,2091,True,5685,2092
244
+ ji2025_chili,fewshot,fewshot_n5/draw1,scsemi5,generated:scsemi5,T cell,50,50,0.0,0.0,0.011956001912960305,0.02391200382592061,2091,True,5685,2092
245
+ ji2025_chili,fewshot,fewshot_n5/draw1,scsemi5,generated:scsemi5,T cell,100,100,0.01,0.03,0.02391200382592061,0.04782400765184122,2091,True,5685,2092
246
+ ji2025_chili,fewshot,fewshot_n5/draw1,scsemi5,generated:scsemi5,T cell,200,200,0.02,0.045,0.04782400765184122,0.09564801530368244,2091,True,5685,2092
247
+ ji2025_chili,fewshot,fewshot_n5/draw1,scsemi5,generated:scsemi5,T cell,500,500,0.07,0.11,0.11956001912960305,0.2391200382592061,2091,True,5685,2092
248
+ ji2025_chili,fewshot,fewshot_n5/draw1,scsemi5,broadcast:test_raw.npz@0c873c5d,T cell,10,10,0.0,0.0,0.0009165902841429881,0.0018331805682859762,5455,True,5685,5501
249
+ ji2025_chili,fewshot,fewshot_n5/draw1,scsemi5,broadcast:test_raw.npz@0c873c5d,T cell,20,20,0.0,0.0,0.0018331805682859762,0.0036663611365719525,5455,True,5685,5501
250
+ ji2025_chili,fewshot,fewshot_n5/draw1,scsemi5,broadcast:test_raw.npz@0c873c5d,T cell,50,50,0.04,0.04,0.00458295142071494,0.00916590284142988,5455,True,5685,5501
251
+ ji2025_chili,fewshot,fewshot_n5/draw1,scsemi5,broadcast:test_raw.npz@0c873c5d,T cell,100,100,0.06,0.06,0.00916590284142988,0.01833180568285976,5455,True,5685,5501
252
+ ji2025_chili,fewshot,fewshot_n5/draw1,scsemi5,broadcast:test_raw.npz@0c873c5d,T cell,200,200,0.095,0.1,0.01833180568285976,0.03666361136571952,5455,True,5685,5501
253
+ ji2025_chili,fewshot,fewshot_n5/draw1,scsemi5,broadcast:test_raw.npz@0c873c5d,T cell,500,500,0.148,0.162,0.045829514207149404,0.09165902841429881,5455,True,5685,5501
254
+ ji2025_chili,fewshot,fewshot_n5/draw1,scsemi5,generated:scsemi5,B cell,10,10,0.0,0.0,0.005197505197505198,0.010395010395010396,962,True,5377,966
255
+ ji2025_chili,fewshot,fewshot_n5/draw1,scsemi5,generated:scsemi5,B cell,20,20,0.0,0.0,0.010395010395010396,0.02079002079002079,962,True,5377,966
256
+ ji2025_chili,fewshot,fewshot_n5/draw1,scsemi5,generated:scsemi5,B cell,50,50,0.0,0.02,0.02598752598752599,0.05197505197505198,962,True,5377,966
257
+ ji2025_chili,fewshot,fewshot_n5/draw1,scsemi5,generated:scsemi5,B cell,100,100,0.0,0.03,0.05197505197505198,0.10395010395010396,962,True,5377,966
258
+ ji2025_chili,fewshot,fewshot_n5/draw1,scsemi5,generated:scsemi5,B cell,200,200,0.04,0.08,0.10395010395010396,0.2079002079002079,962,True,5377,966
259
+ ji2025_chili,fewshot,fewshot_n5/draw1,scsemi5,generated:scsemi5,B cell,500,500,0.112,0.208,0.2598752598752599,0.5197505197505198,962,True,5377,966
260
+ ji2025_chili,fewshot,fewshot_n5/draw1,scsemi5,broadcast:test_raw.npz@0c873c5d,B cell,10,10,0.0,0.0,0.0009600614439324117,0.0019201228878648233,5208,True,5377,5501
261
+ ji2025_chili,fewshot,fewshot_n5/draw1,scsemi5,broadcast:test_raw.npz@0c873c5d,B cell,20,20,0.0,0.0,0.0019201228878648233,0.0038402457757296467,5208,True,5377,5501
262
+ ji2025_chili,fewshot,fewshot_n5/draw1,scsemi5,broadcast:test_raw.npz@0c873c5d,B cell,50,50,0.0,0.0,0.004800307219662059,0.009600614439324117,5208,True,5377,5501
263
+ ji2025_chili,fewshot,fewshot_n5/draw1,scsemi5,broadcast:test_raw.npz@0c873c5d,B cell,100,100,0.01,0.03,0.009600614439324117,0.019201228878648235,5208,True,5377,5501
264
+ ji2025_chili,fewshot,fewshot_n5/draw1,scsemi5,broadcast:test_raw.npz@0c873c5d,B cell,200,200,0.025,0.04,0.019201228878648235,0.03840245775729647,5208,True,5377,5501
265
+ ji2025_chili,fewshot,fewshot_n5/draw1,scsemi5,broadcast:test_raw.npz@0c873c5d,B cell,500,500,0.062,0.102,0.04800307219662058,0.09600614439324116,5208,True,5377,5501
266
+ ji2025_chili,fewshot,fewshot_n5/draw1,scsemi5,generated:scsemi5,Monocyte,10,10,0.0,0.0,0.0036900369003690036,0.007380073800738007,1355,True,5696,1355
267
+ ji2025_chili,fewshot,fewshot_n5/draw1,scsemi5,generated:scsemi5,Monocyte,20,20,0.05,0.05,0.007380073800738007,0.014760147601476014,1355,True,5696,1355
268
+ ji2025_chili,fewshot,fewshot_n5/draw1,scsemi5,generated:scsemi5,Monocyte,50,50,0.02,0.02,0.01845018450184502,0.03690036900369004,1355,True,5696,1355
269
+ ji2025_chili,fewshot,fewshot_n5/draw1,scsemi5,generated:scsemi5,Monocyte,100,100,0.02,0.03,0.03690036900369004,0.07380073800738007,1355,True,5696,1355
270
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271
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272
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273
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274
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275
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276
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277
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278
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279
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280
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281
+ ji2025_chili,fewshot,fewshot_n5/draw1,scsemi5,generated:scsemi5,NK cell,100,100,0.04,0.04,0.039093041438623924,0.07818608287724785,1279,True,5494,1279
282
+ ji2025_chili,fewshot,fewshot_n5/draw1,scsemi5,generated:scsemi5,NK cell,200,200,0.12,0.135,0.07818608287724785,0.1563721657544957,1279,True,5494,1279
283
+ ji2025_chili,fewshot,fewshot_n5/draw1,scsemi5,generated:scsemi5,NK cell,500,500,0.118,0.174,0.19546520719311963,0.39093041438623927,1279,True,5494,1279
284
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285
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286
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287
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288
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289
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290
+ ji2025_chili,fewshot,fewshot_n5/draw1,scsemi5,generated:scsemi5,DC,10,10,0.0,0.0,0.0070028011204481795,0.014005602240896359,714,True,5096,716
291
+ ji2025_chili,fewshot,fewshot_n5/draw1,scsemi5,generated:scsemi5,DC,20,20,0.0,0.0,0.014005602240896359,0.028011204481792718,714,True,5096,716
292
+ ji2025_chili,fewshot,fewshot_n5/draw1,scsemi5,generated:scsemi5,DC,50,50,0.0,0.0,0.0350140056022409,0.0700280112044818,714,True,5096,716
293
+ ji2025_chili,fewshot,fewshot_n5/draw1,scsemi5,generated:scsemi5,DC,100,100,0.0,0.01,0.0700280112044818,0.1400560224089636,714,True,5096,716
294
+ ji2025_chili,fewshot,fewshot_n5/draw1,scsemi5,generated:scsemi5,DC,200,200,0.01,0.025,0.1400560224089636,0.2801120448179272,714,True,5096,716
295
+ ji2025_chili,fewshot,fewshot_n5/draw1,scsemi5,generated:scsemi5,DC,500,500,0.068,0.126,0.35014005602240894,0.7002801120448179,714,True,5096,716
296
+ ji2025_chili,fewshot,fewshot_n5/draw1,scsemi5,broadcast:test_raw.npz@0c873c5d,DC,10,10,0.0,0.0,0.0010022048506714773,0.0020044097013429546,4989,True,5096,5501
297
+ ji2025_chili,fewshot,fewshot_n5/draw1,scsemi5,broadcast:test_raw.npz@0c873c5d,DC,20,20,0.0,0.0,0.0020044097013429546,0.004008819402685909,4989,True,5096,5501
298
+ ji2025_chili,fewshot,fewshot_n5/draw1,scsemi5,broadcast:test_raw.npz@0c873c5d,DC,50,50,0.04,0.04,0.0050110242533573865,0.010022048506714773,4989,True,5096,5501
299
+ ji2025_chili,fewshot,fewshot_n5/draw1,scsemi5,broadcast:test_raw.npz@0c873c5d,DC,100,100,0.05,0.05,0.010022048506714773,0.020044097013429546,4989,True,5096,5501
300
+ ji2025_chili,fewshot,fewshot_n5/draw1,scsemi5,broadcast:test_raw.npz@0c873c5d,DC,200,200,0.07,0.075,0.020044097013429546,0.04008819402685909,4989,True,5096,5501
301
+ ji2025_chili,fewshot,fewshot_n5/draw1,scsemi5,broadcast:test_raw.npz@0c873c5d,DC,500,500,0.096,0.122,0.050110242533573865,0.10022048506714773,4989,True,5096,5501
paper-releases/pbisc-diffusion/updates/20261002T085943Z-deck-restructure-contrast-metrics-zeroshot-len/diffusion/dataset/server_1/model8/plans/paired_finetune_intradataset_20260927/scores_contrast/ji2025_chili/fewshot_n5/draw1/ceiling.csv ADDED
@@ -0,0 +1,51 @@
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
1
+ dataset,design,unit,predictor,arm,celltype,n_genes,pearson_mean,pearson_sd,spearman_mean,spearman_sd,pearson_s20260926,spearman_s20260926,pearson_s20260927,spearman_s20260927,pearson_s20260928,spearman_s20260928,pearson_s20260929,spearman_s20260929,pearson_s20260930,spearman_s20260930,sb_reliability_pearson,noise_free_ceiling_pearson,sb_reliability_spearman,noise_free_ceiling_spearman,min_n_case_donors_A,min_n_control_donors_A,min_n_case_donors_B,min_n_control_donors_B,mean_n_cells_A,mean_n_cells_B,condition_sha256
2
+ ji2025_chili,fewshot,fewshot_n5/draw1,split_half_A_vs_B,,T cell,3013.0,0.969950514529818,0.0007926208770788545,0.9391408056002918,0.0017035297979442472,0.9711682534217874,0.9419539108893982,0.9690780000805485,0.9390090597583818,0.9694701480895143,0.9388323807552226,0.970138373410798,0.9385734511958125,0.9698977976464414,0.9373352254026437,0.9847460709045506,0.9923437261879327,0.9686153815009486,0.9841825956096504,15.0,11.0,15.0,11.0,24609.0,24621.0,
3
+ ji2025_chili,fewshot,fewshot_n5/draw1,split_half_A_vs_B,,B cell,3263.0,0.7567719653936135,0.008941112268916317,0.61212553724887,0.00964670710230735,0.7454339094896896,0.5970276318343152,0.7658910996362731,0.623507780151937,0.7572568261484084,0.6133085703743366,0.7503477250440286,0.611141634499038,0.7649302666496678,0.6156420693847231,0.861548317369756,0.9281962709307531,0.7594018246165575,0.8714366440634439,15.0,11.0,15.0,11.0,3022.0,3037.0,
4
+ ji2025_chili,fewshot,fewshot_n5/draw1,split_half_A_vs_B,,Monocyte,3157.0,0.9516500393203593,0.005210735575374478,0.8390888907762776,0.007948075259665996,0.9498209316383535,0.8378171976419975,0.9444660985225766,0.8465132854078768,0.9584377113117118,0.848087243520424,0.9511652640551913,0.8318305290995632,0.9543601910739632,0.8311961982115262,0.9752261113900943,0.987535372222228,0.9125049854682109,0.9552512682369027,15.0,11.0,15.0,11.0,15344.0,15356.0,
5
+ ji2025_chili,fewshot,fewshot_n5/draw1,split_half_A_vs_B,,NK cell,3047.0,0.8575777579213822,0.00598027352170567,0.7158221060179596,0.0044898857602270565,0.8595760144965087,0.7145661401340924,0.8642225441779771,0.7217329270338599,0.8611417924404275,0.7178641633976639,0.8495121080023323,0.7154339474024624,0.8534363304896659,0.7095133521217197,0.9233290550173322,0.96090012749366,0.8343779970048563,0.9134429358229534,15.0,11.0,15.0,11.0,8019.0,8028.0,
6
+ ji2025_chili,fewshot,fewshot_n5/draw1,generated:zs_raw,zs_raw,T cell,3013.0,0.09304274450811618,0.003465873129815271,0.09264866470395652,0.0017953798044530167,0.09399500742087363,0.09116841368906259,0.09008571952347112,0.09297665876282216,0.09422714638002731,0.09224173187622178,0.08917162798383076,0.09128190213702303,0.0977342212323781,0.09557461705465305,,,,,,,,,,,
7
+ ji2025_chili,fewshot,fewshot_n5/draw1,generated:zs_raw,zs_raw,B cell,3263.0,-0.08068365047755902,0.007407870847970662,-0.05101279568963092,0.011702451149484119,-0.07258981110920404,-0.031716470139967715,-0.08539882158536703,-0.06194048545668136,-0.07666897807076767,-0.053758161439758666,-0.07773521772479293,-0.04978220036671236,-0.09102542389766344,-0.057866661045034476,,,,,,,,,,,
8
+ ji2025_chili,fewshot,fewshot_n5/draw1,generated:zs_raw,zs_raw,Monocyte,3157.0,0.18568357499628974,0.0029553937781389102,0.14988370159762768,0.004528522045209728,0.18741567360574732,0.15183060863351694,0.18235619647790366,0.14342261578400395,0.18279293398126129,0.14699102603192102,0.18903293669475177,0.1541768970278551,0.18682013422178462,0.1529973605108414,,,,,,,,,,,
9
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10
+ ji2025_chili,fewshot,fewshot_n5/draw1,generated:zs_pseudo,zs_pseudo,T cell,3013.0,0.15891724080304553,0.009402923848155307,0.23186045451495135,0.008281866052527153,0.15720297975278077,0.22825718973087428,0.1460894457478241,0.22179078525072052,0.1691563717667989,0.2412785628191092,0.15506572472289867,0.22841010215498894,0.16707168202492517,0.23956563261906397,,,,,,,,,,,
11
+ ji2025_chili,fewshot,fewshot_n5/draw1,generated:zs_pseudo,zs_pseudo,B cell,3263.0,0.07453578545403178,0.006611176382164274,0.0811679109743174,0.009081865419457534,0.08123023013990827,0.09033241095317723,0.07109642110200287,0.07349650406112702,0.06574383468872727,0.06953115821344767,0.073729382877694,0.08590684198243144,0.08087905846182648,0.08657263966140367,,,,,,,,,,,
12
+ ji2025_chili,fewshot,fewshot_n5/draw1,generated:zs_pseudo,zs_pseudo,Monocyte,3157.0,0.30929482787089774,0.006291782852087104,0.23387165726769615,0.00959480464428987,0.30904773687552284,0.24156624325889392,0.3116409521102427,0.23242990343005673,0.31036926575680635,0.2399408665037029,0.3162693683979927,0.2375646749377304,0.2991468162139244,0.21785659820809708,,,,,,,,,,,
13
+ ji2025_chili,fewshot,fewshot_n5/draw1,generated:zs_pseudo,zs_pseudo,NK cell,3047.0,0.025631394388458885,0.006267565728627024,-0.01685098613352843,0.007024243605382208,0.031036008014080442,-0.011639168881758113,0.023564139754310015,-0.020738544358828805,0.02321482277398242,-0.014729077821534528,0.03283201849857162,-0.010069855690239318,0.017509982901349908,-0.027078283915281384,,,,,,,,,,,
14
+ ji2025_chili,fewshot,fewshot_n5/draw1,generated:zs_cal,zs_cal,T cell,3013.0,0.05269813962528772,0.0027034370042248526,0.005684159744479675,0.0017083967190474859,0.05242253595129784,0.005364344249024187,0.056034222057282625,0.007458568118702521,0.05483037533987204,0.007356075869386396,0.050089287878221304,0.004729525635503647,0.05011427689976478,0.0035122848497816193,,,,,,,,,,,
15
+ ji2025_chili,fewshot,fewshot_n5/draw1,generated:zs_cal,zs_cal,B cell,3263.0,-0.06929427358475052,0.004659160611671934,-0.05816612195344619,0.007439947816215903,-0.07711106111607126,-0.07065235510601754,-0.06458302159737025,-0.0512234366301932,-0.06793875782185788,-0.05823147419843149,-0.06870591698876129,-0.05624774337399187,-0.06813261039969194,-0.05447560045859686,,,,,,,,,,,
16
+ ji2025_chili,fewshot,fewshot_n5/draw1,generated:zs_cal,zs_cal,Monocyte,3157.0,0.18530016716401837,0.001126557815418564,0.12478445728264757,0.004682848486166651,0.18604149486861413,0.13153308356259055,0.18640916104726443,0.12134719203214878,0.1837627811575951,0.12440920611319568,0.18447865209099032,0.11971735062241728,0.18580874665562788,0.12691545408288554,,,,,,,,,,,
17
+ ji2025_chili,fewshot,fewshot_n5/draw1,generated:zs_cal,zs_cal,NK cell,3047.0,0.045757246506290775,0.004613576421030364,0.010460236385569519,0.00939558619487079,0.046500146707396904,0.018938479363172167,0.052948531818565195,0.022072607586861172,0.04193176847835427,0.005486843415866054,0.04591635652843091,0.0009806150180904742,0.04148942899870665,0.0048226365438577305,,,,,,,,,,,
18
+ ji2025_chili,fewshot,fewshot_n5/draw1,generated:lora5,lora5,T cell,3013.0,0.3326960888703588,0.0054981426168601135,0.3119538191265872,0.005112479977391977,0.33236890056287427,0.31160081402372625,0.3241941301764972,0.3042555596679847,0.3390602243530326,0.3180635178927025,0.33234942177892324,0.31119996627999197,0.3355077674804665,0.3146492377685306,,,,,,,,,,,
19
+ ji2025_chili,fewshot,fewshot_n5/draw1,generated:lora5,lora5,B cell,3263.0,0.043590635938205745,0.004171503239706121,0.02506560293410149,0.0057409473767945415,0.04012888527971072,0.01629756844208499,0.043599891717006595,0.025417056823964407,0.039068794222819885,0.025594278974272834,0.049217907778157446,0.025585891906757197,0.04593770069333407,0.032433218523428016,,,,,,,,,,,
20
+ ji2025_chili,fewshot,fewshot_n5/draw1,generated:lora5,lora5,Monocyte,3157.0,0.5373530232866398,0.005666768595884413,0.3622876399924548,0.006324931819688212,0.5315669180259984,0.36179172064975373,0.5421308381600694,0.3622668669635626,0.5349587682139131,0.3558814985322598,0.5335487796435308,0.35886533625588485,0.5445598123896875,0.37263277756081287,,,,,,,,,,,
21
+ ji2025_chili,fewshot,fewshot_n5/draw1,generated:lora5,lora5,NK cell,3047.0,0.1700443685584186,0.007586062820737555,0.10922509061534921,0.00888915692377781,0.16592208117871293,0.10091648031501735,0.17358709635657912,0.11081260111600746,0.1625455540615992,0.09945914892279295,0.18155974915633316,0.1200406108583579,0.16660736203886836,0.1148966118645704,,,,,,,,,,,
22
+ ji2025_chili,fewshot,fewshot_n5/draw1,generated:scsemi5,scsemi5,T cell,3013.0,0.10450723195884253,0.006682431282750407,-0.03563522121528479,0.002009722802568437,0.10368175497780208,-0.03849159539983699,0.09383496141332995,-0.03460923688981626,0.11157793238718279,-0.03347157129107618,0.10526360023145051,-0.036852449535571756,0.10817791078444725,-0.03475125296012276,,,,,,,,,,,
23
+ ji2025_chili,fewshot,fewshot_n5/draw1,generated:scsemi5,scsemi5,B cell,3263.0,0.03887402591281567,0.011203384578553455,-0.037069678454931886,0.005841136474861946,0.03138791733927592,-0.044836533289761955,0.03142692159901067,-0.033364165740627984,0.029353374608569686,-0.029869193569208734,0.05042140609119142,-0.03695898921325395,0.05178050992603063,-0.040319510461806804,,,,,,,,,,,
24
+ ji2025_chili,fewshot,fewshot_n5/draw1,generated:scsemi5,scsemi5,Monocyte,3157.0,0.3809286166687635,0.004103782390588786,0.23571075681665127,0.0058094019146591016,0.37639340813492245,0.23458810490208826,0.3847313341379604,0.22947574742471996,0.3844229286064221,0.2334232761207463,0.3766918963772157,0.23589037816660144,0.3824035160872969,0.24517627746910034,,,,,,,,,,,
25
+ ji2025_chili,fewshot,fewshot_n5/draw1,generated:scsemi5,scsemi5,NK cell,3047.0,0.1786226462298088,0.012428110027476194,0.08908398481595596,0.0043792634435379585,0.18268905182513126,0.08904256315798857,0.19499998354190598,0.09293800151138318,0.16430328516925896,0.08588751394926239,0.1829523669615147,0.08370397033081939,0.16816854365123315,0.09384787513032626,,,,,,,,,,,
26
+ ji2025_chili,fewshot,fewshot_n5/draw1,broadcast:all_usable_raw.npz@78d8ac58,,T cell,3013.0,0.17748300622488183,0.0027807599395479918,0.09317636987009029,0.0030712520098751953,0.1787439872623491,0.09558820162908295,0.17615570911142037,0.09266344762050324,0.17758381398279113,0.0944865324522066,0.17375308240709883,0.08805155428081486,0.1811784383607497,0.0950921133678437,,,,,,,,,,,78d8ac589dee9315807163c174fafde76bd890710e96c512773dfaf9151e5b86
27
+ ji2025_chili,fewshot,fewshot_n5/draw1,broadcast:all_usable_raw.npz@78d8ac58,,B cell,3263.0,0.09303283356815129,0.007351202193861833,0.019360472032274246,0.005075311449570848,0.09741487847547349,0.020628171344896928,0.08760362957694898,0.01371743729400616,0.08883063121919339,0.024438699314592884,0.10390511147782633,0.023675332021046006,0.08740991709131425,0.014342720186829253,,,,,,,,,,,78d8ac589dee9315807163c174fafde76bd890710e96c512773dfaf9151e5b86
28
+ ji2025_chili,fewshot,fewshot_n5/draw1,broadcast:all_usable_raw.npz@78d8ac58,,Monocyte,3157.0,0.39101981180216916,0.0019271852481850147,0.20986475741376776,0.006248262141337667,0.39166337162736886,0.21739982576280195,0.39109708054500286,0.21158996929223475,0.39248970753230905,0.20963858332027274,0.38770231078666684,0.20007746637507584,0.39214658851949835,0.21061794231845343,,,,,,,,,,,78d8ac589dee9315807163c174fafde76bd890710e96c512773dfaf9151e5b86
29
+ ji2025_chili,fewshot,fewshot_n5/draw1,broadcast:all_usable_raw.npz@78d8ac58,,NK cell,3047.0,0.15142277945342072,0.007660803202132359,0.0685076107035938,0.005751297355468314,0.15357291846400664,0.07330259741070103,0.15470224218964806,0.07127380155446611,0.13832008138378277,0.06440524775007363,0.15828048210527967,0.07305733131465182,0.15223817312438648,0.06049907548807644,,,,,,,,,,,78d8ac589dee9315807163c174fafde76bd890710e96c512773dfaf9151e5b86
30
+ ji2025_chili,fewshot,fewshot_n5/draw1,broadcast:all_usable_pseudo.npz@49033eab,,T cell,3013.0,0.5810428678478747,0.00786825995692388,0.5549500374330846,0.009837298891381463,0.5808958126548261,0.5505202079627135,0.5691817469656502,0.5430463283119609,0.5863559678616825,0.5610245143325547,0.5790852578271746,0.5518259425626606,0.5896955539300408,0.5683331939955328,,,,,,,,,,,49033eab3e3c50d073fe36ebfddb99f34ccf1d47b2125852ab343242d148ddc9
31
+ ji2025_chili,fewshot,fewshot_n5/draw1,broadcast:all_usable_pseudo.npz@49033eab,,B cell,3263.0,0.38800506008793745,0.015070561337986111,0.3463538097181949,0.01626792037631626,0.39521579299181675,0.34946571430030426,0.37311930911342184,0.3418768990637349,0.3931700980811455,0.3549143581478896,0.40665371862435207,0.364316225807021,0.37186638162895097,0.3211958512720247,,,,,,,,,,,49033eab3e3c50d073fe36ebfddb99f34ccf1d47b2125852ab343242d148ddc9
32
+ ji2025_chili,fewshot,fewshot_n5/draw1,broadcast:all_usable_pseudo.npz@49033eab,,Monocyte,3157.0,0.602199078937111,0.022240332446452658,0.3514427572116953,0.023950260874618896,0.6280764049687839,0.3750887101518126,0.5799127147769536,0.34341449546143654,0.6132514763016128,0.3471668641467149,0.5778063412539746,0.31759141765574733,0.6119484573842298,0.3739522986427653,,,,,,,,,,,49033eab3e3c50d073fe36ebfddb99f34ccf1d47b2125852ab343242d148ddc9
33
+ ji2025_chili,fewshot,fewshot_n5/draw1,broadcast:all_usable_pseudo.npz@49033eab,,NK cell,3047.0,0.6479296566700652,0.00559767721286609,0.5834807718814234,0.006314783208653191,0.6540593529832611,0.5892360101183163,0.6442890469519256,0.5856199762571476,0.6414481498865273,0.5731879245564261,0.6464237884499193,0.5872283174961596,0.6534279450786927,0.5821316309790676,,,,,,,,,,,49033eab3e3c50d073fe36ebfddb99f34ccf1d47b2125852ab343242d148ddc9
34
+ ji2025_chili,fewshot,fewshot_n5/draw1,broadcast:test_cal.npz@79890ab3,,T cell,3013.0,0.16428890422794126,0.00340090575144715,0.10465886258450632,0.003676124499515512,0.1635698871350119,0.10560952433586657,0.16025181265077,0.10196506698270771,0.167001216354743,0.10701326250138322,0.16214818044581028,0.09987186531908025,0.16847342455337122,0.10883459378349378,,,,,,,,,,,79890ab3b647143499307219e94c5489041c476a2ba08be9b5de944da6f0b7c9
35
+ ji2025_chili,fewshot,fewshot_n5/draw1,broadcast:test_cal.npz@79890ab3,,B cell,3263.0,0.09008200615254111,0.006303008545019083,0.031466332763180144,0.007127729823282128,0.09296143780977263,0.03341528651646527,0.08431839088529176,0.024502031605785183,0.09230782692608858,0.03922102517005886,0.0979021915198014,0.03669328661714149,0.08292018362175119,0.02350003390644993,,,,,,,,,,,79890ab3b647143499307219e94c5489041c476a2ba08be9b5de944da6f0b7c9
36
+ ji2025_chili,fewshot,fewshot_n5/draw1,broadcast:test_cal.npz@79890ab3,,Monocyte,3157.0,0.35044549237883954,0.0031315258245706587,0.21427977406288062,0.007955428902369199,0.3531331020475496,0.22325899767737603,0.34981253895115394,0.21683946612057128,0.35199539199489216,0.21352046824311588,0.3452739905112006,0.2015653402614248,0.3520124383894015,0.21621459801191512,,,,,,,,,,,79890ab3b647143499307219e94c5489041c476a2ba08be9b5de944da6f0b7c9
37
+ ji2025_chili,fewshot,fewshot_n5/draw1,broadcast:test_cal.npz@79890ab3,,NK cell,3047.0,0.12429144048604839,0.005720638447048696,0.07636141063343511,0.005158084675930039,0.12576816216616715,0.07903623335852285,0.1272079236013096,0.07807381991105501,0.11443521417678082,0.07490846923580317,0.12904145776950784,0.0815994968171721,0.12500444471647656,0.06818903384462247,,,,,,,,,,,79890ab3b647143499307219e94c5489041c476a2ba08be9b5de944da6f0b7c9
38
+ ji2025_chili,fewshot,fewshot_n5/draw1,broadcast:test_raw.npz@0c873c5d,,T cell,3013.0,0.17748300622488183,0.0027807599395479918,0.09317636987009029,0.0030712520098751953,0.1787439872623491,0.09558820162908295,0.17615570911142037,0.09266344762050324,0.17758381398279113,0.0944865324522066,0.17375308240709883,0.08805155428081486,0.1811784383607497,0.0950921133678437,,,,,,,,,,,0c873c5de82a9be4c2aba3f1670dddf902c32b351a99677e819367a603fb3bb4
39
+ ji2025_chili,fewshot,fewshot_n5/draw1,broadcast:test_raw.npz@0c873c5d,,B cell,3263.0,0.09303283356815129,0.007351202193861833,0.019360472032274246,0.005075311449570848,0.09741487847547349,0.020628171344896928,0.08760362957694898,0.01371743729400616,0.08883063121919339,0.024438699314592884,0.10390511147782633,0.023675332021046006,0.08740991709131425,0.014342720186829253,,,,,,,,,,,0c873c5de82a9be4c2aba3f1670dddf902c32b351a99677e819367a603fb3bb4
40
+ ji2025_chili,fewshot,fewshot_n5/draw1,broadcast:test_raw.npz@0c873c5d,,Monocyte,3157.0,0.39101981180216916,0.0019271852481850147,0.20986475741376776,0.006248262141337667,0.39166337162736886,0.21739982576280195,0.39109708054500286,0.21158996929223475,0.39248970753230905,0.20963858332027274,0.38770231078666684,0.20007746637507584,0.39214658851949835,0.21061794231845343,,,,,,,,,,,0c873c5de82a9be4c2aba3f1670dddf902c32b351a99677e819367a603fb3bb4
41
+ ji2025_chili,fewshot,fewshot_n5/draw1,broadcast:test_raw.npz@0c873c5d,,NK cell,3047.0,0.15142277945342072,0.007660803202132359,0.0685076107035938,0.005751297355468314,0.15357291846400664,0.07330259741070103,0.15470224218964806,0.07127380155446611,0.13832008138378277,0.06440524775007363,0.15828048210527967,0.07305733131465182,0.15223817312438648,0.06049907548807644,,,,,,,,,,,0c873c5de82a9be4c2aba3f1670dddf902c32b351a99677e819367a603fb3bb4
42
+ ji2025_chili,fewshot,fewshot_n5/draw1,split_half_A_vs_B,,mean4,,0.8839875692912933,0.002874667672659483,0.7765443349108496,0.004341740438440239,0.8814997772615848,0.7728412201249508,0.8859144356043438,0.7826907630880139,0.8865766194975155,0.7795230895119117,0.8802908676280876,0.774244890549219,0.8856561464649346,0.7734217112801531,0.9362123886704333,0.9672438742086434,0.8687250471476433,0.9310783609332376,,,,,,,
43
+ ji2025_chili,fewshot,fewshot_n5/draw1,generated:zs_raw,zs_raw,mean4,,0.0370474557100814,0.0021439187565309484,0.02928318254841377,0.0033355913825151334,0.03984114292174738,0.03318587284560959,0.03438423993273909,0.02609945552847913,0.037130132706321727,0.027715068318402192,0.03825590856917402,0.03256415954440289,0.03562585442042479,0.026851356505175072,,,,,,,,,,,
44
+ ji2025_chili,fewshot,fewshot_n5/draw1,generated:zs_pseudo,zs_pseudo,mean4,,0.1420948121291085,0.0026902988132151045,0.13251225915585912,0.0043656863418015624,0.14462923869557306,0.13712916876529682,0.13809773967859493,0.12674466209576887,0.14212107374657873,0.13400537742868132,0.14447412362428924,0.13545294084622786,0.14115188490050648,0.12922914664332083,,,,,,,,,,,
45
+ ji2025_chili,fewshot,fewshot_n5/draw1,generated:zs_cal,zs_cal,mean4,,0.05361531992771158,0.0023334309129817913,0.020690682864812644,0.0027773057964722994,0.0519632791028094,0.02129588801719234,0.0577022233314355,0.02491373277687982,0.053146541788490875,0.019755162800004163,0.05294459487722031,0.017294936975504886,0.05231996053860184,0.020193693754482007,,,,,,,,,,,
46
+ ji2025_chili,fewshot,fewshot_n5/draw1,generated:lora5,lora5,mean4,,0.2709210291634057,0.002797782189197951,0.2021330381671232,0.0042884981161176675,0.2674966962618241,0.19765164585764558,0.2708779891025381,0.20068802114287979,0.2689083352128412,0.19974961108050704,0.2741689645892362,0.203922951325248,0.27315316065058914,0.20865296142933548,,,,,,,,,,,
47
+ ji2025_chili,fewshot,fewshot_n5/draw1,generated:scsemi5,scsemi5,mean4,,0.17573313019255762,0.0027069806263996465,0.06302246049059763,0.002305029628227393,0.17353803306928292,0.06007563484261948,0.17624830017305176,0.06361008657641473,0.17241438019285837,0.06399250630243095,0.17883231741534308,0.06144572743714878,0.17763262011225198,0.06598834729437426,,,,,,,,,,,
48
+ ji2025_chili,fewshot,fewshot_n5/draw1,broadcast:all_usable_raw.npz@78d8ac58,,mean4,,0.20323960776215574,0.0026351557240117673,0.09772730250493152,0.002522300636117389,0.20534878895729952,0.10172969903687071,0.2023896653557551,0.09731116394030256,0.1993060585295191,0.09824226570928646,0.20591024669421792,0.09621542099789714,0.2032432792739872,0.09513796284030071,,,,,,,,,,,78d8ac589dee9315807163c174fafde76bd890710e96c512773dfaf9151e5b86
49
+ ji2025_chili,fewshot,fewshot_n5/draw1,broadcast:all_usable_pseudo.npz@49033eab,,mean4,,0.5547941658857469,0.008544506269166592,0.4590568440610996,0.005008955852527035,0.564561840899672,0.46607766063328665,0.5416257044519878,0.45348942477356996,0.558556423032742,0.4590734152958963,0.5524922765388551,0.4552404758803971,0.5567345845054785,0.46140324372234764,,,,,,,,,,,49033eab3e3c50d073fe36ebfddb99f34ccf1d47b2125852ab343242d148ddc9
50
+ ji2025_chili,fewshot,fewshot_n5/draw1,broadcast:test_cal.npz@79890ab3,,mean4,,0.1822769608113426,0.0014576721307237974,0.10669159501100053,0.0026612150122302045,0.18385814728962532,0.11033001047205768,0.18039766652213132,0.1053450961550298,0.18143491236312614,0.10866580628759029,0.18359145506158003,0.10493249725370465,0.1821026228202501,0.10418456488662031,,,,,,,,,,,79890ab3b647143499307219e94c5489041c476a2ba08be9b5de944da6f0b7c9
51
+ ji2025_chili,fewshot,fewshot_n5/draw1,broadcast:test_raw.npz@0c873c5d,,mean4,,0.20323960776215574,0.0026351557240117673,0.09772730250493152,0.002522300636117389,0.20534878895729952,0.10172969903687071,0.2023896653557551,0.09731116394030256,0.1993060585295191,0.09824226570928646,0.20591024669421792,0.09621542099789714,0.2032432792739872,0.09513796284030071,,,,,,,,,,,0c873c5de82a9be4c2aba3f1670dddf902c32b351a99677e819367a603fb3bb4
paper-releases/pbisc-diffusion/updates/20261002T085943Z-deck-restructure-contrast-metrics-zeroshot-len/diffusion/dataset/server_1/model8/plans/paired_finetune_intradataset_20260927/scores_contrast/ji2025_chili/fewshot_n5/draw1/contrast.csv ADDED
@@ -0,0 +1,51 @@
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
1
+ dataset,design,unit,arm,celltype,statistic,label,n_genes,pearson_r_generated,spearman_r_generated,pearson_r_broadcast,spearman_r_broadcast,partial_r_generated_given_broadcast,r_generated_vs_broadcast,condition,condition_sha256,pearson_r_generated_scorer,pearson_r_broadcast_scorer,partial_r_generated_given_broadcast_scorer,r_generated_vs_broadcast_scorer
2
+ ji2025_chili,fewshot,fewshot_n5/draw1,zs_raw,T cell,mean_cp10k,"Zero-shot, real bulk",3013.0,0.09120774996698224,0.09153109816802386,0.17723815953863759,0.09293506310777112,0.05525869651963999,0.21493660679680923,all_usable_raw.npz@78d8ac58,78d8ac589dee9315807163c174fafde76bd890710e96c512773dfaf9151e5b86,0.0912077499669822,0.1772381595386375,0.0552586965196399,0.2149366067968092
3
+ ji2025_chili,fewshot,fewshot_n5/draw1,zs_raw,T cell,pseudobulk_log1p_cpm,"Zero-shot, real bulk",3013.0,0.07930745232938073,0.08709749650759636,0.2548071458258705,0.20073577379084256,0.052727708633713094,0.11241191225935068,all_usable_raw.npz@78d8ac58,78d8ac589dee9315807163c174fafde76bd890710e96c512773dfaf9151e5b86,0.0793074523293807,0.2548071458258705,0.052727708633713,0.1124119122593506
4
+ ji2025_chili,fewshot,fewshot_n5/draw1,zs_raw,B cell,mean_cp10k,"Zero-shot, real bulk",3263.0,-0.08538870004785508,-0.0585543608165339,0.09853768043196273,0.017094295399861195,-0.09662305833643418,0.10395209370325831,all_usable_raw.npz@78d8ac58,78d8ac589dee9315807163c174fafde76bd890710e96c512773dfaf9151e5b86,-0.085388700047855,0.0985376804319627,-0.0966230583364341,0.1039520937032583
5
+ ji2025_chili,fewshot,fewshot_n5/draw1,zs_raw,B cell,pseudobulk_log1p_cpm,"Zero-shot, real bulk",3263.0,-0.0789765602195317,-0.08903867855064614,0.035183033974984575,0.01194512065682258,-0.08170035920846572,0.07024722484233692,all_usable_raw.npz@78d8ac58,78d8ac589dee9315807163c174fafde76bd890710e96c512773dfaf9151e5b86,-0.0789765602195317,0.0351830339749845,-0.0817003592084657,0.0702472248423369
6
+ ji2025_chili,fewshot,fewshot_n5/draw1,zs_raw,Monocyte,mean_cp10k,"Zero-shot, real bulk",3157.0,0.18936239321359882,0.15512365790993285,0.3948466424201932,0.2176172465060962,0.1042269056299651,0.24442057234788264,all_usable_raw.npz@78d8ac58,78d8ac589dee9315807163c174fafde76bd890710e96c512773dfaf9151e5b86,0.1893623932135988,0.3948466424201932,0.1042269056299651,0.2444205723478826
7
+ ji2025_chili,fewshot,fewshot_n5/draw1,zs_raw,Monocyte,pseudobulk_log1p_cpm,"Zero-shot, real bulk",3157.0,0.11585336602335179,0.09586184953465683,0.3639773066663638,0.24330746285063562,0.0690756541037984,0.14336153271563493,all_usable_raw.npz@78d8ac58,78d8ac589dee9315807163c174fafde76bd890710e96c512773dfaf9151e5b86,0.1158533660233517,0.3639773066663638,0.0690756541037984,0.1433615327156349
8
+ ji2025_chili,fewshot,fewshot_n5/draw1,zs_raw,NK cell,mean_cp10k,"Zero-shot, real bulk",3047.0,-0.047345546479456484,-0.07396972287328792,0.16105690782451637,0.07254990286194747,-0.072702096097444,0.14672382576492923,all_usable_raw.npz@78d8ac58,78d8ac589dee9315807163c174fafde76bd890710e96c512773dfaf9151e5b86,-0.0473455464794564,0.1610569078245163,-0.072702096097444,0.1467238257649292
9
+ ji2025_chili,fewshot,fewshot_n5/draw1,zs_raw,NK cell,pseudobulk_log1p_cpm,"Zero-shot, real bulk",3047.0,-0.00038496417859641745,0.01666940535440601,0.1345214411691737,0.09169481496112418,-0.01379461398437853,0.09826030121629427,all_usable_raw.npz@78d8ac58,78d8ac589dee9315807163c174fafde76bd890710e96c512773dfaf9151e5b86,-0.0003849641785964,0.1345214411691737,-0.0137946139843785,0.0982603012162942
10
+ ji2025_chili,fewshot,fewshot_n5/draw1,zs_pseudo,T cell,mean_cp10k,"Zero-shot, sc pseudobulk input (reference)",3013.0,0.1614760478589029,0.23607467985969172,0.5835467459958484,0.5618374896580608,-0.061406944409339206,0.3565538359466978,all_usable_pseudo.npz@49033eab,49033eab3e3c50d073fe36ebfddb99f34ccf1d47b2125852ab343242d148ddc9,0.1614760478589029,0.5835467459958484,-0.0614069444093392,0.3565538359466978
11
+ ji2025_chili,fewshot,fewshot_n5/draw1,zs_pseudo,T cell,pseudobulk_log1p_cpm,"Zero-shot, sc pseudobulk input (reference)",3013.0,0.06261104999432994,0.09291073529890038,0.6856894087323374,0.6586024174305386,-0.1126599522916173,0.2082825165652274,all_usable_pseudo.npz@49033eab,49033eab3e3c50d073fe36ebfddb99f34ccf1d47b2125852ab343242d148ddc9,0.0626110499943299,0.6856894087323374,-0.1126599522916173,0.2082825165652274
12
+ ji2025_chili,fewshot,fewshot_n5/draw1,zs_pseudo,B cell,mean_cp10k,"Zero-shot, sc pseudobulk input (reference)",3263.0,0.08432530047465013,0.08541416756553731,0.41097262762192954,0.3732029965287732,0.02830245899396326,0.1430479255834346,all_usable_pseudo.npz@49033eab,49033eab3e3c50d073fe36ebfddb99f34ccf1d47b2125852ab343242d148ddc9,0.0843253004746501,0.4109726276219295,0.0283024589939632,0.1430479255834346
13
+ ji2025_chili,fewshot,fewshot_n5/draw1,zs_pseudo,B cell,pseudobulk_log1p_cpm,"Zero-shot, sc pseudobulk input (reference)",3263.0,0.054762074398442016,0.044894681508108776,0.34526006951237354,0.29528015359487503,0.033255054307334476,0.06842703855728026,all_usable_pseudo.npz@49033eab,49033eab3e3c50d073fe36ebfddb99f34ccf1d47b2125852ab343242d148ddc9,0.054762074398442,0.3452600695123735,0.0332550543073344,0.0684270385572802
14
+ ji2025_chili,fewshot,fewshot_n5/draw1,zs_pseudo,Monocyte,mean_cp10k,"Zero-shot, sc pseudobulk input (reference)",3157.0,0.3103781771669419,0.23605074943405213,0.6151178075520167,0.371583572366159,0.2588771954902937,0.17806713135402427,all_usable_pseudo.npz@49033eab,49033eab3e3c50d073fe36ebfddb99f34ccf1d47b2125852ab343242d148ddc9,0.3103781771669419,0.6151178075520167,0.2588771954902937,0.1780671313540242
15
+ ji2025_chili,fewshot,fewshot_n5/draw1,zs_pseudo,Monocyte,pseudobulk_log1p_cpm,"Zero-shot, sc pseudobulk input (reference)",3157.0,0.20928210693476063,0.18214652688425384,0.7229337265233352,0.5902025606534621,0.09208208671861395,0.20332423205311836,all_usable_pseudo.npz@49033eab,49033eab3e3c50d073fe36ebfddb99f34ccf1d47b2125852ab343242d148ddc9,0.2092821069347606,0.7229337265233352,0.0920820867186139,0.2033242320531183
16
+ ji2025_chili,fewshot,fewshot_n5/draw1,zs_pseudo,NK cell,mean_cp10k,"Zero-shot, sc pseudobulk input (reference)",3047.0,0.02777498977184546,-0.020693219197418785,0.6765720945945133,0.62402923823072,-0.05525756485432743,0.10088761817519609,all_usable_pseudo.npz@49033eab,49033eab3e3c50d073fe36ebfddb99f34ccf1d47b2125852ab343242d148ddc9,0.0277749897718454,0.6765720945945133,-0.0552575648543274,0.100887618175196
17
+ ji2025_chili,fewshot,fewshot_n5/draw1,zs_pseudo,NK cell,pseudobulk_log1p_cpm,"Zero-shot, sc pseudobulk input (reference)",3047.0,0.06343279454527773,0.02929329386904406,0.6141851519359288,0.5538678162426061,-0.000858797676226281,0.10437703174882364,all_usable_pseudo.npz@49033eab,49033eab3e3c50d073fe36ebfddb99f34ccf1d47b2125852ab343242d148ddc9,0.0634327945452777,0.6141851519359288,-0.0008587976762262,0.1043770317488236
18
+ ji2025_chili,fewshot,fewshot_n5/draw1,zs_cal,T cell,mean_cp10k,Zero-shot + calibration,3013.0,0.05115505274556874,0.003855214339672979,0.16382000280466305,0.10448391177080463,0.026419211641922447,0.1550978800792752,test_cal.npz@79890ab3,79890ab3b647143499307219e94c5489041c476a2ba08be9b5de944da6f0b7c9,0.0511550527455687,0.163820002804663,0.0264192116419224,0.1550978800792752
19
+ ji2025_chili,fewshot,fewshot_n5/draw1,zs_cal,T cell,pseudobulk_log1p_cpm,Zero-shot + calibration,3013.0,0.07769268343733657,0.06866782339487375,0.2421801243331597,0.19945132043056485,0.049582739717188594,0.12369048069488399,test_cal.npz@79890ab3,79890ab3b647143499307219e94c5489041c476a2ba08be9b5de944da6f0b7c9,0.0776926834373365,0.2421801243331597,0.0495827397171885,0.1236904806948839
20
+ ji2025_chili,fewshot,fewshot_n5/draw1,zs_cal,B cell,mean_cp10k,Zero-shot + calibration,3263.0,-0.07672770889023967,-0.06949160892867566,0.0939205874793093,0.03223706984972127,-0.08268361194730359,0.05804504566856364,test_cal.npz@79890ab3,79890ab3b647143499307219e94c5489041c476a2ba08be9b5de944da6f0b7c9,-0.0767277088902396,0.0939205874793093,-0.0826836119473035,0.0580450456685636
21
+ ji2025_chili,fewshot,fewshot_n5/draw1,zs_cal,B cell,pseudobulk_log1p_cpm,Zero-shot + calibration,3263.0,-0.024465040644848984,-0.025215088813398776,0.031135581556966135,0.008366048661642747,-0.025904545477242916,0.044988094975735284,test_cal.npz@79890ab3,79890ab3b647143499307219e94c5489041c476a2ba08be9b5de944da6f0b7c9,-0.0244650406448489,0.0311355815569661,-0.0259045454772429,0.0449880949757352
22
+ ji2025_chili,fewshot,fewshot_n5/draw1,zs_cal,Monocyte,mean_cp10k,Zero-shot + calibration,3157.0,0.18833011399586636,0.12559370194472316,0.35408891661600267,0.22337286010715637,0.11988017946309168,0.2232378619810085,test_cal.npz@79890ab3,79890ab3b647143499307219e94c5489041c476a2ba08be9b5de944da6f0b7c9,0.1883301139958663,0.3540889166160026,0.1198801794630916,0.2232378619810085
23
+ ji2025_chili,fewshot,fewshot_n5/draw1,zs_cal,Monocyte,pseudobulk_log1p_cpm,Zero-shot + calibration,3157.0,0.10549026668048991,0.09861817860434392,0.34549669261206867,0.24425690337547007,0.06296995822161726,0.1358799194304317,test_cal.npz@79890ab3,79890ab3b647143499307219e94c5489041c476a2ba08be9b5de944da6f0b7c9,0.1054902666804899,0.3454966926120686,0.0629699582216172,0.1358799194304317
24
+ ji2025_chili,fewshot,fewshot_n5/draw1,zs_cal,NK cell,mean_cp10k,Zero-shot + calibration,3047.0,0.05181911949816141,0.011012481499072106,0.13324858428815947,0.081961194041203,0.040217002889893,0.09100386783800737,test_cal.npz@79890ab3,79890ab3b647143499307219e94c5489041c476a2ba08be9b5de944da6f0b7c9,0.0518191194981614,0.1332485842881594,0.040217002889893,0.0910038678380073
25
+ ji2025_chili,fewshot,fewshot_n5/draw1,zs_cal,NK cell,pseudobulk_log1p_cpm,Zero-shot + calibration,3047.0,0.012545030767228092,0.0025542736748372396,0.12440149036539715,0.08698693896244161,0.004271790506103972,0.06684730629040729,test_cal.npz@79890ab3,79890ab3b647143499307219e94c5489041c476a2ba08be9b5de944da6f0b7c9,0.012545030767228,0.1244014903653971,0.0042717905061039,0.0668473062904072
26
+ ji2025_chili,fewshot,fewshot_n5/draw1,lora5,T cell,mean_cp10k,"LoRA, 5 donors",3013.0,0.3331644845860777,0.31472575583656054,0.17723815953863759,0.09293506310777112,0.3027779047161595,0.2533369713860348,test_raw.npz@0c873c5d,0c873c5de82a9be4c2aba3f1670dddf902c32b351a99677e819367a603fb3bb4,0.3331644845860777,0.1772381595386375,0.3027779047161595,0.2533369713860348
27
+ ji2025_chili,fewshot,fewshot_n5/draw1,lora5,T cell,pseudobulk_log1p_cpm,"LoRA, 5 donors",3013.0,0.23918771166417382,0.20674843584573813,0.2548071458258705,0.20073577379084256,0.1999681635026436,0.1942827271524107,test_raw.npz@0c873c5d,0c873c5de82a9be4c2aba3f1670dddf902c32b351a99677e819367a603fb3bb4,0.2391877116641738,0.2548071458258705,0.1999681635026436,0.1942827271524107
28
+ ji2025_chili,fewshot,fewshot_n5/draw1,lora5,B cell,mean_cp10k,"LoRA, 5 donors",3263.0,0.04791963320908833,0.02787393032788889,0.09853768043196273,0.017094295399861195,0.03903999053287829,0.09377987567764058,test_raw.npz@0c873c5d,0c873c5de82a9be4c2aba3f1670dddf902c32b351a99677e819367a603fb3bb4,0.0479196332090883,0.0985376804319627,0.0390399905328782,0.0937798756776405
29
+ ji2025_chili,fewshot,fewshot_n5/draw1,lora5,B cell,pseudobulk_log1p_cpm,"LoRA, 5 donors",3263.0,0.0064309747502315166,0.005874595155064155,0.035183033974984575,0.01194512065682258,0.005352098540160926,0.030831125694201017,test_raw.npz@0c873c5d,0c873c5de82a9be4c2aba3f1670dddf902c32b351a99677e819367a603fb3bb4,0.0064309747502315,0.0351830339749845,0.0053520985401609,0.030831125694201
30
+ ji2025_chili,fewshot,fewshot_n5/draw1,lora5,Monocyte,mean_cp10k,"LoRA, 5 donors",3157.0,0.5439173460734792,0.3710357545471642,0.3948466424201932,0.2176172465060962,0.4758243406252462,0.3339218332702261,test_raw.npz@0c873c5d,0c873c5de82a9be4c2aba3f1670dddf902c32b351a99677e819367a603fb3bb4,0.5439173460734792,0.3948466424201932,0.4758243406252462,0.3339218332702261
31
+ ji2025_chili,fewshot,fewshot_n5/draw1,lora5,Monocyte,pseudobulk_log1p_cpm,"LoRA, 5 donors",3157.0,0.41550180430911177,0.3608533838833985,0.3639773066663638,0.24330746285063562,0.3855915235434098,0.16904158412702305,test_raw.npz@0c873c5d,0c873c5de82a9be4c2aba3f1670dddf902c32b351a99677e819367a603fb3bb4,0.4155018043091117,0.3639773066663638,0.3855915235434098,0.169041584127023
32
+ ji2025_chili,fewshot,fewshot_n5/draw1,lora5,NK cell,mean_cp10k,"LoRA, 5 donors",3047.0,0.1777377385992722,0.12170081716906314,0.16105690782451637,0.07254990286194747,0.15041681432231754,0.20055526276025054,test_raw.npz@0c873c5d,0c873c5de82a9be4c2aba3f1670dddf902c32b351a99677e819367a603fb3bb4,0.1777377385992722,0.1610569078245163,0.1504168143223175,0.2005552627602505
33
+ ji2025_chili,fewshot,fewshot_n5/draw1,lora5,NK cell,pseudobulk_log1p_cpm,"LoRA, 5 donors",3047.0,0.07927077730562077,0.08345540750965617,0.1345214411691737,0.09169481496112418,0.06871118708628146,0.08497058890349356,test_raw.npz@0c873c5d,0c873c5de82a9be4c2aba3f1670dddf902c32b351a99677e819367a603fb3bb4,0.0792707773056207,0.1345214411691737,0.0687111870862814,0.0849705889034935
34
+ ji2025_chili,fewshot,fewshot_n5/draw1,scsemi5,T cell,mean_cp10k,"scSemiProfiler, 5 donors",3013.0,0.1034515296836295,-0.03795161987500088,0.17723815953863759,0.09293506310777112,0.05877469558816782,0.2693875128829649,test_raw.npz@0c873c5d,0c873c5de82a9be4c2aba3f1670dddf902c32b351a99677e819367a603fb3bb4,0.1034515296836295,0.1772381595386375,0.0587746955881678,0.2693875128829649
35
+ ji2025_chili,fewshot,fewshot_n5/draw1,scsemi5,T cell,pseudobulk_log1p_cpm,"scSemiProfiler, 5 donors",3013.0,0.05159926939869239,0.03138640480732489,0.2548071458258705,0.20073577379084256,-9.707136854942909e-05,0.20286395293143222,test_raw.npz@0c873c5d,0c873c5de82a9be4c2aba3f1670dddf902c32b351a99677e819367a603fb3bb4,0.0515992693986923,0.2548071458258705,-9.707136854942909e-05,0.2028639529314322
36
+ ji2025_chili,fewshot,fewshot_n5/draw1,scsemi5,B cell,mean_cp10k,"scSemiProfiler, 5 donors",3263.0,0.04458429410699153,-0.035557587220990415,0.09853768043196273,0.017094295399861195,0.022601199095580803,0.2303475339289901,test_raw.npz@0c873c5d,0c873c5de82a9be4c2aba3f1670dddf902c32b351a99677e819367a603fb3bb4,0.0445842941069915,0.0985376804319627,0.0226011990955808,0.2303475339289901
37
+ ji2025_chili,fewshot,fewshot_n5/draw1,scsemi5,B cell,pseudobulk_log1p_cpm,"scSemiProfiler, 5 donors",3263.0,0.0755047754121241,0.044016236650935486,0.035183033974984575,0.01194512065682258,0.07113974576439776,0.14738678369336317,test_raw.npz@0c873c5d,0c873c5de82a9be4c2aba3f1670dddf902c32b351a99677e819367a603fb3bb4,0.0755047754121241,0.0351830339749845,0.0711397457643977,0.1473867836933631
38
+ ji2025_chili,fewshot,fewshot_n5/draw1,scsemi5,Monocyte,mean_cp10k,"scSemiProfiler, 5 donors",3157.0,0.38308214999515916,0.23961829814464858,0.3948466424201932,0.2176172465060962,0.31983088468701987,0.24955357942693934,test_raw.npz@0c873c5d,0c873c5de82a9be4c2aba3f1670dddf902c32b351a99677e819367a603fb3bb4,0.3830821499951591,0.3948466424201932,0.3198308846870198,0.2495535794269393
39
+ ji2025_chili,fewshot,fewshot_n5/draw1,scsemi5,Monocyte,pseudobulk_log1p_cpm,"scSemiProfiler, 5 donors",3157.0,0.2908006069952707,0.2263169944634801,0.3639773066663638,0.24330746285063562,0.25196689079771395,0.1627756104703807,test_raw.npz@0c873c5d,0c873c5de82a9be4c2aba3f1670dddf902c32b351a99677e819367a603fb3bb4,0.2908006069952707,0.3639773066663638,0.2519668907977139,0.1627756104703807
40
+ ji2025_chili,fewshot,fewshot_n5/draw1,scsemi5,NK cell,mean_cp10k,"scSemiProfiler, 5 donors",3047.0,0.18954442663389628,0.09467306795180203,0.16105690782451637,0.07254990286194747,0.16110816593227764,0.21207647694765908,test_raw.npz@0c873c5d,0c873c5de82a9be4c2aba3f1670dddf902c32b351a99677e819367a603fb3bb4,0.1895444266338962,0.1610569078245163,0.1611081659322776,0.212076476947659
41
+ ji2025_chili,fewshot,fewshot_n5/draw1,scsemi5,NK cell,pseudobulk_log1p_cpm,"scSemiProfiler, 5 donors",3047.0,0.15957245434659692,0.07442136910050373,0.1345214411691737,0.09169481496112418,0.1399277128817077,0.17059886846687183,test_raw.npz@0c873c5d,0c873c5de82a9be4c2aba3f1670dddf902c32b351a99677e819367a603fb3bb4,0.1595724543465969,0.1345214411691737,0.1399277128817077,0.1705988684668718
42
+ ji2025_chili,fewshot,fewshot_n5/draw1,zs_raw,mean4,mean_cp10k,"Zero-shot, real bulk",,0.03695897416331737,0.028532668097033722,0.20791984755382747,0.100049126968919,-0.002459888071068273,0.17750827465321986,,,0.0369589741633174,0.20791984755382742,-0.0024598880710682766,0.17750827465321983
43
+ ji2025_chili,fewshot,fewshot_n5/draw1,zs_raw,mean4,pseudobulk_log1p_cpm,"Zero-shot, real bulk",,0.028949823488651102,0.02764751821150327,0.19712223190909817,0.13692079306485624,0.006577097386166812,0.1060702427584042,,,0.028949823488651074,0.1971222319090981,0.006577097386166799,0.10607024275840415
44
+ ji2025_chili,fewshot,fewshot_n5/draw1,zs_pseudo,mean4,mean_cp10k,"Zero-shot, sc pseudobulk input (reference)",,0.14598862881808508,0.1342115944154656,0.5715523189410769,0.4826633241959282,0.04262878630514758,0.1946391277648382,,,0.14598862881808508,0.5715523189410769,0.042628786305147576,0.19463912776483813
45
+ ji2025_chili,fewshot,fewshot_n5/draw1,zs_pseudo,mean4,pseudobulk_log1p_cpm,"Zero-shot, sc pseudobulk input (reference)",,0.09752200646820258,0.08731130939007677,0.5920170891759937,0.5244882369803705,0.002954597764526212,0.14610270473111242,,,0.09752200646820255,0.5920170891759937,0.0029545977645262012,0.1461027047311124
46
+ ji2025_chili,fewshot,fewshot_n5/draw1,zs_cal,mean4,mean_cp10k,Zero-shot + calibration,,0.05364414433733922,0.017742447213698147,0.18626952279703363,0.11051375894222132,0.025958195511900886,0.1318461638917137,,,0.0536441443373392,0.18626952279703357,0.025958195511900872,0.13184616389171364
47
+ ji2025_chili,fewshot,fewshot_n5/draw1,zs_cal,mean4,pseudobulk_log1p_cpm,Zero-shot + calibration,,0.042815735060051395,0.03615629671516403,0.1858034722168979,0.13476530285752983,0.022729985741916727,0.09285145034786457,,,0.04281573506005137,0.18580347221689786,0.022729985741916675,0.0928514503478645
48
+ ji2025_chili,fewshot,fewshot_n5/draw1,lora5,mean4,mean_cp10k,"LoRA, 5 donors",,0.27568480061697936,0.2088340644701692,0.20791984755382747,0.100049126968919,0.2420147625491504,0.220398485773538,,,0.27568480061697936,0.20791984755382742,0.24201476254915033,0.220398485773538
49
+ ji2025_chili,fewshot,fewshot_n5/draw1,lora5,mean4,pseudobulk_log1p_cpm,"LoRA, 5 donors",,0.18509781700728445,0.16423295559846424,0.19712223190909817,0.13692079306485624,0.16490574316812392,0.11978150646928208,,,0.18509781700728442,0.1971222319090981,0.16490574316812392,0.11978150646928205
50
+ ji2025_chili,fewshot,fewshot_n5/draw1,scsemi5,mean4,mean_cp10k,"scSemiProfiler, 5 donors",,0.1801656001049191,0.06519553975011483,0.20791984755382747,0.100049126968919,0.14057873632576154,0.24034127579663836,,,0.18016560010491905,0.20791984755382742,0.1405787363257615,0.2403412757966383
51
+ ji2025_chili,fewshot,fewshot_n5/draw1,scsemi5,mean4,pseudobulk_log1p_cpm,"scSemiProfiler, 5 donors",,0.14436927653817103,0.09403525125556104,0.19712223190909817,0.13692079306485624,0.11573431951881749,0.17090630389051198,,,0.144369276538171,0.1971222319090981,0.11573431951881746,0.17090630389051195
paper-releases/pbisc-diffusion/updates/20261002T085943Z-deck-restructure-contrast-metrics-zeroshot-len/diffusion/dataset/server_1/model8/plans/paired_finetune_intradataset_20260927/scores_contrast/ji2025_chili/fewshot_n5/draw1/deg_limma.csv ADDED
@@ -0,0 +1,76 @@
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
1
+ dataset,design,unit,arm,celltype,method,deg_scored,pred_defined,overlap,overlap_scorer,obs_list_size,gen_list_size,n_sig_obs,n_sig_gen,n_tested_obs,n_tested_gen,G_both,chance_overlap,broadcast_overlap,broadcast_overlap_scorer,broadcast_list_size,n_sig_broadcast,n_tested_broadcast,G_both_broadcast,broadcast_chance_overlap,condition
2
+ ji2025_chili,fewshot,fewshot_n5/draw1,zs_raw,T cell,welch,True,True,0,0.0,50,0,1824,0,5685,4217,4206,0.0,0,0.0,0,0,5501,5455,0.0,all_usable_raw.npz@78d8ac58
3
+ ji2025_chili,fewshot,fewshot_n5/draw1,zs_raw,B cell,welch,True,True,0,0.0,43,2,43,2,5377,3129,3120,0.027564102564102563,0,0.0,0,0,5501,5208,0.0,all_usable_raw.npz@78d8ac58
4
+ ji2025_chili,fewshot,fewshot_n5/draw1,zs_raw,Monocyte,welch,True,True,0,0.0,50,0,113,0,5696,4298,4289,0.0,0,0.0,0,0,5501,5460,0.0,all_usable_raw.npz@78d8ac58
5
+ ji2025_chili,fewshot,fewshot_n5/draw1,zs_raw,NK cell,welch,True,True,0,0.0,50,0,406,0,5494,2894,2892,0.0,0,0.0,0,0,5501,5308,0.0,all_usable_raw.npz@78d8ac58
6
+ ji2025_chili,fewshot,fewshot_n5/draw1,zs_raw,DC,welch,True,True,0,0.0,50,0,106,0,5096,2119,2119,0.0,0,0.0,0,0,5501,4989,0.0,all_usable_raw.npz@78d8ac58
7
+ ji2025_chili,fewshot,fewshot_n5/draw1,zs_pseudo,T cell,welch,True,True,0,0.0,50,6,1824,6,5685,4208,4205,0.0713436385255648,9,9.0,50,983,5748,5685,0.4397537379067722,all_usable_pseudo.npz@49033eab
8
+ ji2025_chili,fewshot,fewshot_n5/draw1,zs_pseudo,B cell,welch,True,True,0,0.0,43,0,43,0,5377,3298,3295,0.0,1,1.0,50,983,5748,5377,0.3998512181513855,all_usable_pseudo.npz@49033eab
9
+ ji2025_chili,fewshot,fewshot_n5/draw1,zs_pseudo,Monocyte,welch,True,True,0,0.0,50,50,113,92,5696,3860,3860,0.6476683937823834,13,13.0,50,983,5748,5696,0.43890449438202245,all_usable_pseudo.npz@49033eab
10
+ ji2025_chili,fewshot,fewshot_n5/draw1,zs_pseudo,NK cell,welch,True,True,0,0.0,50,5,406,5,5494,3749,3747,0.06672004270082733,4,4.0,50,983,5748,5494,0.4550418638514743,all_usable_pseudo.npz@49033eab
11
+ ji2025_chili,fewshot,fewshot_n5/draw1,zs_pseudo,DC,welch,True,True,0,0.0,50,0,106,0,5096,3343,3341,0.0,1,1.0,50,983,5748,5096,0.49058084772370486,all_usable_pseudo.npz@49033eab
12
+ ji2025_chili,fewshot,fewshot_n5/draw1,zs_cal,T cell,welch,True,True,0,0.0,50,0,1824,0,5685,4250,4243,0.0,0,0.0,2,2,5501,5455,0.01833180568285976,test_cal.npz@79890ab3
13
+ ji2025_chili,fewshot,fewshot_n5/draw1,zs_cal,B cell,welch,True,True,0,0.0,43,0,43,0,5377,3373,3362,0.0,0,0.0,2,2,5501,5208,0.01651305683563748,test_cal.npz@79890ab3
14
+ ji2025_chili,fewshot,fewshot_n5/draw1,zs_cal,Monocyte,welch,True,True,0,0.0,50,0,113,0,5696,3796,3793,0.0,0,0.0,2,2,5501,5460,0.018315018315018316,test_cal.npz@79890ab3
15
+ ji2025_chili,fewshot,fewshot_n5/draw1,zs_cal,NK cell,welch,True,True,0,0.0,50,0,406,0,5494,3141,3139,0.0,0,0.0,2,2,5501,5308,0.018839487565938208,test_cal.npz@79890ab3
16
+ ji2025_chili,fewshot,fewshot_n5/draw1,zs_cal,DC,welch,True,True,0,0.0,50,0,106,0,5096,2390,2387,0.0,0,0.0,2,2,5501,4989,0.020044097013429546,test_cal.npz@79890ab3
17
+ ji2025_chili,fewshot,fewshot_n5/draw1,lora5,T cell,welch,True,True,0,0.0,50,0,1824,0,5685,4260,4257,0.0,0,0.0,0,0,5501,5455,0.0,test_raw.npz@0c873c5d
18
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19
+ ji2025_chili,fewshot,fewshot_n5/draw1,lora5,Monocyte,welch,True,True,1,1.0,50,4,113,4,5696,3886,3886,0.0514668039114771,0,0.0,0,0,5501,5460,0.0,test_raw.npz@0c873c5d
20
+ ji2025_chili,fewshot,fewshot_n5/draw1,lora5,NK cell,welch,True,True,0,0.0,50,0,406,0,5494,3702,3699,0.0,0,0.0,0,0,5501,5308,0.0,test_raw.npz@0c873c5d
21
+ ji2025_chili,fewshot,fewshot_n5/draw1,lora5,DC,welch,True,True,0,0.0,50,0,106,0,5096,3207,3201,0.0,0,0.0,0,0,5501,4989,0.0,test_raw.npz@0c873c5d
22
+ ji2025_chili,fewshot,fewshot_n5/draw1,scsemi5,T cell,welch,True,True,0,0.0,50,0,1824,0,5685,2092,2091,0.0,0,0.0,0,0,5501,5455,0.0,test_raw.npz@0c873c5d
23
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24
+ ji2025_chili,fewshot,fewshot_n5/draw1,scsemi5,Monocyte,welch,True,True,0,0.0,50,0,113,0,5696,1355,1355,0.0,0,0.0,0,0,5501,5460,0.0,test_raw.npz@0c873c5d
25
+ ji2025_chili,fewshot,fewshot_n5/draw1,scsemi5,NK cell,welch,True,True,0,0.0,50,0,406,0,5494,1279,1279,0.0,0,0.0,0,0,5501,5308,0.0,test_raw.npz@0c873c5d
26
+ ji2025_chili,fewshot,fewshot_n5/draw1,scsemi5,DC,welch,True,True,0,0.0,50,0,106,0,5096,716,714,0.0,0,0.0,0,0,5501,4989,0.0,test_raw.npz@0c873c5d
27
+ ji2025_chili,fewshot,fewshot_n5/draw1,zs_raw,T cell,limma_voom_nonzero,True,True,0,,50,0,218,0,5685,4217,4206,0.0,1,,6,6,5501,5455,0.054995417048579284,all_usable_raw.npz@78d8ac58
28
+ ji2025_chili,fewshot,fewshot_n5/draw1,zs_raw,B cell,limma_voom_nonzero,True,True,0,,50,1,100,1,5377,3129,3120,0.016025641025641024,0,,6,6,5501,5208,0.0576036866359447,all_usable_raw.npz@78d8ac58
29
+ ji2025_chili,fewshot,fewshot_n5/draw1,zs_raw,Monocyte,limma_voom_nonzero,True,True,0,,50,0,160,0,5696,4298,4289,0.0,0,,6,6,5501,5460,0.054945054945054944,all_usable_raw.npz@78d8ac58
30
+ ji2025_chili,fewshot,fewshot_n5/draw1,zs_raw,NK cell,limma_voom_nonzero,True,True,0,,50,3,165,3,5494,2894,2892,0.05186721991701245,1,,6,6,5501,5308,0.05651846269781462,all_usable_raw.npz@78d8ac58
31
+ ji2025_chili,fewshot,fewshot_n5/draw1,zs_raw,DC,limma_voom_nonzero,True,True,0,,50,0,1269,0,5096,2119,2119,0.0,1,,6,6,5501,4989,0.06013229104028864,all_usable_raw.npz@78d8ac58
32
+ ji2025_chili,fewshot,fewshot_n5/draw1,zs_raw,T cell,limma_voom_filterByExpr,True,True,1,,50,8,259,8,3478,1322,1316,0.303951367781155,0,,4,4,3799,3036,0.06587615283267458,all_usable_raw.npz@78d8ac58
33
+ ji2025_chili,fewshot,fewshot_n5/draw1,zs_raw,B cell,limma_voom_filterByExpr,True,True,0,,50,2,168,2,1658,694,676,0.14792899408284024,1,,4,4,3799,1571,0.1273074474856779,all_usable_raw.npz@78d8ac58
34
+ ji2025_chili,fewshot,fewshot_n5/draw1,zs_raw,Monocyte,limma_voom_filterByExpr,True,True,0,,50,0,201,0,3023,1573,1566,0.0,1,,4,4,3799,2787,0.07176175098672408,all_usable_raw.npz@78d8ac58
35
+ ji2025_chili,fewshot,fewshot_n5/draw1,zs_raw,NK cell,limma_voom_filterByExpr,True,True,0,,50,2,167,2,2737,292,290,0.3448275862068966,0,,4,4,3799,2531,0.07902015013828527,all_usable_raw.npz@78d8ac58
36
+ ji2025_chili,fewshot,fewshot_n5/draw1,zs_raw,DC,limma_voom_filterByExpr,True,True,0,,50,0,133,0,876,113,113,0.0,0,,4,4,3799,838,0.2386634844868735,all_usable_raw.npz@78d8ac58
37
+ ji2025_chili,fewshot,fewshot_n5/draw1,zs_pseudo,T cell,limma_voom_nonzero,True,True,0,,50,31,218,31,5685,4208,4205,0.3686087990487515,8,,50,267,5748,5685,0.4397537379067722,all_usable_pseudo.npz@49033eab
38
+ ji2025_chili,fewshot,fewshot_n5/draw1,zs_pseudo,B cell,limma_voom_nonzero,True,True,0,,50,1,100,1,5377,3298,3295,0.015174506828528073,2,,50,267,5748,5377,0.46494327692021575,all_usable_pseudo.npz@49033eab
39
+ ji2025_chili,fewshot,fewshot_n5/draw1,zs_pseudo,Monocyte,limma_voom_nonzero,True,True,0,,50,31,160,31,5696,3860,3860,0.4015544041450777,11,,50,267,5748,5696,0.43890449438202245,all_usable_pseudo.npz@49033eab
40
+ ji2025_chili,fewshot,fewshot_n5/draw1,zs_pseudo,NK cell,limma_voom_nonzero,True,True,0,,50,2,165,2,5494,3749,3747,0.02668801708033093,11,,50,267,5748,5494,0.4550418638514743,all_usable_pseudo.npz@49033eab
41
+ ji2025_chili,fewshot,fewshot_n5/draw1,zs_pseudo,DC,limma_voom_nonzero,True,True,0,,50,0,1269,0,5096,3343,3341,0.0,7,,50,267,5748,5096,0.49058084772370486,all_usable_pseudo.npz@49033eab
42
+ ji2025_chili,fewshot,fewshot_n5/draw1,zs_pseudo,T cell,limma_voom_filterByExpr,True,True,1,,50,49,259,49,3478,1698,1696,1.4445754716981132,21,,50,236,3815,3371,0.7416196974191634,all_usable_pseudo.npz@49033eab
43
+ ji2025_chili,fewshot,fewshot_n5/draw1,zs_pseudo,B cell,limma_voom_filterByExpr,True,True,0,,50,3,168,3,1658,794,791,0.18963337547408343,3,,50,236,3815,1646,1.5188335358444713,all_usable_pseudo.npz@49033eab
44
+ ji2025_chili,fewshot,fewshot_n5/draw1,zs_pseudo,Monocyte,limma_voom_filterByExpr,True,True,0,,50,50,201,85,3023,1548,1546,1.6170763260025873,8,,50,236,3815,3008,0.8311170212765957,all_usable_pseudo.npz@49033eab
45
+ ji2025_chili,fewshot,fewshot_n5/draw1,zs_pseudo,NK cell,limma_voom_filterByExpr,True,True,1,,50,22,167,22,2737,1407,1406,0.7823613086770982,14,,50,236,3815,2717,0.9201324990798675,all_usable_pseudo.npz@49033eab
46
+ ji2025_chili,fewshot,fewshot_n5/draw1,zs_pseudo,DC,limma_voom_filterByExpr,True,True,0,,50,7,133,7,876,756,654,0.5351681957186545,17,,50,236,3815,875,2.857142857142857,all_usable_pseudo.npz@49033eab
47
+ ji2025_chili,fewshot,fewshot_n5/draw1,zs_cal,T cell,limma_voom_nonzero,True,True,0,,50,0,218,0,5685,4250,4243,0.0,0,,0,0,5501,5455,0.0,test_cal.npz@79890ab3
48
+ ji2025_chili,fewshot,fewshot_n5/draw1,zs_cal,B cell,limma_voom_nonzero,True,True,0,,50,0,100,0,5377,3373,3362,0.0,0,,0,0,5501,5208,0.0,test_cal.npz@79890ab3
49
+ ji2025_chili,fewshot,fewshot_n5/draw1,zs_cal,Monocyte,limma_voom_nonzero,True,True,0,,50,0,160,0,5696,3796,3793,0.0,0,,0,0,5501,5460,0.0,test_cal.npz@79890ab3
50
+ ji2025_chili,fewshot,fewshot_n5/draw1,zs_cal,NK cell,limma_voom_nonzero,True,True,0,,50,0,165,0,5494,3141,3139,0.0,0,,0,0,5501,5308,0.0,test_cal.npz@79890ab3
51
+ ji2025_chili,fewshot,fewshot_n5/draw1,zs_cal,DC,limma_voom_nonzero,True,True,0,,50,0,1269,0,5096,2390,2387,0.0,0,,0,0,5501,4989,0.0,test_cal.npz@79890ab3
52
+ ji2025_chili,fewshot,fewshot_n5/draw1,zs_cal,T cell,limma_voom_filterByExpr,True,True,0,,50,0,259,0,3478,1417,1409,0.0,0,,0,0,3870,3171,0.0,test_cal.npz@79890ab3
53
+ ji2025_chili,fewshot,fewshot_n5/draw1,zs_cal,B cell,limma_voom_filterByExpr,True,True,0,,50,0,168,0,1658,966,923,0.0,0,,0,0,3870,1611,0.0,test_cal.npz@79890ab3
54
+ ji2025_chili,fewshot,fewshot_n5/draw1,zs_cal,Monocyte,limma_voom_filterByExpr,True,True,0,,50,0,201,0,3023,1417,1414,0.0,0,,0,0,3870,2888,0.0,test_cal.npz@79890ab3
55
+ ji2025_chili,fewshot,fewshot_n5/draw1,zs_cal,NK cell,limma_voom_filterByExpr,True,True,0,,50,0,167,0,2737,754,753,0.0,0,,0,0,3870,2631,0.0,test_cal.npz@79890ab3
56
+ ji2025_chili,fewshot,fewshot_n5/draw1,zs_cal,DC,limma_voom_filterByExpr,True,True,0,,50,0,133,0,876,206,202,0.0,0,,0,0,3870,856,0.0,test_cal.npz@79890ab3
57
+ ji2025_chili,fewshot,fewshot_n5/draw1,lora5,T cell,limma_voom_nonzero,True,True,0,,50,1,218,1,5685,4260,4257,0.011745360582569885,1,,6,6,5501,5455,0.054995417048579284,test_raw.npz@0c873c5d
58
+ ji2025_chili,fewshot,fewshot_n5/draw1,lora5,B cell,limma_voom_nonzero,True,True,0,,50,0,100,0,5377,3301,3301,0.0,0,,6,6,5501,5208,0.0576036866359447,test_raw.npz@0c873c5d
59
+ ji2025_chili,fewshot,fewshot_n5/draw1,lora5,Monocyte,limma_voom_nonzero,True,True,1,,50,13,160,13,5696,3886,3886,0.16726711271230058,0,,6,6,5501,5460,0.054945054945054944,test_raw.npz@0c873c5d
60
+ ji2025_chili,fewshot,fewshot_n5/draw1,lora5,NK cell,limma_voom_nonzero,True,True,0,,50,0,165,0,5494,3702,3699,0.0,1,,6,6,5501,5308,0.05651846269781462,test_raw.npz@0c873c5d
61
+ ji2025_chili,fewshot,fewshot_n5/draw1,lora5,DC,limma_voom_nonzero,True,True,2,,50,50,1269,482,5096,3207,3201,0.7810059356451109,1,,6,6,5501,4989,0.06013229104028864,test_raw.npz@0c873c5d
62
+ ji2025_chili,fewshot,fewshot_n5/draw1,lora5,T cell,limma_voom_filterByExpr,True,True,0,,50,0,259,0,3478,1598,1597,0.0,0,,4,4,3799,3036,0.06587615283267458,test_raw.npz@0c873c5d
63
+ ji2025_chili,fewshot,fewshot_n5/draw1,lora5,B cell,limma_voom_filterByExpr,True,True,0,,50,0,168,0,1658,1017,999,0.0,1,,4,4,3799,1571,0.1273074474856779,test_raw.npz@0c873c5d
64
+ ji2025_chili,fewshot,fewshot_n5/draw1,lora5,Monocyte,limma_voom_filterByExpr,True,True,6,,50,17,201,17,3023,1666,1665,0.5105105105105106,1,,4,4,3799,2787,0.07176175098672408,test_raw.npz@0c873c5d
65
+ ji2025_chili,fewshot,fewshot_n5/draw1,lora5,NK cell,limma_voom_filterByExpr,True,True,0,,50,0,167,0,2737,1354,1354,0.0,0,,4,4,3799,2531,0.07902015013828527,test_raw.npz@0c873c5d
66
+ ji2025_chili,fewshot,fewshot_n5/draw1,lora5,DC,limma_voom_filterByExpr,True,True,0,,50,0,133,0,876,633,595,0.0,0,,4,4,3799,838,0.2386634844868735,test_raw.npz@0c873c5d
67
+ ji2025_chili,fewshot,fewshot_n5/draw1,scsemi5,T cell,limma_voom_nonzero,True,True,0,,50,0,218,0,5685,2092,2091,0.0,1,,6,6,5501,5455,0.054995417048579284,test_raw.npz@0c873c5d
68
+ ji2025_chili,fewshot,fewshot_n5/draw1,scsemi5,B cell,limma_voom_nonzero,True,True,0,,50,0,100,0,5377,966,962,0.0,0,,6,6,5501,5208,0.0576036866359447,test_raw.npz@0c873c5d
69
+ ji2025_chili,fewshot,fewshot_n5/draw1,scsemi5,Monocyte,limma_voom_nonzero,True,True,0,,50,0,160,0,5696,1355,1355,0.0,0,,6,6,5501,5460,0.054945054945054944,test_raw.npz@0c873c5d
70
+ ji2025_chili,fewshot,fewshot_n5/draw1,scsemi5,NK cell,limma_voom_nonzero,True,True,0,,50,0,165,0,5494,1279,1279,0.0,1,,6,6,5501,5308,0.05651846269781462,test_raw.npz@0c873c5d
71
+ ji2025_chili,fewshot,fewshot_n5/draw1,scsemi5,DC,limma_voom_nonzero,True,True,0,,50,0,1269,0,5096,716,714,0.0,1,,6,6,5501,4989,0.06013229104028864,test_raw.npz@0c873c5d
72
+ ji2025_chili,fewshot,fewshot_n5/draw1,scsemi5,T cell,limma_voom_filterByExpr,True,True,0,,50,0,259,0,3478,267,267,0.0,0,,4,4,3799,3036,0.06587615283267458,test_raw.npz@0c873c5d
73
+ ji2025_chili,fewshot,fewshot_n5/draw1,scsemi5,B cell,limma_voom_filterByExpr,True,True,0,,50,0,168,0,1658,146,146,0.0,1,,4,4,3799,1571,0.1273074474856779,test_raw.npz@0c873c5d
74
+ ji2025_chili,fewshot,fewshot_n5/draw1,scsemi5,Monocyte,limma_voom_filterByExpr,True,True,0,,50,0,201,0,3023,277,277,0.0,1,,4,4,3799,2787,0.07176175098672408,test_raw.npz@0c873c5d
75
+ ji2025_chili,fewshot,fewshot_n5/draw1,scsemi5,NK cell,limma_voom_filterByExpr,True,True,0,,50,0,167,0,2737,204,204,0.0,0,,4,4,3799,2531,0.07902015013828527,test_raw.npz@0c873c5d
76
+ ji2025_chili,fewshot,fewshot_n5/draw1,scsemi5,DC,limma_voom_filterByExpr,True,True,1,,50,18,133,18,876,185,184,4.891304347826087,0,,4,4,3799,838,0.2386634844868735,test_raw.npz@0c873c5d