File size: 24,640 Bytes
b801ed9
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
1
2
3
4
5
6
7
8
9
10
11
12
13
14
15
16
17
18
19
20
21
22
23
24
25
26
27
28
29
30
31
32
33
34
35
36
37
38
39
40
41
42
43
44
45
46
47
48
49
50
51
52
53
54
55
56
57
58
59
60
61
62
63
64
65
66
67
68
69
70
71
72
73
74
75
76
77
78
79
80
81
82
83
84
85
86
87
88
89
90
91
92
93
94
95
96
97
98
99
100
101
102
103
104
105
106
107
108
109
110
111
112
113
114
115
116
117
118
119
120
121
122
123
124
125
126
127
128
129
130
131
132
133
134
135
136
137
138
139
140
141
142
143
144
145
146
147
148
149
150
151
152
153
154
155
156
157
158
159
160
161
162
163
164
165
166
167
168
169
170
171
172
173
174
175
176
177
178
179
180
181
182
183
184
185
186
187
188
189
190
191
192
193
194
195
196
197
198
199
200
201
202
203
204
205
206
207
208
209
210
211
212
213
214
215
216
217
218
219
220
221
222
223
224
225
226
227
228
229
230
231
232
233
234
235
236
237
238
239
240
241
242
243
244
245
246
247
248
249
250
251
252
253
254
255
256
257
258
259
260
261
262
263
264
265
266
267
268
269
270
271
272
273
274
275
276
277
278
279
280
281
282
283
284
285
286
287
288
289
290
291
292
293
294
295
296
297
298
299
300
301
302
303
304
305
306
307
308
309
310
311
312
313
314
315
316
317
318
319
320
321
322
323
324
325
326
327
328
329
330
331
332
333
334
335
336
337
338
339
340
341
342
343
344
345
346
347
348
349
350
351
352
353
354
355
356
357
358
359
360
361
362
363
364
365
366
367
368
369
370
371
372
373
374
375
376
377
378
379
380
381
382
383
384
385
386
387
388
389
390
391
392
393
394
395
396
397
398
399
400
401
402
403
404
405
406
407
408
409
410
411
412
413
414
415
416
417
418
419
420
421
422
423
424
425
426
427
428
429
430
431
432
433
434
435
436
437
438
439
440
441
442
443
444
445
446
447
448
449
450
451
452
453
454
455
456
457
458
459
460
461
462
463
464
465
466
467
468
469
470
471
472
473
474
475
476
477
478
479
480
481
482
483
484
485
486
487
488
489
490
491
492
493
494
495
496
497
498
499
500
501
502
503
504
505
506
507
508
509
510
511
512
513
514
515
516
517
518
519
520
521
522
523
524
525
526
527
528
529
530
531
532
533
534
535
536
537
538
539
540
541
542
543
544
545
546
547
548
549
550
551
552
553
554
555
556
557
558
559
560
561
562
563
564
565
566
567
568
569
570
571
572
573
574
575
576
577
578
579
580
581
582
583
584
585
586
587
588
589
590
591
592
593
594
595
596
597
598
599
600
601
602
603
604
605
606
607
608
609
610
611
612
613
614
615
616
617
618
619
620
621
622
623
624
625
626
627
628
629
630
631
632
633
634
635
636
637
638
639
640
641
642
643
644
645
646
647
648
649
650
651
652
653
654
655
656
657
658
659
660
661
662
663
664
665
666
667
668
669
670
671
672
673
674
675
676
677
678
679
680
681
682
683
684
685
686
687
688
689
690
691
692
693
694
695
696
697
698
699
700
701
702
703
704
705
706
707
708
709
710
711
712
713
714
715
716
717
718
719
720
721
722
723
724
725
726
727
728
729
730
731
732
733
734
735
736
737
738
739
740
741
742
743
744
745
746
747
748
749
750
751
752
753
754
755
756
757
758
759
760
761
762
763
764
765
766
767
768
769
770
771
772
773
774
775
{
  "ensemble_manifest_path": "output/ai/slab_hybrid_enhanced_ensemble/ensemble_manifest.json",
  "dataset_directory": "output/ai/slab_hybrid_dataset_benchmark",
  "model_family": "hybrid",
  "model_label": "Model C",
  "target_columns": [
    "benchmark_normalized_transmission",
    "benchmark_normalized_reflection",
    "normalized_peak_intensity"
  ],
  "evaluated_splits": [
    {
      "label": "val",
      "num_samples": 18,
      "metrics_file": "ensemble_metrics_val.json",
      "aggregate_predictions_file": "aggregate_predictions_val.csv",
      "member_predictions_file": "member_predictions_val.csv",
      "scalar_metrics": {
        "overall": {
          "mean_mae": 0.11385147245948606,
          "mean_rmse": 0.16200101646216186,
          "mean_relative_error": 1.0974979104909515
        },
        "per_target": {
          "benchmark_normalized_transmission": {
            "mae": 0.07016787163072785,
            "rmse": 0.10432158162628831,
            "mean_relative_error": 0.0957483947158443
          },
          "benchmark_normalized_reflection": {
            "mae": 0.06792800511245026,
            "rmse": 0.10331396236600238,
            "mean_relative_error": 3.024337816882757
          },
          "normalized_peak_intensity": {
            "mae": 0.20345854063528002,
            "rmse": 0.2783675053941949,
            "mean_relative_error": 0.17240751987425307
          }
        }
      },
      "uncertainty": {
        "per_target": {
          "benchmark_normalized_transmission": {
            "mean_predictive_std": 0.011360962856081559,
            "max_predictive_std": 0.020654394452047805,
            "uncertainty_error_correlation": 0.39204238087051924
          },
          "benchmark_normalized_reflection": {
            "mean_predictive_std": 0.012925432852674982,
            "max_predictive_std": 0.021405327301865437,
            "uncertainty_error_correlation": 0.28746703037274
          },
          "normalized_peak_intensity": {
            "mean_predictive_std": 0.02190956045721411,
            "max_predictive_std": 0.0336832882103833,
            "uncertainty_error_correlation": 0.14797429903904363
          }
        },
        "overall_mean_predictive_std": 0.01539865205532355,
        "overall_uncertainty_error_correlation": 0.2758279034274343
      },
      "field_metrics": {
        "mean_complex_mae": 0.000721128600519949,
        "mean_complex_rmse": 0.0008146381402041088,
        "mean_intensity_mae": 1.340545608315928e-06,
        "mean_intensity_rmse": 1.754440612148272e-06
      },
      "residual": {
        "sample_mean": [
          0.021960339017428502,
          0.02013098133725155,
          0.01828312842747995,
          0.017190707527264728,
          0.017301100311485264,
          0.01838773073667845,
          0.04026259414597584,
          0.0379905514197858,
          0.03499547333604366,
          0.03176194109071443,
          0.028105838859120318,
          0.025007485757205766,
          0.02673026021781608,
          0.02487619060433287,
          0.022882465377153393,
          0.021181345226089738,
          0.01986505034686897,
          0.01937766234800397
        ],
        "sample_max": [
          0.04216378405016335,
          0.03850025166257747,
          0.036845444721246005,
          0.035386269717512575,
          0.03609167443994837,
          0.035790441329578176,
          0.16843572313422048,
          0.15191189780077552,
          0.1370267713733422,
          0.12924598248148275,
          0.11987766897658741,
          0.10133781465060013,
          0.07097951012064485,
          0.06726651958858765,
          0.06623537525454741,
          0.062078358540253245,
          0.0599625142583727,
          0.05019204548902663
        ],
        "global_mean": 0.024793935893705515,
        "global_max": 0.16843572313422048
      },
      "boundary": {
        "predicted_sample_mean": [
          0.053286029712046434,
          0.01493505237043205,
          0.0055900197177435485,
          0.010108961450473818,
          0.015356260224122191,
          0.014097947797856301,
          0.05907622795572509,
          0.00984853780795986,
          0.004025617248456489,
          0.010581138570006763,
          0.01739777359950806,
          0.023149915601654445,
          0.033092183181977146,
          0.006672381692163019,
          0.00748599561301617,
          0.017473609233720485,
          0.018751495446002846,
          0.019347931732146544
        ],
        "predicted_sample_max": [
          0.05934742937525734,
          0.019882576890718446,
          0.007527008501604364,
          0.011482811360450965,
          0.01676645084750481,
          0.015264075663181895,
          0.0672276086501808,
          0.014355306903767701,
          0.005044552051534398,
          0.012902436109991328,
          0.019455641389099665,
          0.025760085147803615,
          0.038310850194344485,
          0.00980513951985764,
          0.008875789936434779,
          0.019288599012422768,
          0.020648035666814363,
          0.020357615376506658
        ],
        "predicted_global_mean": 0.018904282164167292,
        "predicted_global_max": 0.0672276086501808,
        "reference_sample_mean": [
          0.06196533212447744,
          0.07414241698403592,
          0.08646401943370771,
          0.09875377580011292,
          0.11087360054830242,
          0.12272086310187592,
          0.058625553082027104,
          0.07184065807899906,
          0.08522100673835066,
          0.09795360041428039,
          0.11031711058000586,
          0.12233433210338872,
          0.0618324566172619,
          0.07405542242988561,
          0.08639943104366392,
          0.09870041288804479,
          0.11082656321181317,
          0.12267819154020163
        ],
        "reference_sample_max": [
          0.06411456725870579,
          0.07646451512230698,
          0.08884649402792684,
          0.1011078840821186,
          0.11313288659838022,
          0.12483819593456884,
          0.060981775023704596,
          0.07427944314374434,
          0.08767871508664947,
          0.10037275209999884,
          0.11263328893250345,
          0.12449921980906546,
          0.06397470822350064,
          0.0763752357128823,
          0.08878267139877646,
          0.10105714391664282,
          0.11308950108929428,
          0.12479964458686518
        ],
        "reference_global_mean": 0.09198359704002416,
        "reference_global_max": 0.12483819593456884
      },
      "source": {
        "predicted_sample_mean": [
          0.014415862584684205,
          0.01856834161154681,
          0.02344346288055675,
          0.02890906791481227,
          0.03593074495828412,
          0.04255444826907865,
          0.024886124292793098,
          0.029047115121403004,
          0.03482757673710617,
          0.04437069465820982,
          0.05470813870294458,
          0.0598188335687294,
          0.021410074277844738,
          0.025683283674658098,
          0.02932374750441966,
          0.03596124723854324,
          0.04400679469464972,
          0.05207618418017881
        ],
        "predicted_sample_max": [
          0.03644436010267449,
          0.044562567472349685,
          0.059070791329785696,
          0.07330228502680551,
          0.09066226121384864,
          0.10684205109445014,
          0.14398668519312738,
          0.10981135772962523,
          0.0977024798082052,
          0.10451903167962627,
          0.13407475231537747,
          0.14329542106776183,
          0.0483958154605802,
          0.05891685970830821,
          0.06962170277774041,
          0.08970267633379969,
          0.10886171569281433,
          0.12370137134992779
        ],
        "predicted_global_mean": 0.034441207937246844,
        "predicted_global_max": 0.14398668519312738,
        "reference_sample_mean": [
          0.0219210348019843,
          0.024233269283296416,
          0.026033528603793574,
          0.02843695754963592,
          0.032764693608280375,
          0.038499612772304216,
          0.040833742371298005,
          0.03994490937784413,
          0.034994285628502694,
          0.035057588083639436,
          0.03655343026425834,
          0.04012879381507622,
          0.025725240154253745,
          0.028423181262725528,
          0.03187654378781592,
          0.03626717372542824,
          0.04225909184139334,
          0.049518422497335526
        ],
        "reference_sample_max": [
          0.08563520097129106,
          0.0948496356240846,
          0.10703422670448437,
          0.11499929840202906,
          0.12167656099175754,
          0.1339479290239561,
          0.1416305084517339,
          0.12327345687108168,
          0.11864291355638759,
          0.13324440822549877,
          0.15640461263305983,
          0.1715918999448759,
          0.10935156957384358,
          0.1203433045512512,
          0.13544093206575203,
          0.14494042048757472,
          0.1516038799666998,
          0.16390554917782496
        ],
        "reference_global_mean": 0.034081749968270326,
        "reference_global_max": 0.1715918999448759
      }
    },
    {
      "label": "test",
      "num_samples": 18,
      "metrics_file": "ensemble_metrics_test.json",
      "aggregate_predictions_file": "aggregate_predictions_test.csv",
      "member_predictions_file": "member_predictions_test.csv",
      "scalar_metrics": {
        "overall": {
          "mean_mae": 0.1154801346673142,
          "mean_rmse": 0.14410019463213125,
          "mean_relative_error": 0.42411101062901874
        },
        "per_target": {
          "benchmark_normalized_transmission": {
            "mae": 0.05548032356816047,
            "rmse": 0.07619552746597794,
            "mean_relative_error": 0.0689904809952569
          },
          "benchmark_normalized_reflection": {
            "mae": 0.05391017972659699,
            "rmse": 0.07490675936418294,
            "mean_relative_error": 0.9925814419963294
          },
          "normalized_peak_intensity": {
            "mae": 0.23704990070718512,
            "rmse": 0.2811982970662329,
            "mean_relative_error": 0.21076110889546987
          }
        }
      },
      "uncertainty": {
        "per_target": {
          "benchmark_normalized_transmission": {
            "mean_predictive_std": 0.009513890491645263,
            "max_predictive_std": 0.01772107602815368,
            "uncertainty_error_correlation": -0.34694362977066173
          },
          "benchmark_normalized_reflection": {
            "mean_predictive_std": 0.0104560073445761,
            "max_predictive_std": 0.020682545743072333,
            "uncertainty_error_correlation": -0.45577046161542334
          },
          "normalized_peak_intensity": {
            "mean_predictive_std": 0.018602482360050267,
            "max_predictive_std": 0.028309676543455432,
            "uncertainty_error_correlation": -0.07110593835471898
          }
        },
        "overall_mean_predictive_std": 0.012857460065423876,
        "overall_uncertainty_error_correlation": -0.2912733432469347
      },
      "field_metrics": {
        "mean_complex_mae": 0.0006997790687022835,
        "mean_complex_rmse": 0.0007749699415289967,
        "mean_intensity_mae": 1.317969672160672e-06,
        "mean_intensity_rmse": 1.6935595396035523e-06
      },
      "residual": {
        "sample_mean": [
          0.03934727377227594,
          0.03565808493629827,
          0.032141392528292796,
          0.028875737283629927,
          0.025983561072838317,
          0.023998416417008436,
          0.029226011348961755,
          0.026685392056567732,
          0.02448237993930488,
          0.02240492626451875,
          0.021305272166613116,
          0.02092777942446199,
          0.026172386438518734,
          0.024412747386603963,
          0.022476200638592677,
          0.020297885740817728,
          0.01939114639226242,
          0.01921126337304517
        ],
        "sample_max": [
          0.12635528698825402,
          0.1136870174766674,
          0.10233210468796367,
          0.09418780816189636,
          0.09277253467100834,
          0.07898375580143513,
          0.06998862981479632,
          0.06670220792847721,
          0.0635276391185121,
          0.057712457443394816,
          0.05856636295740496,
          0.05536435787586984,
          0.0637352197093811,
          0.06022616871751451,
          0.059735366397589446,
          0.057761892556683625,
          0.05426473017451077,
          0.05075201021684029
        ],
        "global_mean": 0.0257221031767007,
        "global_max": 0.12635528698825402
      },
      "boundary": {
        "predicted_sample_mean": [
          0.057763210712826585,
          0.01318621595586357,
          0.005777849870732473,
          0.013907715226925993,
          0.01899713289439706,
          0.0248395819546614,
          0.05381048551558043,
          0.011009059143074217,
          0.005383813982702787,
          0.0141751215075233,
          0.01705115941193596,
          0.017372267641204097,
          0.03755103367009932,
          0.008630842452506405,
          0.006788826252022371,
          0.014479537523082153,
          0.01834896796790188,
          0.019026097833012692
        ],
        "predicted_sample_max": [
          0.06493499311569094,
          0.017909329861919735,
          0.006650553643520921,
          0.016742345772848066,
          0.021226807332621625,
          0.026100309182576085,
          0.05947578589343746,
          0.015138159433806964,
          0.006736311920064763,
          0.015607078579479707,
          0.018600794063341246,
          0.018478508921771674,
          0.04281535275665709,
          0.012113098020417318,
          0.00810289028958665,
          0.016174353817482535,
          0.02043322800107991,
          0.020211668303301216
        ],
        "predicted_global_mean": 0.019894384417558482,
        "predicted_global_max": 0.06493499311569094,
        "reference_sample_mean": [
          0.05984716361430416,
          0.07283055280690998,
          0.08555950792456093,
          0.09809948661998483,
          0.11040256213281559,
          0.12239589894441909,
          0.06141156710925102,
          0.0737217787700748,
          0.08614673499855063,
          0.09852047606293887,
          0.11071016121454105,
          0.1226159697760649,
          0.06181795487649191,
          0.07403764029143277,
          0.08638409241434832,
          0.09868965094907936,
          0.11082077268189455,
          0.12267699938697817
        ],
        "reference_sample_max": [
          0.06207037802445194,
          0.0752177335599683,
          0.08800639731580373,
          0.1005137257747916,
          0.11271428101019834,
          0.12455619668729201,
          0.06358915024504505,
          0.07607521278050026,
          0.08855926067726827,
          0.10090104973501916,
          0.11299127344395199,
          0.12475019586258176,
          0.06396427805211795,
          0.07636096041773913,
          0.08877009117594971,
          0.10104838887433706,
          0.11308503353132762,
          0.12479918488938653
        ],
        "reference_global_mean": 0.0920382761430356,
        "reference_global_max": 0.12479918488938653
      },
      "source": {
        "predicted_sample_mean": [
          0.02387797202213969,
          0.028522446434377593,
          0.034460858918825,
          0.042693632748454745,
          0.04892017026330278,
          0.054553153240116746,
          0.01717290495850044,
          0.02159482396521286,
          0.02637831762148539,
          0.03199043283480854,
          0.03898441410682901,
          0.04595211506175123,
          0.019233912199892875,
          0.023288694224070587,
          0.027452937327749137,
          0.03331230009553306,
          0.041329079892866244,
          0.04937691526955285
        ],
        "predicted_sample_max": [
          0.08159491458607,
          0.06254019105221116,
          0.07800855532567558,
          0.1013062047336392,
          0.1162378291157879,
          0.12872179002380627,
          0.040122936268798405,
          0.05002649055134065,
          0.06135619135218837,
          0.07956368375790836,
          0.09908835306221622,
          0.11436928300702207,
          0.044224084313143175,
          0.05573838806053304,
          0.06539120654918422,
          0.08292742600224494,
          0.10322310815779838,
          0.11988048070825105
        ],
        "predicted_global_mean": 0.033838615621414936,
        "predicted_global_max": 0.12872179002380627,
        "reference_sample_mean": [
          0.03183017767722675,
          0.030952190143273856,
          0.03216173755534499,
          0.03407919572391057,
          0.035315651856240075,
          0.03750996778683249,
          0.023194470353122026,
          0.025598999357961758,
          0.027694522977352067,
          0.029178901961207555,
          0.03183655164906345,
          0.036996705305167805,
          0.024514000676014863,
          0.026968568769134994,
          0.029807264458894485,
          0.03348748383619473,
          0.03895101196451102,
          0.04586693012795556
        ],
        "reference_sample_max": [
          0.11159714034432743,
          0.10545746528570256,
          0.10814214767969627,
          0.12381931655764976,
          0.14417866860291115,
          0.1581091931721042,
          0.08941198440434402,
          0.09318425256850335,
          0.1063597336271905,
          0.12064803296874926,
          0.1293359524641294,
          0.13776460731623427,
          0.10126047828138461,
          0.11090669388322566,
          0.12590311278895192,
          0.1361486227465539,
          0.1430258299925854,
          0.154884447629581
        ],
        "reference_global_mean": 0.031996907343300504,
        "reference_global_max": 0.1581091931721042
      }
    }
  ],
  "ood_probe": {
    "label": "ood_probe",
    "num_samples": 12,
    "metrics_file": "ensemble_metrics_ood_probe.json",
    "aggregate_predictions_file": "aggregate_predictions_ood_probe.csv",
    "member_predictions_file": "member_predictions_ood_probe.csv",
    "scalar_metrics": {
      "overall": {
        "mean_mae": 0.12926783236339037,
        "mean_rmse": 0.14978970910915532,
        "mean_relative_error": 0.6607700524779573
      },
      "per_target": {
        "benchmark_normalized_transmission": {
          "mae": 0.10747572146765737,
          "rmse": 0.1256018652223858,
          "mean_relative_error": 0.12674489185957752
        },
        "benchmark_normalized_reflection": {
          "mae": 0.10584133202889677,
          "rmse": 0.12381899006948503,
          "mean_relative_error": 1.6951671382736864
        },
        "normalized_peak_intensity": {
          "mae": 0.17448644359361698,
          "rmse": 0.19994827203559512,
          "mean_relative_error": 0.1603981273006078
        }
      }
    },
    "uncertainty": {
      "per_target": {
        "benchmark_normalized_transmission": {
          "mean_predictive_std": 0.016544679411819307,
          "max_predictive_std": 0.024901564503980626,
          "uncertainty_error_correlation": 0.3341292551879384
        },
        "benchmark_normalized_reflection": {
          "mean_predictive_std": 0.020702959255666786,
          "max_predictive_std": 0.025442199922928954,
          "uncertainty_error_correlation": 0.2634510452474256
        },
        "normalized_peak_intensity": {
          "mean_predictive_std": 0.04026030501502406,
          "max_predictive_std": 0.04734345816448756,
          "uncertainty_error_correlation": 0.139767364914948
        }
      },
      "overall_mean_predictive_std": 0.025835981227503385,
      "overall_uncertainty_error_correlation": 0.24578255511677063
    },
    "field_metrics": {
      "mean_complex_mae": 0.001459347172678947,
      "mean_complex_rmse": 0.00160882242284233,
      "mean_intensity_mae": 1.8982307323086886e-06,
      "mean_intensity_rmse": 2.4080911654780386e-06
    },
    "residual": {
      "sample_mean": [
        0.10103054766741522,
        0.048921082968568036,
        0.08877659916902451,
        0.042407039721472965,
        0.09871519329479349,
        0.047321057114761846,
        0.0836025975076337,
        0.0402130070307203,
        0.08730416651175572,
        0.041752166923362984,
        0.092630679476968,
        0.04432446680987513
      ],
      "sample_max": [
        0.29532924957250234,
        0.14236435456615903,
        0.29356482693785385,
        0.13651505773480577,
        0.3104457386347516,
        0.1432598512737574,
        0.258320570225185,
        0.12808582018863263,
        0.2703646268393658,
        0.1324415036642705,
        0.29758166326774543,
        0.13731693128298247
      ],
      "global_mean": 0.06808321701636266,
      "global_max": 0.3104457386347516
    },
    "boundary": {
      "predicted_sample_mean": [
        0.17878799411684504,
        0.010784274759520335,
        0.16702608281980824,
        0.012129325906298376,
        0.1761642417564619,
        0.010677556598310222,
        0.1631697340617843,
        0.013294544159604186,
        0.16355178347609384,
        0.013159004319378527,
        0.1710958679032068,
        0.011448344665728848
      ],
      "predicted_sample_max": [
        0.18660074220690578,
        0.011279499607524736,
        0.174014824485308,
        0.012294085278509628,
        0.18396031180162675,
        0.010980896504656647,
        0.17034065382432673,
        0.014065627962754366,
        0.1705969510935001,
        0.01343034208337832,
        0.17871592094172967,
        0.011884948940375005
      ],
      "predicted_global_mean": 0.09094072954525338,
      "predicted_global_max": 0.18660074220690578,
      "reference_sample_mean": [
        0.04728501905140998,
        0.13354968261659655,
        0.04288683058177921,
        0.1333458789149164,
        0.04601016298247958,
        0.13337610386276744,
        0.040376938879626734,
        0.1335513141188486,
        0.042265308854214576,
        0.1334803999281832,
        0.04418773613097318,
        0.1333750969681429
      ],
      "reference_sample_max": [
        0.04903323007868271,
        0.13562679018498783,
        0.04515572475684559,
        0.1354174854707307,
        0.04791710710558449,
        0.13545679119529408,
        0.04283081231269076,
        0.135607761186501,
        0.044544973925903994,
        0.1355442623873557,
        0.046318640319296216,
        0.13544955997378166
      ],
      "reference_global_mean": 0.0886408727408282,
      "reference_global_max": 0.13562679018498783
    },
    "source": {
      "predicted_sample_mean": [
        0.012845966771015172,
        0.030928957843374277,
        0.013450062249038117,
        0.03755293866995806,
        0.012907912279035611,
        0.03383998081876091,
        0.01398019960502075,
        0.036784170139829174,
        0.013980725402784291,
        0.036881549000509196,
        0.013206971261081774,
        0.03579836439937122
      ],
      "predicted_sample_max": [
        0.06434441273495276,
        0.07983974216015684,
        0.09368303363332478,
        0.09351252153871327,
        0.08245686818820101,
        0.08617514456846288,
        0.06903414549849503,
        0.09192705564888418,
        0.08182785675693259,
        0.09119826535901515,
        0.08437192378363338,
        0.08981861553194549
      ],
      "predicted_global_mean": 0.024346483203314877,
      "predicted_global_max": 0.09368303363332478,
      "reference_sample_mean": [
        0.020517204490226326,
        0.03023246311055182,
        0.015706950896895,
        0.03426315549302617,
        0.016735349087180933,
        0.029789587835670248,
        0.02456539040384174,
        0.03349140184442017,
        0.015451669918901715,
        0.03207138070324892,
        0.012085251207256766,
        0.03060566461422841
      ],
      "reference_sample_max": [
        0.06287510858448725,
        0.12480873625142393,
        0.0968637461852922,
        0.12785750752535727,
        0.06115714144114798,
        0.1271924219123752,
        0.17381385035207986,
        0.12379080500731166,
        0.09748034773569801,
        0.1234998686811949,
        0.05847971470290632,
        0.12510888900988465
      ],
      "reference_global_mean": 0.024626289133787352,
      "reference_global_max": 0.17381385035207986
    }
  }
}