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Incremental Value Of Sequence Counterfactual Features

Does adding the sequence counterfactual feature improve AUPRC over the strongest trained molecular model, on identical matched rows? adds_value is True only when the paired region-bootstrap 95% CI of (blend - trained) is entirely above zero.

panel trained_model scoreboard auprc_trained auprc_feature auprc_blend diff ci_low ci_high adds_value
top250 observed_hic_reabc strict_all 0.7278 0.6368 0.7107 -0.0171 -0.0374 +0.0025 False
top250 observed_hic_reabc high_confidence 0.9159 0.8412 0.9015 -0.0145 -0.0345 +0.0035 False
top250 observed_hic_reabc field_compatible_e2g 0.9380 0.8704 0.9266 -0.0114 -0.0312 +0.0076 False
top250 observed_hic_reabc very_high_confidence 0.9264 0.8674 0.9138 -0.0126 -0.0374 +0.0109 False
top250 ensemble_proxy_residual_v1 strict_all 0.7314 0.6368 0.7162 -0.0152 -0.0369 +0.0055 False
top250 ensemble_proxy_residual_v1 high_confidence 0.9216 0.8412 0.9069 -0.0147 -0.0353 +0.0037 False
top250 ensemble_proxy_residual_v1 field_compatible_e2g 0.9396 0.8704 0.9301 -0.0095 -0.0296 +0.0096 False
top250 ensemble_proxy_residual_v1 very_high_confidence 0.9398 0.8674 0.9204 -0.0194 -0.0470 +0.0080 False
all_positive observed_hic_reabc strict_all 0.6958 0.5885 0.6754 -0.0203 -0.0403 +0.0011 False
all_positive observed_hic_reabc high_confidence 0.9044 0.8014 0.8772 -0.0272 -0.0460 -0.0068 False
all_positive observed_hic_reabc field_compatible_e2g 0.9229 0.8235 0.8973 -0.0256 -0.0437 -0.0085 False
all_positive observed_hic_reabc very_high_confidence 0.8858 0.8186 0.8770 -0.0088 -0.0420 +0.0203 False
all_positive ensemble_proxy_residual_v1 strict_all 0.6872 0.5885 0.6752 -0.0120 -0.0325 +0.0090 False
all_positive ensemble_proxy_residual_v1 high_confidence 0.9081 0.8014 0.8807 -0.0274 -0.0459 -0.0081 False
all_positive ensemble_proxy_residual_v1 field_compatible_e2g 0.9227 0.8235 0.8995 -0.0232 -0.0415 -0.0059 False
all_positive ensemble_proxy_residual_v1 very_high_confidence 0.9072 0.8186 0.8870 -0.0202 -0.0551 +0.0126 False