PIEZOSYM

Drop a molecular library here

CSV / TSV with molecular strings, or SDF / MOL. Up to 50,000 molecules · 64 MB.

Screening guidance and output fields

Where to truncate

this modelrandom expectationtop 5% cut (k=1,108)
Figure 1 The solid line shows model hits; the dashed line shows expected hits from random selection at the same budget. The gap narrows as k increases; both lines meet at the full library.

What this threshold means overall

By score band

bandentitiespositive rate
high score ≥ 0.634——
grey band 0.534–0.634——
low < 0.534——

Confusion matrix at threshold 0.584

actually positiveactually negative
called positive——
called negative——
This threshold favors precision over recall, consistent with candidate screening.

Output format

columnmeaning
input columnsPassed through unchanged, same names and same order (whatever the SMILES column is called comes back as it was)
connectivity_smilesThe structure the model actually reads, stereo removed
scoreScore from reference seed 42, 0–1
percentilePercentile among the 22,168 CSD test entities, 0–1; 0.88 means above 88% of them
seed_spreadThe gap between the highest and lowest of the three seeds (not a standard deviation); interpret together with applicability and the test-set distribution
score_stdDeprecated alias of seed_spread, same value. Kept so older scripts keep reading; will be removed once they have moved over.
bandhigh / gray / low, split at the threshold ±0.05
decisionpositive / negative, binarised at 0.584
applicabilityin_domain / borderline / out_of_domain, banded by the next column (unknown elements and tiny molecules are handled separately)
domain_distancePCA-whitened distance from the descriptor-space centre of the training set; the training median is about 0.8
domain_percentileWhere that distance falls in the training distribution, 0–1; above 0.95 is borderline, above 0.995 is out_of_domain
model_versionv10.2026-10-22
errorRows that failed to parse explain themselves here; valid rows are empty
Progress updates automatically after submission. Download the results when calculation finishes.