Index of the 23 discipline skills (FoR30-FoR52) that mirror the disciplines of the companion ScienceClaw-Eval benchmark: find which discipline skill fits a scientific task (plant panoptic segmentation, protein fitness prediction, hippocampus segmentation,…
Operate ScienceClaw's program-level self-evolution - turn a finished, replay-verified canvas session into a Skill/Operator candidate, gate it on user-registered validation tasks, and leave promotion (and rollback) to the user, with receipts.
Use when segmenting top-down field or UAV RGB images of crops (sugar beet, PhenoBench-style) into soil / crop / weed semantics plus crop-plant and crop-leaf instances (hierarchical panoptic segmentation), from a few labelled images, delivering per-image…
Use when ranking or predicting the fitness effect of single amino-acid substitutions in a protein (deep mutational scanning, ProteinGym-style assays) from labelled variants of the same assay and the wild-type sequence, delivering one score per query variant…
Use when segmenting the hippocampus into anterior and posterior parts in small 3-D T1-weighted brain MRI crops (Medical Segmentation Decathlon Task04) from a set of labelled volumes, delivering one integer label volume per image scored by Dice. Corresponds to…
Use when forecasting day-ahead hourly electricity load of individual buildings (residential and commercial smart-meter data, BuildingsBench-style) from the previous 168 hours and optionally the building's own earlier history, delivering a 24-hour forecast in…
Use when predicting a binary molecular property such as HIV replication inhibition (OGB ogbg-molhiv, MoleculeNet-style activity) from SMILES strings and labelled molecules, delivering one probability-like score per query molecule evaluated by ROC-AUC under a…
Use when forecasting monthly tourism, visitor or other seasonal business and service series (Monash Tourism Monthly, 24-month horizon, period 12) from each series' history, delivering non-negative forecasts per series scored by mean MASE. Corresponds to FoR35…