[Karimi et al., 2019]
DeepAffinity, over ligand SMILES and annotated protein sequence, as the ATOM3D text describes it.
Overview
DeepAffinity, over ligand SMILES and annotated protein sequence, as the ATOM3D text describes it.
Consult the linked sources for architecture or protocol details. Missing evidence is not evidence of a missing capability.
Evaluations and results
Release 2026-09-17-134cd1815de8 · 3 evaluations · 3 metric rows. Different protocols are not a single leaderboard. Where several source tables report the same metric, the published comparisons above offer a pooled view that names what it does not hold constant.
| Metric and finding | Coverage and uncertainty | Evidence |
|---|---|---|
| [Karimi et al., 2019] on ATOM3D LBA-RMSE: Ligand binding affinity, root mean squared error Configuration: [Karimi et al., 2019]Task: ATOM3D LBA-RMSE: Ligand binding affinity, root mean squared errorDataset subset: ATOM3D LBA (ATOM3D split) Trained and scored under the ATOM3D split for this task. Asterisks in the paper mark a run whose training data differed. Author-reported evaluation · Evaluation metadata: source checked | ||
| 1.893 rmse Unit: error · Direction: lower | Uncertainty: Not reported Scored: Not reported · Eligible: Not reported | source checkedATOM3D: Tasks On Molecules in Three Dimensions · Table 5, row(LBA RMSE), column([Karimi et al., 2019]) Source checking is not independent reproduction. |
| [Karimi et al., 2019] on ATOM3D LBA-RP: Ligand binding affinity, global Pearson correlation Configuration: [Karimi et al., 2019]Task: ATOM3D LBA-RP: Ligand binding affinity, global Pearson correlationDataset subset: ATOM3D LBA (ATOM3D split) Trained and scored under the ATOM3D split for this task. Asterisks in the paper mark a run whose training data differed. Author-reported evaluation · Evaluation metadata: source checked | ||
| 0.415 pearson_r Unit: correlation · Direction: higher | Uncertainty: Not reported Scored: Not reported · Eligible: Not reported | source checkedATOM3D: Tasks On Molecules in Three Dimensions · Table 5, row(glob. RP), column([Karimi et al., 2019]) Source checking is not independent reproduction. |
| [Karimi et al., 2019] on ATOM3D LBA-RS: Ligand binding affinity, global Spearman correlation Configuration: [Karimi et al., 2019]Task: ATOM3D LBA-RS: Ligand binding affinity, global Spearman correlationDataset subset: ATOM3D LBA (ATOM3D split) Trained and scored under the ATOM3D split for this task. Asterisks in the paper mark a run whose training data differed. Author-reported evaluation · Evaluation metadata: source checked | ||
| 0.426 spearman_r Unit: correlation · Direction: higher | Uncertainty: Not reported Scored: Not reported · Eligible: Not reported | source checkedATOM3D: Tasks On Molecules in Three Dimensions · Table 5, row(glob. RS), column([Karimi et al., 2019]) Source checking is not independent reproduction. |
Evidence table
Inspect claims, sources and review details
Trace each statement to its source and review. A context-only reference supports the record generally; it does not verify an individual field. Source checking does not reproduce an experiment.
One row per statement and cited source. Multiple citations are not independent evaluations. Shared locators are labelled explicitly.
0 evidence rows matching the loaded filters
| Property and statement | Original source and location | Review and provenance |
|---|
No evidence rows match these filters. Choose another scope or clear the search.
Sources and history
Release 2026-09-17-134cd1815de8 · Record review: source checked
1 source records and release history
- ATOM3D: Tasks On Molecules in Three Dimensions · Original source · Primary full-text snapshot retrieved 2026-09-17; exact bytes pinned by SHA-256
Technical metadata and extraction receipts
Stable ID: atom3d-method-karimi-et-al-2019
- areas
- molecular-interactions
- source locator
- Table 5, column([Karimi et al., 2019])
- missing metadata
- checkpoint revision: unreported; parameters: unextracted