Strengths and considerations
No source-reviewed explanatory claims are recorded here yet.
model · method
AK-score-ensemble
AK-score-ensemble is the method recorded for Protein–ligand binding affinity scoring. This page preserves the configuration reported by AK-Score: Accurate Protein-Ligand Binding Affinity Prediction Using an Ensemble of 3D-Convolutional Neural Networks.
At a glance
Explanatory profile: limited source coverage · Automated source review, 2026-09-16. This does not change the review status of its results.
| Property | Description and evidence |
|---|---|
| Recorded dataset | CASF-2016AK-Score: Accurate Protein-Ligand Binding Affinity Prediction Using an Ensemble of 3D-Convolutional Neural Networks · Table 2, AK-score-ensemble / learning rate 0.0007 row, Scoring Pearson (R) column |
| Recorded configuration | ensemble; learning rate 0.0007AK-Score: Accurate Protein-Ligand Binding Affinity Prediction Using an Ensemble of 3D-Convolutional Neural Networks · Table 2, AK-score-ensemble / learning rate 0.0007 row, Scoring Pearson (R) column |
| Model type | Not extracted or verified for this record. |
| Training data | Not extracted or verified for this record. |
| Context limits | Not extracted or verified for this record. |
| Access | Not extracted or verified for this record. |
| Code licence | Not extracted or verified for this record. |
| Weights licence | Not extracted or verified for this record. |
How it works
Recorded evaluation
The imported evaluation describes this procedure: CASF-2016 scoring-power evaluation.
AK-Score: Accurate Protein-Ligand Binding Affinity Prediction Using an Ensemble of 3D-Convolutional Neural Networks · Table 2, AK-score-ensemble / learning rate 0.0007 row, Scoring Pearson (R) columnBenchmarks and results
Release 2026-09-16-d74d282221a9 · 1 evaluation · 1 metric row. Different protocols are not a single leaderboard.
| Metric and finding | Coverage and uncertainty | Evidence |
|---|---|---|
| AK-score-ensemble: Protein–ligand binding affinity scoring CASF-2016 scoring-power evaluation. Author-reported evaluation · Evaluation metadata: needs review | ||
| 0.812 Pearson R Unit: unitless · Direction: unknown | Uncertainty: not reported in legacy extract Scored: Not reported · Eligible: Not reported | source checkedAK-Score: Accurate Protein-Ligand Binding Affinity Prediction Using an Ensemble of 3D-Convolutional Neural Networks · Table 2, AK-score-ensemble / learning rate 0.0007 row, Scoring Pearson (R) column Source checking is not independent reproduction. |
Strengths and limitations
Limitations and conditions
- This is an evidence-limited profile. The recorded evaluation context does not establish performance on other datasets or configurations.AK-Score: Accurate Protein-Ligand Binding Affinity Prediction Using an Ensemble of 3D-Convolutional Neural Networks · Table 2, AK-score-ensemble / learning rate 0.0007 row, Scoring Pearson (R) column
Profile review details
Reviewed the existing release record, its source pointer and linked evaluation context. This is not a fresh full-text architecture review or independent reproduction; numerical review status is unchanged.
Stable record: reported-model-54be8a811c206eSources and history
Release 2026-09-16-d74d282221a9 · Record review: needs review
- AK-Score: Accurate Protein-Ligand Binding Affinity Prediction Using an Ensemble of 3D-Convolutional Neural Networks · Original source · version of record
Technical metadata and extraction receipts
Stable ID: reported-model-54be8a811c206e
- areas
- molecular-interactions
- entity level
- method
- version
- ensemble; learning rate 0.0007
- reported name
- AK-score-ensemble
- missing metadata
- checkpoint revision: not_reported_in_legacy_extract; training data: not_reported_in_legacy_extract; licence: not_reported_in_legacy_extract