evaluation · needs review
PMF + ECFP + PF (LightGBM): Protein–ligand binding energy prediction
Evaluation procedure
Binding-energy model using ligand and protein fingerprints with LightGBM.
- Model
- PMF + ECFP + PF (LightGBM)
- Benchmark
- Protein–ligand binding energy prediction
- Dataset
- Fingerprint-scoring benchmark
- origin
- Author-reported evaluation
- configuration
- Not reported
- protocol id
- Not reported
- dataset version
- Not reported
- split
- Not reported
- population
- Not reported
- inputs
- Not reported
- adaptation
- Not reported
- metric implementation
- Not reported
- aggregation
- Not reported
- budget
- Not reported
Metadata review: needs review. Unreported conditions prevent automatic comparisons.
Evaluation 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 |
|---|---|---|
| PMF + ECFP + PF (LightGBM): Protein–ligand binding energy prediction Model: PMF + ECFP + PF (LightGBM) · Benchmark: Protein–ligand binding energy prediction · Dataset: Fingerprint-scoring benchmark Binding-energy model using ligand and protein fingerprints with LightGBM. Author-reported evaluation · Evaluation metadata: needs review | ||
| 0.79 Pearson R Unit: unitless · Direction: unknown | Uncertainty: not reported in legacy extract Scored: Not reported · Eligible: Not reported | source checkedMachine-Learning- and Knowledge-Based Scoring Functions Incorporating Ligand and Protein Fingerprints · Table 1, PMF + ECFP + PF / LightGBM row, R column Source checking is not independent reproduction. |
Sources and history
Release 2026-09-16-d74d282221a9 · Record review: needs review
- Machine-Learning- and Knowledge-Based Scoring Functions Incorporating Ligand and Protein Fingerprints · Original source · PMC archival version PMC9178954.1
Technical metadata and extraction receipts
Stable ID: evaluation-lit-b3-050
- areas
- molecular-interactions
- tasks
- Protein–ligand binding energy prediction
- origin
- author_reported
- protocol
- Binding-energy model using ligand and protein fingerprints with LightGBM.
- version
- Not reported
- comparison
- protocol id: Not reported; dataset version: Not reported; split: Not reported; population: Not reported; inputs: Not reported; adaptation: Not reported; metric implementation: Not reported; aggregation: Not reported; budget: Not reported
- missing metadata
- model version: not_reported_in_legacy_extract; dataset version: not_reported_in_legacy_extract; split: not_reported_in_legacy_extract