Human RNA 2OMe sites, independent test set
Dataset and cohort used in the cited comparison. Dataset population counts do not establish successful prediction coverage.
Dataset and evaluation context
A dataset supplies biological observations. The evaluation protocol defines how those observations are split, used and scored.
Evaluation results
Release 2026-09-17-d277315f7d76 · 5 evaluations · 35 metric rows. Different protocols are not a single leaderboard.
| Metric and finding | Coverage and uncertainty | Evidence |
|---|---|---|
| BERT2OME: Human RNA 2OMe sites, independent test set Configuration: BERT2OMEProtocol: Human RNA 2OMe sites, independent test set (human RNA 2-prime-O-methylation site prediction)Dataset: Human RNA 2OMe sites, independent test set 41-nt centred RNA windows; balanced 8,037 positive and 8,037 negative samples after 80% identity filtering, then 8:2 train/test division. Held-out independent test set. Independent external evaluation · Evaluation metadata: needs review | ||
| 0.795 ACC Unit: fraction · Direction: higher | Uncertainty: unreported Scored: Not reported · Eligible: Not reported | source checked2OMe-LM: predicting 2′-O-methylation sites in human RNA using a pre-trained RNA language model · Table 2. (btaf417-T2), row 3 BERT2OME, column 2: Human RNA 2OMe sites, independent test set ACC Source checking is not independent reproduction. |
| 0.813 Precision Unit: fraction · Direction: higher | Uncertainty: unreported Scored: Not reported · Eligible: Not reported | source checked2OMe-LM: predicting 2′-O-methylation sites in human RNA using a pre-trained RNA language model · Table 2. (btaf417-T2), row 3 BERT2OME, column 4: Human RNA 2OMe sites, independent test set Precision Source checking is not independent reproduction. |
| 0.788 F1-score Unit: fraction · Direction: higher | Uncertainty: unreported Scored: Not reported · Eligible: Not reported | source checked2OMe-LM: predicting 2′-O-methylation sites in human RNA using a pre-trained RNA language model · Table 2. (btaf417-T2), row 3 BERT2OME, column 3: Human RNA 2OMe sites, independent test set F1-score Source checking is not independent reproduction. |
| 0.878 AUC Unit: fraction · Direction: higher | Uncertainty: unreported Scored: Not reported · Eligible: Not reported | source checked2OMe-LM: predicting 2′-O-methylation sites in human RNA using a pre-trained RNA language model · Table 2. (btaf417-T2), row 3 BERT2OME, column 6: Human RNA 2OMe sites, independent test set AUC Source checking is not independent reproduction. |
| 2OMe-LM: Human RNA 2OMe sites, independent test set Configuration: 2OMe-LMProtocol: Human RNA 2OMe sites, independent test set (human RNA 2-prime-O-methylation site prediction)Dataset: Human RNA 2OMe sites, independent test set 41-nt centred RNA windows; balanced 8,037 positive and 8,037 negative samples after 80% identity filtering, then 8:2 train/test division. Held-out independent test set. Author-reported evaluation · Evaluation metadata: needs review | ||
|
0.963
AUPR Unit: fraction · Direction: higher | Uncertainty: unreported Scored: Not reported · Eligible: Not reported | source checked2OMe-LM: predicting 2′-O-methylation sites in human RNA using a pre-trained RNA language model · Table 2. (btaf417-T2), row 6 2OMe-LM, column 7: Human RNA 2OMe sites, independent test set AUPR Source checking is not independent reproduction. |
|
0.898
ACC Unit: fraction · Direction: higher | Uncertainty: unreported Scored: Not reported · Eligible: Not reported | source checked2OMe-LM: predicting 2′-O-methylation sites in human RNA using a pre-trained RNA language model · Table 2. (btaf417-T2), row 6 2OMe-LM, column 2: Human RNA 2OMe sites, independent test set ACC Source checking is not independent reproduction. |
|
0.952
AUC Unit: fraction · Direction: higher | Uncertainty: unreported Scored: Not reported · Eligible: Not reported | source checked2OMe-LM: predicting 2′-O-methylation sites in human RNA using a pre-trained RNA language model · Table 2. (btaf417-T2), row 6 2OMe-LM, column 6: Human RNA 2OMe sites, independent test set AUC Source checking is not independent reproduction. |
| 0.802 Recall Unit: fraction · Direction: higher | Uncertainty: unreported Scored: Not reported · Eligible: Not reported | source checked2OMe-LM: predicting 2′-O-methylation sites in human RNA using a pre-trained RNA language model · Table 2. (btaf417-T2), row 6 2OMe-LM, column 5: Human RNA 2OMe sites, independent test set Recall Source checking is not independent reproduction. |
|
0.887
F1-score Unit: fraction · Direction: higher | Uncertainty: unreported Scored: Not reported · Eligible: Not reported | source checked2OMe-LM: predicting 2′-O-methylation sites in human RNA using a pre-trained RNA language model · Table 2. (btaf417-T2), row 6 2OMe-LM, column 3: Human RNA 2OMe sites, independent test set F1-score Source checking is not independent reproduction. |
|
0.993
Precision Unit: fraction · Direction: higher | Uncertainty: unreported Scored: Not reported · Eligible: Not reported | source checked2OMe-LM: predicting 2′-O-methylation sites in human RNA using a pre-trained RNA language model · Table 2. (btaf417-T2), row 6 2OMe-LM, column 4: Human RNA 2OMe sites, independent test set Precision Source checking is not independent reproduction. |
| H2Opred: Human RNA 2OMe sites, independent test set Configuration: H2OpredProtocol: Human RNA 2OMe sites, independent test set (human RNA 2-prime-O-methylation site prediction)Dataset: Human RNA 2OMe sites, independent test set 41-nt centred RNA windows; balanced 8,037 positive and 8,037 negative samples after 80% identity filtering, then 8:2 train/test division. Held-out independent test set. Independent external evaluation · Evaluation metadata: needs review | ||
| 0.800 F1-score Unit: fraction · Direction: higher | Uncertainty: unreported Scored: Not reported · Eligible: Not reported | source checked2OMe-LM: predicting 2′-O-methylation sites in human RNA using a pre-trained RNA language model · Table 2. (btaf417-T2), row 4 H2Opred, column 3: Human RNA 2OMe sites, independent test set F1-score Source checking is not independent reproduction. |
| 0.904 AUPR Unit: fraction · Direction: higher | Uncertainty: unreported Scored: Not reported · Eligible: Not reported | source checked2OMe-LM: predicting 2′-O-methylation sites in human RNA using a pre-trained RNA language model · Table 2. (btaf417-T2), row 4 H2Opred, column 7: Human RNA 2OMe sites, independent test set AUPR Source checking is not independent reproduction. |
| 0.819 ACC Unit: fraction · Direction: higher | Uncertainty: unreported Scored: Not reported · Eligible: Not reported | source checked2OMe-LM: predicting 2′-O-methylation sites in human RNA using a pre-trained RNA language model · Table 2. (btaf417-T2), row 4 H2Opred, column 2: Human RNA 2OMe sites, independent test set ACC Source checking is not independent reproduction. |
| 0.890 Precision Unit: fraction · Direction: higher | Uncertainty: unreported Scored: Not reported · Eligible: Not reported | source checked2OMe-LM: predicting 2′-O-methylation sites in human RNA using a pre-trained RNA language model · Table 2. (btaf417-T2), row 4 H2Opred, column 4: Human RNA 2OMe sites, independent test set Precision Source checking is not independent reproduction. |
| 0.648 MCC Unit: unitless · Direction: higher | Uncertainty: unreported Scored: Not reported · Eligible: Not reported | source checked2OMe-LM: predicting 2′-O-methylation sites in human RNA using a pre-trained RNA language model · Table 2. (btaf417-T2), row 4 H2Opred, column 8: Human RNA 2OMe sites, independent test set MCC Source checking is not independent reproduction. |
| Meta-2OM: Human RNA 2OMe sites, independent test set Configuration: Meta-2OMProtocol: Human RNA 2OMe sites, independent test set (human RNA 2-prime-O-methylation site prediction)Dataset: Human RNA 2OMe sites, independent test set 41-nt centred RNA windows; balanced 8,037 positive and 8,037 negative samples after 80% identity filtering, then 8:2 train/test division. Held-out independent test set. Independent external evaluation · Evaluation metadata: needs review | ||
| 0.881 AUPR Unit: fraction · Direction: higher | Uncertainty: unreported Scored: Not reported · Eligible: Not reported | source checked2OMe-LM: predicting 2′-O-methylation sites in human RNA using a pre-trained RNA language model · Table 2. (btaf417-T2), row 5 Meta-2OM, column 7: Human RNA 2OMe sites, independent test set AUPR Source checking is not independent reproduction. |
| 0.891 Precision Unit: fraction · Direction: higher | Uncertainty: unreported Scored: Not reported · Eligible: Not reported | source checked2OMe-LM: predicting 2′-O-methylation sites in human RNA using a pre-trained RNA language model · Table 2. (btaf417-T2), row 5 Meta-2OM, column 4: Human RNA 2OMe sites, independent test set Precision Source checking is not independent reproduction. |
| 0.780 ACC Unit: fraction · Direction: higher | Uncertainty: unreported Scored: Not reported · Eligible: Not reported | source checked2OMe-LM: predicting 2′-O-methylation sites in human RNA using a pre-trained RNA language model · Table 2. (btaf417-T2), row 5 Meta-2OM, column 2: Human RNA 2OMe sites, independent test set ACC Source checking is not independent reproduction. |
| 0.639 Recall Unit: fraction · Direction: higher | Uncertainty: unreported Scored: Not reported · Eligible: Not reported | source checked2OMe-LM: predicting 2′-O-methylation sites in human RNA using a pre-trained RNA language model · Table 2. (btaf417-T2), row 5 Meta-2OM, column 5: Human RNA 2OMe sites, independent test set Recall Source checking is not independent reproduction. |
| 0.584 MCC Unit: unitless · Direction: higher | Uncertainty: unreported Scored: Not reported · Eligible: Not reported | source checked2OMe-LM: predicting 2′-O-methylation sites in human RNA using a pre-trained RNA language model · Table 2. (btaf417-T2), row 5 Meta-2OM, column 8: Human RNA 2OMe sites, independent test set MCC Source checking is not independent reproduction. |
| NmRF: Human RNA 2OMe sites, independent test set Configuration: NmRFProtocol: Human RNA 2OMe sites, independent test set (human RNA 2-prime-O-methylation site prediction)Dataset: Human RNA 2OMe sites, independent test set 41-nt centred RNA windows; balanced 8,037 positive and 8,037 negative samples after 80% identity filtering, then 8:2 train/test division. Held-out independent test set. Independent external evaluation · Evaluation metadata: needs review | ||
| 0.624 F1-score Unit: fraction · Direction: higher | Uncertainty: unreported Scored: Not reported · Eligible: Not reported | source checked2OMe-LM: predicting 2′-O-methylation sites in human RNA using a pre-trained RNA language model · Table 2. (btaf417-T2), row 2 NmRF, column 3: Human RNA 2OMe sites, independent test set F1-score Source checking is not independent reproduction. |
| 0.586 AUC Unit: fraction · Direction: higher | Uncertainty: unreported Scored: Not reported · Eligible: Not reported | source checked2OMe-LM: predicting 2′-O-methylation sites in human RNA using a pre-trained RNA language model · Table 2. (btaf417-T2), row 2 NmRF, column 6: Human RNA 2OMe sites, independent test set AUC Source checking is not independent reproduction. |
| 0.508 Precision Unit: fraction · Direction: higher | Uncertainty: unreported Scored: Not reported · Eligible: Not reported | source checked2OMe-LM: predicting 2′-O-methylation sites in human RNA using a pre-trained RNA language model · Table 2. (btaf417-T2), row 2 NmRF, column 4: Human RNA 2OMe sites, independent test set Precision Source checking is not independent reproduction. |
| 0.512 ACC Unit: fraction · Direction: higher | Uncertainty: unreported Scored: Not reported · Eligible: Not reported | source checked2OMe-LM: predicting 2′-O-methylation sites in human RNA using a pre-trained RNA language model · Table 2. (btaf417-T2), row 2 NmRF, column 2: Human RNA 2OMe sites, independent test set ACC Source checking is not independent reproduction. |
| 0.030 MCC Unit: unitless · Direction: higher | Uncertainty: unreported Scored: Not reported · Eligible: Not reported | source checked2OMe-LM: predicting 2′-O-methylation sites in human RNA using a pre-trained RNA language model · Table 2. (btaf417-T2), row 2 NmRF, column 8: Human RNA 2OMe sites, independent test set MCC Source checking is not independent reproduction. |
Evidence table
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.
6 evidence rows matching the loaded filters
| Property and statement | Original source and location | Review and provenance |
|---|---|---|
| attributes.reported_population No value recorded Context-only references | 2OMe-LM: predicting 2′-O-methylation sites in human RNA using a pre-trained RNA language model Performance comparison of 2OMe-LM with existing predictors on the independent test set. a; Table 2. (btaf417-T2), row 2 NmRF, column 2: Human RNA 2OMe sites, independent test set ACC; Table 2. (btaf417-T2), row 3 BERT2OME, column 2: Human RNA 2OMe sites, independent test set ACC; Table 2. (btaf417-T2), row 4 H2Opred, column 2: Human RNA 2OMe sites, independent test set ACC; Table 2. (btaf417-T2), row 5 Meta-2OM, column 2: Human RNA 2OMe sites, independent test set ACC; Table 2. (btaf417-T2), row 6 2OMe-LM, column 2: Human RNA 2OMe sites, independent test set ACC Version: journal full text in PMC | missing or unspecified No individual claim review recorded Audit detailsField: Source artifact SHA-256: Hash scope: Hash scope not separately documented; inspect source record |
| attributes.source_locator Performance comparison of 2OMe-LM with existing predictors on the independent test set. a; Table 2. (btaf417-T2), row 2 NmRF, column 2: Human RNA 2OMe sites, independent test set ACC; Table 2. (btaf417-T2), row 3 BERT2OME, column 2: Human RNA 2OMe sites, independent test set ACC; Table 2. (btaf417-T2), row 4 H2Opred, column 2: Human RNA 2OMe sites, independent test set ACC; Table 2. (btaf417-T2), row 5 Meta-2OM, column 2: Human RNA 2OMe sites, independent test set ACC; Table 2. (btaf417-T2), row 6 2OMe-LM, column 2: Human RNA 2OMe sites, independent test set ACC Context-only references | 2OMe-LM: predicting 2′-O-methylation sites in human RNA using a pre-trained RNA language model Performance comparison of 2OMe-LM with existing predictors on the independent test set. a; Table 2. (btaf417-T2), row 2 NmRF, column 2: Human RNA 2OMe sites, independent test set ACC; Table 2. (btaf417-T2), row 3 BERT2OME, column 2: Human RNA 2OMe sites, independent test set ACC; Table 2. (btaf417-T2), row 4 H2Opred, column 2: Human RNA 2OMe sites, independent test set ACC; Table 2. (btaf417-T2), row 5 Meta-2OM, column 2: Human RNA 2OMe sites, independent test set ACC; Table 2. (btaf417-T2), row 6 2OMe-LM, column 2: Human RNA 2OMe sites, independent test set ACC Version: journal full text in PMC | not individually reviewed No individual claim review recorded Audit detailsField: Source artifact SHA-256: Hash scope: Hash scope not separately documented; inspect source record |
| attributes.split 41-nt centred RNA windows; balanced 8,037 positive and 8,037 negative samples after 80% identity filtering, then 8:2 train/test division. Held-out independent test set. Context-only references | 2OMe-LM: predicting 2′-O-methylation sites in human RNA using a pre-trained RNA language model Performance comparison of 2OMe-LM with existing predictors on the independent test set. a; Table 2. (btaf417-T2), row 2 NmRF, column 2: Human RNA 2OMe sites, independent test set ACC; Table 2. (btaf417-T2), row 3 BERT2OME, column 2: Human RNA 2OMe sites, independent test set ACC; Table 2. (btaf417-T2), row 4 H2Opred, column 2: Human RNA 2OMe sites, independent test set ACC; Table 2. (btaf417-T2), row 5 Meta-2OM, column 2: Human RNA 2OMe sites, independent test set ACC; Table 2. (btaf417-T2), row 6 2OMe-LM, column 2: Human RNA 2OMe sites, independent test set ACC Version: journal full text in PMC | not individually reviewed No individual claim review recorded Audit detailsField: Source artifact SHA-256: Hash scope: Hash scope not separately documented; inspect source record |
| attributes.subset No value recorded Context-only references | 2OMe-LM: predicting 2′-O-methylation sites in human RNA using a pre-trained RNA language model Performance comparison of 2OMe-LM with existing predictors on the independent test set. a; Table 2. (btaf417-T2), row 2 NmRF, column 2: Human RNA 2OMe sites, independent test set ACC; Table 2. (btaf417-T2), row 3 BERT2OME, column 2: Human RNA 2OMe sites, independent test set ACC; Table 2. (btaf417-T2), row 4 H2Opred, column 2: Human RNA 2OMe sites, independent test set ACC; Table 2. (btaf417-T2), row 5 Meta-2OM, column 2: Human RNA 2OMe sites, independent test set ACC; Table 2. (btaf417-T2), row 6 2OMe-LM, column 2: Human RNA 2OMe sites, independent test set ACC Version: journal full text in PMC | missing or unspecified No individual claim review recorded Audit detailsField: Source artifact SHA-256: Hash scope: Hash scope not separately documented; inspect source record |
| description Dataset and cohort used in the cited comparison. Dataset population counts do not establish successful prediction coverage. Context-only references | 2OMe-LM: predicting 2′-O-methylation sites in human RNA using a pre-trained RNA language model Performance comparison of 2OMe-LM with existing predictors on the independent test set. a; Table 2. (btaf417-T2), row 2 NmRF, column 2: Human RNA 2OMe sites, independent test set ACC; Table 2. (btaf417-T2), row 3 BERT2OME, column 2: Human RNA 2OMe sites, independent test set ACC; Table 2. (btaf417-T2), row 4 H2Opred, column 2: Human RNA 2OMe sites, independent test set ACC; Table 2. (btaf417-T2), row 5 Meta-2OM, column 2: Human RNA 2OMe sites, independent test set ACC; Table 2. (btaf417-T2), row 6 2OMe-LM, column 2: Human RNA 2OMe sites, independent test set ACC Version: journal full text in PMC | not individually reviewed No individual claim review recorded Audit detailsField: Source artifact SHA-256: Hash scope: Hash scope not separately documented; inspect source record |
| name Human RNA 2OMe sites, independent test set Context-only references | 2OMe-LM: predicting 2′-O-methylation sites in human RNA using a pre-trained RNA language model Performance comparison of 2OMe-LM with existing predictors on the independent test set. a; Table 2. (btaf417-T2), row 2 NmRF, column 2: Human RNA 2OMe sites, independent test set ACC; Table 2. (btaf417-T2), row 3 BERT2OME, column 2: Human RNA 2OMe sites, independent test set ACC; Table 2. (btaf417-T2), row 4 H2Opred, column 2: Human RNA 2OMe sites, independent test set ACC; Table 2. (btaf417-T2), row 5 Meta-2OM, column 2: Human RNA 2OMe sites, independent test set ACC; Table 2. (btaf417-T2), row 6 2OMe-LM, column 2: Human RNA 2OMe sites, independent test set ACC Version: journal full text in PMC | not individually reviewed No individual claim review recorded Audit detailsField: Source artifact SHA-256: Hash scope: Hash scope not separately documented; inspect source record |
Sources and history
Release 2026-09-17-d277315f7d76 · Record review: needs review
- 2OMe-LM: predicting 2′-O-methylation sites in human RNA using a pre-trained RNA language model · Original source · journal full text in PMC
Technical metadata and extraction receipts
Stable ID: paper-dataset-64b51e2f952f2c1c09
- areas
- rna-transcriptomes
- tasks
- human RNA 2-prime-O-methylation site prediction
- split
- 41-nt centred RNA windows; balanced 8,037 positive and 8,037 negative samples after 80% identity filtering, then 8:2 train/test division. Held-out independent test set.
- subset
- Not reported
- reported population
- Not reported
- source locator
- Performance comparison of 2OMe-LM with existing predictors on the independent test set. a; Table 2. (btaf417-T2), row 2 NmRF, column 2: Human RNA 2OMe sites, independent test set ACC; Table 2. (btaf417-T2), row 3 BERT2OME, column 2: Human RNA 2OMe sites, independent test set ACC; Table 2. (btaf417-T2), row 4 H2Opred, column 2: Human RNA 2OMe sites, independent test set ACC; Table 2. (btaf417-T2), row 5 Meta-2OM, column 2: Human RNA 2OMe sites, independent test set ACC; Table 2. (btaf417-T2), row 6 2OMe-LM, column 2: Human RNA 2OMe sites, independent test set ACC
- missing metadata
- manifest: unextracted; scored count: unreported
- entity classification
- review date: 2026-09-17; rationale: This record identifies a biological data collection or source-labelled evaluation cohort. Keep its dataset identity; split, assay, taxonomic level, candidate restrictions and comparison context remain attributes rather than automatically becoming new entity kinds.; source ids: 2ome-lm-2025; source locator: Performance comparison of 2OMe-LM with existing predictors on the independent test set. a; Table 2. (btaf417-T2), row 2 NmRF, column 2: Human RNA 2OMe sites, independent test set ACC; Table 2. (btaf417-T2), row 3 BERT2OME, column 2: Human RNA 2OMe sites, independent test set ACC; Table 2. (btaf417-T2), row 4 H2Opred, column 2: Human RNA 2OMe sites, independent test set ACC; Table 2. (btaf417-T2), row 5 Meta-2OM, column 2: Human RNA 2OMe sites, independent test set ACC; Table 2. (btaf417-T2), row 6 2OMe-LM, column 2: Human RNA 2OMe sites, independent test set ACC; ambiguities: None recorded