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Compare biological models, docking engines, and computational workflows side-by-side. Filter by access model, compute footprint, and category to reach an actionable decision table in under a minute.
| Attribute | ＋ Add tool | |||||
|---|---|---|---|---|---|---|
| Category | Genomics & Bioinformatics | Genomics & Bioinformatics | Genomics & Bioinformatics | Genomics & Bioinformatics | Genomics & Bioinformatics | — |
| Subcategory | Research AI Methods | Regulatory Genomics | Conventional or Statistical Baselines | Research AI Methods | Research AI Methods | — |
| Company | Research / method authors | Google DeepMind | Research / method authors | Research / method authors | Research / method authors | — |
| Access mode | Confirm distribution and exact release | Research code or publication | Confirm distribution and exact release | Confirm distribution and exact release | Confirm distribution and exact release | — |
| Licence conditions | NOT_INDEPENDENTLY_AUDITED | Check code and model weights separately | NOT_INDEPENDENTLY_AUDITED | NOT_INDEPENDENTLY_AUDITED | NOT_INDEPENDENTLY_AUDITED | — |
| Compute requirements | Version and data dependent | Check selected checkpoint and runtime; no GPU catalog recommendation | Version and data dependent | Version and data dependent | Version and data dependent | — |
| Biological application | Not recorded | Not recorded | Not recorded | Not recorded | Not recorded | — |
| Research workflow | Not recorded | Not recorded | Not recorded | Not recorded | Not recorded | — |
| Evidence level | PEER_REVIEWED_METHOD_OR_CONFERENCE | Peer-reviewed primary method | PEER_REVIEWED_METHOD_OR_CONFERENCE | PEER_REVIEWED_METHOD_OR_CONFERENCE | PEER_REVIEWED_METHOD_OR_CONFERENCE | — |
| Commercial eligibility | NOT_INDEPENDENTLY_AUDITED | Unknown, requires audit | NOT_INDEPENDENTLY_AUDITED | NOT_INDEPENDENTLY_AUDITED | NOT_INDEPENDENTLY_AUDITED | — |
| Price | Verify access and licence | Check selected model licence | Verify access and licence | Verify access and licence | Verify access and licence | — |
| Availability ⓘ | Method paper or official documentation | Public research method/code | Method paper or official documentation | Method paper or official documentation | Method paper or official documentation | — |
| Features | REVEL scientific method, Annotated human rare missense substitution coordinates, Ensemble missense pathogenicity score | Predicts genomic regulatory tracks and predicted functional effects of noncoding DNA variants., Genomic regulatory track, sequence-variant contrast | bcftools scientific method, Reference genome with aligned short-read input and correct ploidy assumptions, VCF/BCF variant calls and variants QC operations | CADD scientific method, Human genomic variant coordinates mapped to correct reference assembly, Combined annotation-dependent depletion scores | EVE scientific method, Protein family homolog alignment and compatible human missense variants, Evolutionary deep generative variant effect estimate | — |
| Entry type | Source-scoped research method | Research AI model / method | Classical/statistical scientific method | Source-scoped research method | Source-scoped research method | — |
| AI role | ENSEMBLE_ML | Published biomedical AI method | NON_AI_STATISTICAL | ENSEMBLE_ML | DEEP_LEARNING | — |
| Input data | Annotated human rare missense substitution coordinates | DNA sequence interval; alleles and tissue/assay ontology | Reference genome with aligned short-read input and correct ploidy assumptions | Human genomic variant coordinates mapped to correct reference assembly | Protein family homolog alignment and compatible human missense variants | — |
| Output data | Ensemble missense pathogenicity score | Genomic regulatory track; sequence-variant contrast | VCF/BCF variant calls and variants QC operations | Combined annotation-dependent depletion scores | Evolutionary deep generative variant effect estimate | — |
| Validation | Published method scope; no independent BioAtlas execution or benchmark | Requires independent dataset-specific evaluation | Published method scope; no independent BioAtlas execution or benchmark | Published method scope; no independent BioAtlas execution or benchmark | Published method scope; no independent BioAtlas execution or benchmark | — |
| Type | Not recorded | Not recorded | Not recorded | Not recorded | Not recorded | — |
| Intended use | Not recorded | Not recorded | Not recorded | Not recorded | Not recorded | — |
| Compatibility | Not recorded | Not recorded | Not recorded | Not recorded | Not recorded | — |