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将生物大模型、对接计算引擎与组学管线并排横向对比。按获取方式、硬件开销及细分领域灵活筛选，在一分钟内得出客观可辩护的技术选型方案。
| 技术参数指标 | ＋ 添加工具 | |||||
|---|---|---|---|---|---|---|
| Category | Genomics & Bioinformatics | Genomics & Bioinformatics | Genomics & Bioinformatics | Genomics & Bioinformatics | Genomics & Bioinformatics | — |
| Subcategory | Variant Calling | Regulatory Genomics | Conventional or Statistical Baselines | Research AI Methods | Research AI Methods | — |
| Company | HKU BAL / Clair3 contributors | Google DeepMind | Research / method authors | Research / method authors | Research / method authors | — |
| Access mode | Public code | Research code or publication | Confirm distribution and exact release | Confirm distribution and exact release | Confirm distribution and exact release | — |
| Licence conditions | Confirm selected software, model, service and data terms | Check code and model weights separately | NOT_INDEPENDENTLY_AUDITED | NOT_INDEPENDENTLY_AUDITED | NOT_INDEPENDENTLY_AUDITED | — |
| Compute requirements | Configuration and workload dependent; not locally benchmarked | Check selected checkpoint and runtime; no GPU catalog recommendation | Version and data dependent | Version and data dependent | Version and data dependent | — |
| Biological application | 未明确记录 | 未明确记录 | 未明确记录 | 未明确记录 | 未明确记录 | — |
| Research workflow | 未明确记录 | 未明确记录 | 未明确记录 | 未明确记录 | 未明确记录 | — |
| Evidence level | Provider or project documentation | Peer-reviewed primary method | PEER_REVIEWED_METHOD_OR_CONFERENCE | PEER_REVIEWED_METHOD_OR_CONFERENCE | PEER_REVIEWED_METHOD_OR_CONFERENCE | — |
| Commercial eligibility | Not independently confirmed | Unknown, requires audit | NOT_INDEPENDENTLY_AUDITED | NOT_INDEPENDENTLY_AUDITED | NOT_INDEPENDENTLY_AUDITED | — |
| Price | Confirm current access and pricing | Check selected model licence | Verify access and licence | Verify access and licence | Verify access and licence | — |
| Availability ⓘ | See project access terms | Public research method/code | Method paper or official documentation | Method paper or official documentation | Method paper or official documentation | — |
| Features | Deep-learning long-read variant calling, Documented biological or scientific workflow | 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 | Research software / framework | Research AI model / method | Classical/statistical scientific method | Source-scoped research method | Source-scoped research method | — |
| AI role | Scientific machine learning | Published biomedical AI method | NON_AI_STATISTICAL | ENSEMBLE_ML | DEEP_LEARNING | — |
| Input data | Aligned long reads and reference genome | 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 | Variant calls | 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 | 未明确记录 | 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 | 未明确记录 | 未明确记录 | 未明确记录 | 未明确记录 | 未明确记录 | — |
| Intended use | 未明确记录 | 未明确记录 | 未明确记录 | 未明确记录 | 未明确记录 | — |
| Compatibility | 未明确记录 | 未明确记录 | 未明确记录 | 未明确记录 | 未明确记录 | — |
| Limitations | Match the model to sequencing technology and evaluate difficult genomic regions. | 未明确记录 | 未明确记录 | 未明确记录 | 未明确记录 | — |