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Confronta modelli biologici, motori di docking e flussi di calcolo affiancati. Filtra per modello di accesso, impronta di calcolo e categoria per ottenere una tabella decisionale attuabile in meno di un minuto.
| Attributo | ＋ Aggiungi strumento | |||||
|---|---|---|---|---|---|---|
| Category | Single-cell, Spatial & Cytometry | Single-cell, Spatial & Cytometry | Single-cell, Spatial & Cytometry | Single-cell, Spatial & Cytometry | Single-cell, Spatial & Cytometry | — |
| Subcategory | Single-cell Models | Conventional or Statistical Baselines | Conventional or Statistical Baselines | Conventional or Statistical Baselines | Conventional or Statistical Baselines | — |
| Company | Theodoris laboratory and collaborators | Research / method authors | Research / method authors | Research / method authors | Research / method authors | — |
| Access mode | Public code / project terms | Confirm distribution and exact release | Confirm distribution and exact release | Confirm distribution and exact release | Confirm distribution and exact release | — |
| Licence conditions | Review the linked release, model weights, datasets and service terms separately | NOT_INDEPENDENTLY_AUDITED | NOT_INDEPENDENTLY_AUDITED | NOT_INDEPENDENTLY_AUDITED | NOT_INDEPENDENTLY_AUDITED | — |
| Compute requirements | Consult linked installation guidance; workload dependent | Version and data dependent | Version and data dependent | Version and data dependent | Version and data dependent | — |
| Biological application | Non registrato | Non registrato | Non registrato | Non registrato | Non registrato | — |
| Research workflow | Non registrato | Non registrato | Non registrato | Non registrato | Non registrato | — |
| Evidence level | Project or provider documentation; no local performance benchmark | OFFICIAL_DOCUMENTATION | PEER_REVIEWED_METHOD_OR_CONFERENCE | PEER_REVIEWED_METHOD_OR_CONFERENCE | PEER_REVIEWED_METHOD_OR_CONFERENCE | — |
| Commercial eligibility | Not independently confirmed | NOT_INDEPENDENTLY_AUDITED | NOT_INDEPENDENTLY_AUDITED | NOT_INDEPENDENTLY_AUDITED | NOT_INDEPENDENTLY_AUDITED | — |
| Price | See project terms; compute costs may apply | Verify access and licence | Verify access and licence | Verify access and licence | Verify access and licence | — |
| Availability ⓘ | See project access and maintenance status | Method paper or official documentation | Method paper or official documentation | Method paper or official documentation | Method paper or official documentation | — |
| Features | Transformer representations of single-cell transcriptomes, Input: Tokenized single-cell gene-expression data, Output: Cell or gene representations and task-specific predictions | Azimuth (Seurat reference mapping) scientific method, Compatible single-cell expression matrix and named atlas reference, Anchor-based reference map and predicted cell labels | Baysor scientific method, Subcellular in-situ transcript positions and optional cell stain masks, Spatial transcript-informed cell boundaries | BBKNN scientific method, Single-cell latent-space representation and batch labels, Balanced neighbor graph for downstream analysis | CellRank scientific method, Single-cell trajectories, directional velocity or related transition kernels, Terminal state and fate probability hypotheses | — |
| Entry type | Research software / model | Classical/statistical scientific method | Classical/statistical scientific method | Classical/statistical scientific method | Classical/statistical scientific method | — |
| AI role | Scientific machine learning | NON_AI_REFERENCE | NON_AI_STATISTICAL | NON_AI_STATISTICAL | NON_AI_STATISTICAL | — |
| Input data | Tokenized single-cell gene-expression data | Compatible single-cell expression matrix and named atlas reference | Subcellular in-situ transcript positions and optional cell stain masks | Single-cell latent-space representation and batch labels | Single-cell trajectories, directional velocity or related transition kernels | — |
| Output data | Cell or gene representations and task-specific predictions | Anchor-based reference map and predicted cell labels | Spatial transcript-informed cell boundaries | Balanced neighbor graph for downstream analysis | Terminal state and fate probability hypotheses | — |
| Validation | Evaluate on representative data; no clinical suitability established | 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 | Published method scope; no independent BioAtlas execution or benchmark | — |
| Type | Non registrato | Non registrato | Non registrato | Non registrato | Non registrato | — |
| Intended use | Biological and pharmaceutical research | Non registrato | Non registrato | Non registrato | Non registrato | — |
| Compatibility | Non registrato | Non registrato | Non registrato | Non registrato | Non registrato | — |
| Limitations | Use version-specific tokenizers and checkpoints; in-silico perturbations are hypotheses rather than causal proof. | Non registrato | Non registrato | Non registrato | Non registrato | — |