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多维决策对比矩阵

横向对比生物AI产品与工作流程

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。

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🎯 关键技术指标过滤

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算力需求梯度：

细分技术领域：

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技术参数指标	Single-cell, Spatial & Cytometry CellRank Research / method authors 官方网站 ↗详情	Single-cell, Spatial & Cytometry Azimuth (Seurat reference mapping) Research / method authors 官方网站 ↗详情	Single-cell, Spatial & Cytometry Baysor Research / method authors 官方网站 ↗详情	Single-cell, Spatial & Cytometry BBKNN Research / method authors 官方网站 ↗详情	Single-cell, Spatial & Cytometry LIGER / rliger Research / method authors 官方网站 ↗详情	＋添加工具
Category	Single-cell, Spatial & Cytometry	Single-cell, Spatial & Cytometry	Single-cell, Spatial & Cytometry	Single-cell, Spatial & Cytometry	Single-cell, Spatial & Cytometry	—
Subcategory	Conventional or Statistical Baselines	Conventional or Statistical Baselines	Conventional or Statistical Baselines	Conventional or Statistical Baselines	Conventional or Statistical Baselines	—
Company	Research / method authors	Research / method authors	Research / method authors	Research / method authors	Research / method authors	—
Access mode	Confirm distribution and exact release	Confirm distribution and exact release	Confirm distribution and exact release	Confirm distribution and exact release	Confirm distribution and exact release	—
Licence conditions	NOT_INDEPENDENTLY_AUDITED	NOT_INDEPENDENTLY_AUDITED	NOT_INDEPENDENTLY_AUDITED	NOT_INDEPENDENTLY_AUDITED	NOT_INDEPENDENTLY_AUDITED	—
Compute requirements	Version and data dependent	Version and data dependent	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	PEER_REVIEWED_METHOD_OR_CONFERENCE	OFFICIAL_DOCUMENTATION	PEER_REVIEWED_METHOD_OR_CONFERENCE	PEER_REVIEWED_METHOD_OR_CONFERENCE	PEER_REVIEWED_METHOD_OR_CONFERENCE	—
Commercial eligibility	NOT_INDEPENDENTLY_AUDITED	NOT_INDEPENDENTLY_AUDITED	NOT_INDEPENDENTLY_AUDITED	NOT_INDEPENDENTLY_AUDITED	NOT_INDEPENDENTLY_AUDITED	—
Price	Verify access and licence	Verify access and licence	Verify access and licence	Verify access and licence	Verify access and licence	—
Availability ⓘ	Method paper or official documentation	Method paper or official documentation	Method paper or official documentation	Method paper or official documentation	Method paper or official documentation	—
Features	CellRank scientific method, Single-cell trajectories, directional velocity or related transition kernels, Terminal state and fate probability hypotheses	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	LIGER / rliger scientific method, Count matrices from compatible single-cell modalities, Integrated factorized latent components and aligned cell populations	—
Entry type	Classical/statistical scientific method	Classical/statistical scientific method	Classical/statistical scientific method	Classical/statistical scientific method	Classical/statistical scientific method	—
AI role	NON_AI_STATISTICAL	NON_AI_REFERENCE	NON_AI_STATISTICAL	NON_AI_STATISTICAL	NON_AI_STATISTICAL	—
Input data	Single-cell trajectories, directional velocity or related transition kernels	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	Count matrices from compatible single-cell modalities	—
Output data	Terminal state and fate probability hypotheses	Anchor-based reference map and predicted cell labels	Spatial transcript-informed cell boundaries	Balanced neighbor graph for downstream analysis	Integrated factorized latent components and aligned cell populations	—
Validation	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	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	—