VON DER FORSCHUNGSFRAGE ZU DEN WERKZEUGEN
Bauen Sie Ihren Forschungs-Workflow auf
Verbinden Sie Software, Rechenleistung und Laborschritte anhand dokumentierter Belege. Ein Workflow ist ein Planungsleitfaden, kein validiertes Versuchsprotokoll.
Research workflow suitability and Decision Passport
The previous fixed-template workflow scorer cannot establish comparative scientific suitability. For a task-specific assessment, enter the biological objective, the actual sample/data modalities and method constraints in the offline Decision Lab. Select the reviewed method deliberately and compare it against a mandatory non-AI baseline.
Open scientific Decision LabHistorical workflow templates are examples, not validated executable pipelines, clinical decisions or ranked model recommendations.
KERNSÄULEN DER BIOAI-WORKFLOWS
Industriestandard-Blueprints für Computerbiologie
6 dokumentierte Pfade · Nachweise und Planungsnotizen erfasst im September 2026. Die kommerzielle Eignung wurde für diese vollständigen Workflows nicht unabhängig bestätigt.
Provider-tested configuration
Predict biomolecular structures
AlphaFold 3 documentation lists a single H100 80 GB as an officially supported inference configuration. Other H100 variants are not established by this evidence.
1 · Eingaben
Biomolecular sequences and supported molecular inputs, with sequence-search preparation.
2 · Software & Rechenleistung
H100 80 GB; CPU/RAM and sequence databases are also required. Larger inputs can require configuration changes.
3 · Ausgaben
Predicted structures for scientific review.
4 · Laborübergabe
Editorial next step: select an appropriate structural or functional validation assay with the research team. No direct instrument integration has been verified.
Lizenz & kommerzielle Nutzung
Code and model parameters have separate terms. Parameter access must be obtained from the provider; commercial eligibility is not established here.
Kostenkomponenten
GPU access, CPU preparation, sequence storage and researcher time; no live price estimate.
Grenzen der Nachweise
Hardware support is not evidence of accuracy for a particular biological target. No local benchmark was run.
Originalnachweis einsehen ↗
Provider implementation example
Run protein-folding workflows in the cloud
AWS documents AlphaFold2 and OpenFold workflows on SageMaker. This evidence does not establish AlphaFold 3 compatibility.
1 · Eingaben
Protein sequences and the chosen workflow's reference data.
2 · Software & Rechenleistung
Workflow-specific cloud instances, storage and orchestration; verify current instance availability and dependencies.
3 · Ausgaben
Structure predictions and tracked experiments.
4 · Laborübergabe
Editorial next step: choose experimental validation based on the biological question. No automatic laboratory handoff is documented here.
Lizenz & kommerzielle Nutzung
AWS service terms and each model/data licence must be evaluated separately.
Kostenkomponenten
Instance runtime, storage, data transfer and idle resources; confirm regional prices.
Grenzen der Nachweise
Historical implementation example; not a guarantee that the original deployment instructions still run unchanged.
Originalnachweis einsehen ↗
Manufacturer-listed research
Connect cellular imaging to machine-learning analysis
Revvity lists research combining Opera Phenix imaging with machine learning. AI analysis is a workflow component, not assumed to be included in every instrument configuration.
1 · Eingaben
Prepared biological samples and an imaging assay.
2 · Software & Rechenleistung
Analysis workstation or server requirements depend on the selected pipeline and image volume; not yet verified.
3 · Ausgaben
Cellular images and analysis-dependent measurements.
4 · Laborübergabe
Imaging is the laboratory step. Confirm assay design, controls, sample formats and export compatibility before linking an analysis tool.
Lizenz & kommerzielle Nutzung
Instrument, analysis software and model licences require separate confirmation.
Kostenkomponenten
Instrument quotation, maintenance, consumables, analysis software and compute.
Grenzen der Nachweise
Publication-list evidence, not an independently reproduced benchmark or verified plug-and-play integration.
Originalnachweis einsehen ↗
Project documentation; editorial evaluation plan
Evaluate cell segmentation
Compare these alternative analysis tools on the same images; no cross-tool interoperability is asserted.
1 · Eingaben
Microscopy images with representative expert annotations
2 · Software & Rechenleistung
Select the release and dataset size before sizing CPU, GPU, RAM and storage; no hardware configuration verified here.
3 · Ausgaben
Segmentation masks or workflow-specific classifications
4 · Laborübergabe
Editorial next step: review results against independent annotations, truth sets or relevant experiments. No automatic laboratory integration is established.
Lizenz & kommerzielle Nutzung
Confirm the selected code, model and data terms separately.
Kostenkomponenten
Compute, storage, annotation and researcher time; no current price estimate.
Grenzen der Nachweise
Tools are not locally benchmarked; this path describes an evaluation plan and does not assert clinical validity or superiority.
Originalnachweis einsehen ↗
Project documentation; editorial evaluation plan
Evaluate single-cell representations
These are alternative research approaches. Batch effects and held-out donor evaluation must be considered; a direct pipeline between them is not verified.
1 · Eingaben
Quality-controlled single-cell expression data
2 · Software & Rechenleistung
Select the release and dataset size before sizing CPU, GPU, RAM and storage; no hardware configuration verified here.
3 · Ausgaben
Model-specific embeddings or downstream predictions
4 · Laborübergabe
Editorial next step: review results against independent annotations, truth sets or relevant experiments. No automatic laboratory integration is established.
Lizenz & kommerzielle Nutzung
Confirm the selected code, model and data terms separately.
Kostenkomponenten
Compute, storage, annotation and researcher time; no current price estimate.
Grenzen der Nachweise
Tools are not locally benchmarked; this path describes an evaluation plan and does not assert clinical validity or superiority.
Originalnachweis einsehen ↗
Project documentation; editorial evaluation plan
Evaluate a variant-calling pipeline
Choose the sequencing-platform model and compare to appropriate reference truth data; this is not clinical interpretation.
1 · Eingaben
Aligned reads, reference genome and platform-matched model
2 · Software & Rechenleistung
Select the release and dataset size before sizing CPU, GPU, RAM and storage; no hardware configuration verified here.
3 · Ausgaben
Genetic variant calls
4 · Laborübergabe
Editorial next step: review results against independent annotations, truth sets or relevant experiments. No automatic laboratory integration is established.
Lizenz & kommerzielle Nutzung
Confirm the selected code, model and data terms separately.
Kostenkomponenten
Compute, storage, annotation and researcher time; no current price estimate.
Grenzen der Nachweise
Tools are not locally benchmarked; this path describes an evaluation plan and does not assert clinical validity or superiority.
Originalnachweis einsehen ↗
