DALLA DOMANDA DI RICERCA AGLI STRUMENTI
Costruisci il tuo flusso di lavoro di ricerca
Collega software, calcolo e passaggi di laboratorio utilizzando prove documentate. Un workflow è una guida di pianificazione, non un protocollo sperimentale validato.
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.
PILASTRI FONDAMENTALI DEI WORKFLOW BIOAI
Blueprint Standard del Settore per la Biologia Computazionale
6 percorsi documentati · Prove e note di pianificazione registrate a settembre 2026. L'idoneità commerciale non è stata confermata in modo indipendente per questi flussi completi.
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 · Input
Biomolecular sequences and supported molecular inputs, with sequence-search preparation.
2 · Software & calcolo
H100 80 GB; CPU/RAM and sequence databases are also required. Larger inputs can require configuration changes.
3 · Output
Predicted structures for scientific review.
4 · Passaggio al laboratorio
Editorial next step: select an appropriate structural or functional validation assay with the research team. No direct instrument integration has been verified.
Licenza & uso commerciale
Code and model parameters have separate terms. Parameter access must be obtained from the provider; commercial eligibility is not established here.
Componenti di costo
GPU access, CPU preparation, sequence storage and researcher time; no live price estimate.
Limiti delle prove
Hardware support is not evidence of accuracy for a particular biological target. No local benchmark was run.
Ispeziona prova originale ↗
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 · Input
Protein sequences and the chosen workflow's reference data.
2 · Software & calcolo
Workflow-specific cloud instances, storage and orchestration; verify current instance availability and dependencies.
3 · Output
Structure predictions and tracked experiments.
4 · Passaggio al laboratorio
Editorial next step: choose experimental validation based on the biological question. No automatic laboratory handoff is documented here.
Licenza & uso commerciale
AWS service terms and each model/data licence must be evaluated separately.
Componenti di costo
Instance runtime, storage, data transfer and idle resources; confirm regional prices.
Limiti delle prove
Historical implementation example; not a guarantee that the original deployment instructions still run unchanged.
Ispeziona prova originale ↗
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 · Input
Prepared biological samples and an imaging assay.
2 · Software & calcolo
Analysis workstation or server requirements depend on the selected pipeline and image volume; not yet verified.
3 · Output
Cellular images and analysis-dependent measurements.
4 · Passaggio al laboratorio
Imaging is the laboratory step. Confirm assay design, controls, sample formats and export compatibility before linking an analysis tool.
Licenza & uso commerciale
Instrument, analysis software and model licences require separate confirmation.
Componenti di costo
Instrument quotation, maintenance, consumables, analysis software and compute.
Limiti delle prove
Publication-list evidence, not an independently reproduced benchmark or verified plug-and-play integration.
Ispeziona prova originale ↗
Project documentation; editorial evaluation plan
Evaluate cell segmentation
Compare these alternative analysis tools on the same images; no cross-tool interoperability is asserted.
1 · Input
Microscopy images with representative expert annotations
2 · Software & calcolo
Select the release and dataset size before sizing CPU, GPU, RAM and storage; no hardware configuration verified here.
3 · Output
Segmentation masks or workflow-specific classifications
4 · Passaggio al laboratorio
Editorial next step: review results against independent annotations, truth sets or relevant experiments. No automatic laboratory integration is established.
Licenza & uso commerciale
Confirm the selected code, model and data terms separately.
Componenti di costo
Compute, storage, annotation and researcher time; no current price estimate.
Limiti delle prove
Tools are not locally benchmarked; this path describes an evaluation plan and does not assert clinical validity or superiority.
Ispeziona prova originale ↗
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 · Input
Quality-controlled single-cell expression data
2 · Software & calcolo
Select the release and dataset size before sizing CPU, GPU, RAM and storage; no hardware configuration verified here.
3 · Output
Model-specific embeddings or downstream predictions
4 · Passaggio al laboratorio
Editorial next step: review results against independent annotations, truth sets or relevant experiments. No automatic laboratory integration is established.
Licenza & uso commerciale
Confirm the selected code, model and data terms separately.
Componenti di costo
Compute, storage, annotation and researcher time; no current price estimate.
Limiti delle prove
Tools are not locally benchmarked; this path describes an evaluation plan and does not assert clinical validity or superiority.
Ispeziona prova originale ↗
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 · Input
Aligned reads, reference genome and platform-matched model
2 · Software & calcolo
Select the release and dataset size before sizing CPU, GPU, RAM and storage; no hardware configuration verified here.
3 · Output
Genetic variant calls
4 · Passaggio al laboratorio
Editorial next step: review results against independent annotations, truth sets or relevant experiments. No automatic laboratory integration is established.
Licenza & uso commerciale
Confirm the selected code, model and data terms separately.
Componenti di costo
Compute, storage, annotation and researcher time; no current price estimate.
Limiti delle prove
Tools are not locally benchmarked; this path describes an evaluation plan and does not assert clinical validity or superiority.
Ispeziona prova originale ↗
