SCIENTIFIC EVIDENCE, WITH A TRACE

Every claim. Back to its source.

Turn published knowledge into evidence you can inspect, measure, and build on.

Saved evidence is reused automatically.Ready to inspect · no extraction run yet

Evidence status key

These describe recorded actions, not approval steps. Human labels appear only when that action is recorded. Concerns can be raised on any evidence.

Extracted quantitiesSource-supported observations

Exact source anchorsReplayed against source text

Fields not extractedPreserved as explicit gaps

Laboratory experimentsPartner and workflow pending

Source document

OPEN ACCESS

01 / SCIENTIFIC LITERATURE2025

Optimized Machine Learning for Autonomous Enzymatic Reaction Intensification in a Self-Driving Lab

Putz et al. Biotechnology and Bioengineering (2025). The Authors / Wiley.

Enzyme: AaeUPO-PaDa-ISubstrate: ABTSSupplied study context

Context from the preceding publication paragraph, supplied with this example rather than extracted from this passage.

2.2.1 · High-throughput screeningEXCERPT

In Figure 2a, the mean values of the initial reaction rates are shown over pH and temperature for all investigated parameter combinations. The initial reaction rate presents a maximum at pH = 3.5, T = 30°C, with cosubstrate concentration cH2O2 = 8.75 mM, salt concentration cNa2SO4 = 120 mM, and organic solvent concentration cACN = 0% (v/v). The peak activity at the maximum is 790.4 ± 80.6 U mg‐1. Due to the iterative Design of Experiments (DoE)‐based sampling, which employed three sequential 3‐Level‐Full‐Factorial designs, the regions closer to the optimal conditions are sampled more densely than those farther away.

Select a claim to locate its exact source passage.

Extracted evidence

SOURCE LINKED

FROM PASSAGE TO RECORD

Let the source speak.

Run extraction to turn this passage into inspectable quantities, with units, uncertainty, and source locations.

Nothing has been extracted yet.

A real publication. A bounded first experiment.

THE EVIDENCE TRAIL

A record you can inspect.

A record is created after extraction

SOURCE IDENTITYSource loadedA source fingerprint will identify the exact text.

EXACT LOCATIONSelect an extracted claimEvery retained quantity points back to its text.

RECORD LINEAGE

Original sources, recorded actions, and subsequent reuse remain connected.

SCIENTIFIC EVIDENCE, WITH A TRACE

Every claim. Back to its source.

Turn published knowledge into evidence you can inspect, measure, and build on.

Saved evidence is reused automatically.Ready to inspect · no extraction run yet

Evidence status key

These describe recorded actions, not approval steps. Human labels appear only when that action is recorded. Concerns can be raised on any evidence.

Extracted quantitiesSource-supported observations

Exact source anchorsReplayed against source text

Fields not extractedPreserved as explicit gaps

Laboratory experimentsPartner and workflow pending

Source document

OPEN ACCESS

01 / SCIENTIFIC LITERATURE2025

Optimized Machine Learning for Autonomous Enzymatic Reaction Intensification in a Self-Driving Lab

Putz et al. Biotechnology and Bioengineering (2025). The Authors / Wiley.

Enzyme: AaeUPO-PaDa-ISubstrate: ABTSSupplied study context

Context from the preceding publication paragraph, supplied with this example rather than extracted from this passage.

2.2.1 · High-throughput screeningEXCERPT

Select a claim to locate its exact source passage.

Extracted evidence

SOURCE LINKED

FROM PASSAGE TO RECORD

Let the source speak.

Run extraction to turn this passage into inspectable quantities, with units, uncertainty, and source locations.

Nothing has been extracted yet.

A real publication. A bounded first experiment.

THE EVIDENCE TRAIL

A record you can inspect.

A record is created after extraction

SOURCE IDENTITYSource loadedA source fingerprint will identify the exact text.

EXACT LOCATIONSelect an extracted claimEvery retained quantity points back to its text.

RECORD LINEAGE

Original sources, recorded actions, and subsequent reuse remain connected.

Every claim. Back to its source.

Source document

Optimized Machine Learning for Autonomous Enzymatic Reaction Intensification in a Self-Driving Lab

Extracted evidence

Let the source speak.

A record you can inspect.

Opening your evidence workbench.

Every claim. Back to its source.

Source document

Optimized Machine Learning for Autonomous Enzymatic Reaction Intensification in a Self-Driving Lab

Extracted evidence

Let the source speak.

A record you can inspect.