Evidence map›Paper›PMID 42781733›Full record

ArticleThe Analyst2026

Machine vision-enabled OD

G Thomas Knecht, Maxwell J Unger, Alison R H Narayan, Robert T Kennedy

Abstract read
In one paragraph

Article in The Analyst, 2026. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Not yet cited in PubMed.

0numbers the graph read from it
0cells of the map it votes in
0citing papers in PubMed
–field-weighted citation impact
1 · What the graph read from it

What it found

Each row is one number read from the abstract, on the scale the paper reported it, with its interval. Left of the dashed line favours the treatment, right favours the comparator. Under each row is the sentence it came from. New to these charts? A ten-minute tutorial.

The abstract states no effect estimate the extractor could read, or names no intervention and outcome on the map, so this paper lights no cell and moves no belief. It is still indexed, cited and linked below.

2 · The registry

The trial behind it

Trials whose registry record cites this paper, or whose number appears in the abstract. A trial that started after this paper was published is citing it as background, not reporting it.

Neither the registry nor the abstract names a trial number. If this is a trial report, that itself is worth knowing.

3 · Its place in the literature

Who cites it

0 citing papers in PubMed.

No citing paper in PubMed yet.

4 · The record

Corrections and comments

PubMed lists nothing against this paper. Absence here is not a guarantee, only a check that was made.

5 · Who and what money

Authors and funding

4 authors.

G Thomas KnechtDepartment of Chemistry, University of Michigan, Ann Arbor, Michigan 48109, USA. rtkenn@umich.edu.ORCID http://orcid.org/0009-0003-3800-3434
Maxwell J UngerDepartment of Chemistry, University of Michigan, Ann Arbor, Michigan 48109, USA. rtkenn@umich.edu.ORCID http://orcid.org/0000-0002-6081-8344
Alison R H NarayanDepartment of Chemistry, University of Michigan, Ann Arbor, Michigan 48109, USA. rtkenn@umich.edu.ORCID http://orcid.org/0000-0001-8290-0077
Robert T KennedyDepartment of Chemistry, University of Michigan, Ann Arbor, Michigan 48109, USA. rtkenn@umich.edu.ORCID http://orcid.org/0000-0003-2447-7471

Funding

Microfluidic Systems to Enable Enzyme Engineering for Chemical SynthesisR01GM150948 · NIGMS · UNIVERSITY OF MICHIGAN AT ANN ARBOR · PI ROBERT T KENNEDY · 2023 to 2026
$1.3M
NIGMS NIH HHS R01 GM150948
6 · The paper itself

Abstract

Droplet microfluidics has become a versatile tool for high-throughput phenotypic analysis of cells, employed in enzyme engineering, drug screening, and antibiotic assays. An important metric in such bioanalyses is the optical density (OD

Identifiers

PMID42781733
PMCPMC13602199

What OpenQuestion holds

Textmetadata
Read underepoch 390

Registered trials

None linked

Read under generation 80e0d062 · epoch 390. Bibliography from PubMed, PubMed Central and OpenAlex; grants from NIH RePORTER; trial links from ClinicalTrials.gov; estimates, votes and beliefs from the OpenQuestion graph.