Evidence map›Paper›PMID 42510489›Full record

ArticleBioengineering (Basel, Switzerland)2026

Development of a Deep Learning Model to Estimate Anemia from Palpebral Conjunctiva Taken with a Portable Slit-Lamp Microscope.

Yo Nakahara, Eisuke Shimizu, Takahiro Mizukami, Hiroki Nishimura, Shintaro Nakayama, Tetsuo Ishikawa, Masatoshi Hirayama, Risa Hokama, Kazuhiro Sakurada, Kazuno Negishi

Abstract read
PubMed Full text at PMC Publisher
In one paragraph

Article in Bioengineering (Basel, Switzerland), 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

10 authors.

Yo NakaharaDepartment of Extended Intelligence for Medicine, The Ishii-Ishibashi Laboratory, Keio University School of Medicine, Tokyo 1608582, Japan.
Eisuke ShimizuOUI Inc., Tokyo 1070062, Japan.ORCID 0000-0002-3422-8578
Takahiro MizukamiYokohama Keiai Eye Clinic, Yokohama 2400065, Japan.ORCID 0000-0002-7152-5176
Hiroki NishimuraOUI Inc., Tokyo 1070062, Japan.ORCID 0009-0001-2832-4934
Shintaro NakayamaOUI Inc., Tokyo 1070062, Japan.
Tetsuo IshikawaDepartment of Extended Intelligence for Medicine, The Ishii-Ishibashi Laboratory, Keio University School of Medicine, Tokyo 1608582, Japan.ORCID 0000-0001-5418-5387
Masatoshi HirayamaDepartment of Ophthalmology, Keio University School of Medicine, Tokyo 1608582, Japan.
Risa HokamaDepartment of Ophthalmology, Keio University School of Medicine, Tokyo 1608582, Japan.
Kazuhiro SakuradaDepartment of Extended Intelligence for Medicine, The Ishii-Ishibashi Laboratory, Keio University School of Medicine, Tokyo 1608582, Japan.
Kazuno NegishiDepartment of Ophthalmology, Keio University School of Medicine, Tokyo 1608582, Japan.ORCID 0000-0002-2892-9810

Funding

Japan Agency for Medical Research and DevelopmentJapan Science and Technology AgencyJapan Society for the Promotion of Science JP25K21344New Energy and Industrial Technology Development Organization
6 · The paper itself

Abstract

PubMed holds no abstract for this paper.

Indexed as

anemiaConvNeXtdeep learninghemoglobinpalpebral conjunctivasmart eye camerasmartphone

Identifiers

PMID42510489
PMCPMC13405783

What OpenQuestion holds

Textmetadata
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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.