ICYM

Young Sang Choi, Vincent Jeanselme, Pierre Elias, Shalmali Joshi

Abstract read

In one paragraph

Article in ... International Conference on Learning Representations, 2026. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Cited by 1 paper.

0numbers the graph read from it

0cells of the map it votes in

1citing 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

1 citing paper in PubMed.

Multimodal prediction of visual improvement in diabetic macular edema using real-world electronic health records and optical coherence tomography images.medRxiv : the preprint server for health sciences · 2026
Article

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.

Young Sang ChoiDepartment of Biomedical Informatics, Columbia University, New York, NY, USA.

Vincent JeanselmeDepartment of Biomedical Informatics, Columbia University, New York, NY, USA.

Pierre EliasDepartment of Biomedical Informatics, Columbia University, New York, NY, USA.

Shalmali JoshiDepartment of Biomedical Informatics, Columbia University, New York, NY, USA.

Funding

1/5 Clinical Outcome Prediction of Psychosis from EHRs (COPPER)R01MH137679 · NIMH · COLUMBIA UNIVERSITY HEALTH SCIENCES · PI Paul Stuart Appelbaum, NOEMIE ELHADAD · 2024 to 2026

$3.0M

NIMH NIH HHS R01 MH137679

6 · The paper itself

Abstract

Multimodal learning is of continued interest in artificial intelligence-based applications, motivated by the potential information gain from combining different data modalities. However, modalities observed in the source environment may differ from the modalities observed in the target environment due to multiple factors, including cost, hardware failure, or the perceived

Identifiers

PMID42583606

PMCPMC13460310

What OpenQuestion holds

Textmetadata

LicenceTDM

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.