Evidence map›Paper›PMID 39001139›Full record

ArticleSensors (Basel, Switzerland)2024

Comment on Martínez-Delgado et al. Using Absorption Models for Insulin and Carbohydrates and Deep Leaning to Improve Glucose Level Predictions.

Josiah Z R Misplon, Varun Saini, Brianna P Sloves, Sarah H Meerts, David R Musicant

Abstract read
In one paragraph

Article in Sensors (Basel, Switzerland), 2024. 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

5 authors.

Josiah Z R MisplonDepartment of Computer Science, Carleton College, Northfield, MN 55057, USA.ORCID 0000-0003-4247-0935
Varun SainiDepartment of Computer Science, Carleton College, Northfield, MN 55057, USA.ORCID 0000-0003-3821-0313
Brianna P SlovesDepartment of Computer Science, Carleton College, Northfield, MN 55057, USA.ORCID 0000-0002-4546-2247
Sarah H MeertsNeuroscience Program and Department of Psychology, Carleton College, Northfield, MN 55057, USA.ORCID 0000-0003-2526-1955
David R MusicantDepartment of Computer Science, Carleton College, Northfield, MN 55057, USA.ORCID 0000-0002-6580-382X

Funding

No grant is acknowledged in the PubMed record.

6 · The paper itself

Abstract

The paper "Using Absorption Models for Insulin and Carbohydrates and Deep Leaning to Improve Glucose Level Predictions" (

Indexed as

Blood GlucoseDiabetes Mellitus, Type 1InsulinCarbohydratesHumansModels, BiologicalBlood GlucoseCarbohydratesInsulincarbohydrate absorptiondata processingdeep learningglucose level predictioninsulin absorptionLSTMmachine learning modelsmodel validationtime-series data

Identifiers

PMID39001139
PMCPMC11244369

What OpenQuestion holds

Textmetadata
LicenceCC BY
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.