Evidence map›Paper›PMID 42941234›Full record

ArticleMetabolites2026

Tail-Risk-Aware Model Predictive Control for Hypoglycemia Mitigation in Automated Insulin Delivery.

Kaiyuan Zhang, Congyu Han, Hexing Guo, Shuo Kang, Shuji Jing, Chunrui Wang, Tianyi Zang, Yanli Zhao

Abstract read
PubMed Full text at PMC Publisher
In one paragraph

Article in Metabolites, 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

8 authors.

Kaiyuan ZhangFaculty of Computing, Harbin Institute of Technology, Harbin 150001, China.ORCID 0009-0006-7866-6920
Congyu HanFaculty of Computing, Harbin Institute of Technology, Harbin 150001, China.
Hexing GuoFaculty of Computing, Harbin Institute of Technology, Harbin 150001, China.
Shuo KangFaculty of Computing, Harbin Institute of Technology, Harbin 150001, China.
Shuji JingFaculty of Computing, Harbin Institute of Technology, Harbin 150001, China.ORCID 0009-0003-7486-1372
Chunrui WangFaculty of Computing, Harbin Institute of Technology, Harbin 150001, China.ORCID 0009-0007-5617-1924
Tianyi ZangFaculty of Computing, Harbin Institute of Technology, Harbin 150001, China.ORCID 0000-0003-0195-8731
Yanli ZhaoMedical College, Qinghai University, Xining 810016, China.

Funding

Heilongjiang Provincial Science and Technology Department 2022ZXJ03C06Ministry of Education of the People's Republic of China JYB2025XDXM413National Natural Science Foundation of China 62076082Qinghai University 2025KTSA01Science and Technology Department of Qinghai Province QHKLYC-GDCXCY-2023-320
6 · The paper itself

Abstract

PubMed holds no abstract for this paper.

Indexed as

automated insulin deliverymodel predictive controlreinforcement learningtail risktype 1 diabetes

Identifiers

PMID42941234
PMCPMC13707116

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.