Back

Development and automated deployment of a specialised machine learning schema within a collaborative research centre: an explorative approach using large language models

2025-10-07 health systems and quality improvement Title + abstract only
View on medRxiv
Show abstract

Achieving interoperability in machine learning (ML) workflows remains a significant challenge due to the heterogeneity of data types, algorithms, and application domains, as well as the lack of standardized metadata. In this study, we present the development of a specialized ML metadata schema within the context of the Small Data Initiative, a Collaborative Research Center characterized by diverse scientific approaches. We employed an interdisciplinary process combining expert input, iterative r...

Predicted journal destinations

1
PLOS Digital Health
88 training papers
#1 31.2%
2
PLOS ONE
1737 training papers
Top 23% 24.3%
3
Scientific Reports
701 training papers
Top 52% 5.5%
4
BMC Medical Informatics and Decision Making
36 training papers
Top 4% 3.0%
5
npj Digital Medicine
85 training papers
Top 9% 2.1%
6
BMJ Open
553 training papers
Top 46% 2.1%
7
BMC Health Services Research
43 training papers
Top 2% 2.1%
8
Royal Society Open Science
49 training papers
Top 2% 1.7%
9
Journal of Medical Internet Research
81 training papers
Top 10% 1.7%
10
Frontiers in Public Health
135 training papers
Top 21% 1.5%
11
BMJ Open Quality
15 training papers
Top 1% 1.5%
12
JMIRx Med
29 training papers
Top 1% 1.5%
13
PLOS Global Public Health
287 training papers
Top 26% 1.3%
14
Journal of Biomedical Informatics
37 training papers
Top 5% 1.0%
15
PLOS Computational Biology
141 training papers
Top 13% 0.8%
16
BMJ Global Health
95 training papers
Top 19% 0.8%
17
Computers in Biology and Medicine
39 training papers
Top 9% 0.8%
18
Sensors
18 training papers
Top 3% 0.5%
19
Communications Medicine
63 training papers
Top 10% 0.5%
20
Trials
24 training papers
Top 5% 0.5%
21
International Journal of Environmental Research and Public Health
116 training papers
Top 40% 0.5%
22
BMC Medical Research Methodology
41 training papers
Top 12% 0.5%
23
Nature Communications
483 training papers
Top 66% 0.5%
24
Journal of the American Medical Informatics Association
53 training papers
Top 7% 0.5%
25
JMIR Formative Research
31 training papers
Top 11% 0.5%
26
Scientific Data
30 training papers
Top 6% 0.5%