A Stacking-Enhanced Support Vector Regression Model for Predicting the Hot Deformation Flow Stress of TC18 Alloy.

Xiang Jiang, Shuangxi Shi, Chenyang Lu, Xuan Shi, Shaoling Ding, Yaobiao Liang

Abstract read

In one paragraph

Article in Materials (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.

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0citing papers in PubMed

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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

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0 citing papers in PubMed.

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4 · The record

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5 · Who and what money

Authors and funding

6 authors.

Xiang JiangSchool of Mathematics and Statistics, Guilin University of Technology, Guilin 541006, China.ORCID 0009-0008-5482-3981

Shuangxi ShiGuangxi Key Laboratory of Special Engineering Equipment and Control, Guilin University of Aerospace Technology, Guilin 541004, China.

Chenyang LuSchool of Mathematics and Statistics, Guilin University of Technology, Guilin 541006, China.

Xuan ShiInstitute of Collaborative Innovation, University of Macao, Macao 999078, China.

Shaoling DingSchool of Mathematics and Statistics, Guilin University of Technology, Guilin 541006, China.

Yaobiao LiangGuangxi Key Laboratory of Special Engineering Equipment and Control, Guilin University of Aerospace Technology, Guilin 541004, China.

Funding

Guangxi National Science Foundation 2023GXNSFBA026171National Natural Science Foundation of China 52461004

6 · The paper itself

Abstract

This study systematically investigates the hot deformation behavior of TC18 alloy under the conditions of deformation temperatures of 720-840 °C and strain rates of 0.001-1 s

Indexed as

flow stress predictionhot deformation behaviorstacking integrated algorithmsupport vector regressionTC18 alloy

Identifiers

PMID42355194

DOI10.3390/ma19122615

PMCPMC13304337

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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.