Evidence map›Paper›PMID 41078828›Full record

ArticleACS omega2025

Production-Increase Potential Evaluations after Refracturing Low-Shale-Oil-Producing Wells via Machine-Learning-Driven Multisource Data Mining.

Penghu Bao, Gang Hui, Jin Zhang, Muming Wang, Hongbo Liang, Ruihan Zhang, Chenqi Ge, Zhiyang Pi, Ye Li, Yujie Zhang and 5 more

Abstract read
PubMed Full text at PMC Publisher
In one paragraph

Article in ACS omega, 2025. 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

15 authors.

Penghu BaoState Key Laboratory of Oil and Gas Reservoir Geology and Exploration (Southwest Petroleum University), Chengdu 610500, China.
Gang HuiState Key Laboratory of Oil and Gas Reservoir Geology and Exploration (Southwest Petroleum University), Chengdu 610500, China.ORCID https://orcid.org/0000-0002-0120-5994
Jin ZhangGeological Research Institute of the Ninth Oil Production Plant of Daqing Oilfield, Daqing, Heilongjiang 163853, China.
Muming WangDepartment of Chemical and Petroleum Engineering, University of Calgary, Calgary, AB T2N1N4, Canada.
Hongbo LiangCNPC Research Institute of Petroleum Exploration and Development, Beijing 100083, China.
Ruihan ZhangState Key Laboratory of Oil and Gas Reservoir Geology and Exploration (Southwest Petroleum University), Chengdu 610500, China.
Chenqi GeState Key Laboratory of Petroleum Resources and Engineering, China University of Petroleum (Beijing), Beijing 102249, China.
Zhiyang PiState Key Laboratory of Petroleum Resources and Engineering, China University of Petroleum (Beijing), Beijing 102249, China.
Ye LiState Key Laboratory of Petroleum Resources and Engineering, China University of Petroleum (Beijing), Beijing 102249, China.
Yujie ZhangState Key Laboratory of Petroleum Resources and Engineering, China University of Petroleum (Beijing), Beijing 102249, China.
Xing YangState Key Laboratory of Petroleum Resources and Engineering, China University of Petroleum (Beijing), Beijing 102249, China.
Yujie ZhangState Key Laboratory of Petroleum Resources and Engineering, China University of Petroleum (Beijing), Beijing 102249, China.
Dan WuState Key Laboratory of Petroleum Resources and Engineering, China University of Petroleum (Beijing), Beijing 102249, China.
Yunli LuState Key Laboratory of Petroleum Resources and Engineering, China University of Petroleum (Beijing), Beijing 102249, China.
Fei GuCNPC Research Institute of Petroleum Exploration and Development, Beijing 100083, China.

Funding

No grant is acknowledged in the PubMed record.

6 · The paper itself

Abstract

As shale reservoir development progresses, the share of low-producing horizontal wells grows, and the need for repeated-fracturing technology becomes more essential. Accurately evaluating the production potential is crucial for determining the efficacy of refracturing. This work proposes a novel method for assessing the repeated-fracturing potential of low-producing horizontal wells that combines the fine screening of important controlling parameters with an optimized XGBoost algorithm (

Identifiers

PMID41078828
PMCPMC12508989

What OpenQuestion holds

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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.