Evidence map›Paper›PMID 42740507›Full record

ArticleBrain and behavior2026

Reward Prediction Errors Drive Reinforcement Learning and Recognition Memory: Gender Differences in Methamphetamine Abusers.

YuQing Liu, Die Wang, LePing Wang, SongSong Wang, ZhiYing Chen, Tiancheng Wang, Shengyi Jin, Qiang Zhou, Liping Yang

Abstract read
In one paragraph

Article in Brain and behavior, 2026. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Cited by 1 paper.

0numbers the graph read from it
0cells of the map it votes in
1citing 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

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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

1 citing paper in PubMed.

  1. Article
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

9 authors.

YuQing LiuDepartment of Psychology, Wenzhou Medical University, Wenzhou, China.
Die WangDepartment of Psychology, Wenzhou Medical University, Wenzhou, China.
LePing WangDepartment of Psychology, Wenzhou Medical University, Wenzhou, China.
SongSong WangDepartment of Psychology, Wenzhou Medical University, Wenzhou, China.
ZhiYing ChenZhejiang Moganshan Female Compulsory Isolation Drug Rehabilitation Center, Huzhou, China.
Tiancheng WangWenzhou Huanglong Compulsory Isolation Drug Rehabilitation Center, Wenzhou, China.
Shengyi JinWenzhou Ouhai District Anti-Drug Committee Office, Wenzhou, China.
Qiang ZhouDepartment of Psychology, Wenzhou Medical University, Wenzhou, China.
Liping YangDepartment of Psychology, Wenzhou Medical University, Wenzhou, China.

Funding

National Social Science Fund of China 20BSH047
6 · The paper itself

Abstract

objectivesMethamphetamine (MA) abusers have impaired executive functioning with gender differences, which may be related to the reward prediction errors (RPEs) that drive reinforcement learning and recognition memory, as RPE signaling is impaired in MA abusers. We examined whether the driving effects of RPE on reinforcement learning and recognition memory are impaired in MA abusers and how they differ between women and men.

methodsEighty-two MA abusers (43 men, 39 women) from Zhejiang Compulsory Isolation Drug Rehabilitation Center and 86 non-users (45 men, 41 women) from Wenzhou medical university were recruited in this experimental study. We employed a behavioral paradigm adapted from Rouhani et al., which included a learning task and a recognition test. In the learning task, participants underwent a cycle of prediction and feedback, using the outcomes to iteratively adjust their subsequent choices. Reward prediction errors were manipulated by giving different monetary reward feedback after each reward prediction.

resultsMA abusers showed significant impairments in learning rates and recognition accuracy compared with non-users. GLMM analysis revealed gender-specific patterns: the moderating effect of group on the RPE-learning relationship was significant in females but not in males, indicating impaired RPE utilization in female abusers.

conclusionThese findings suggest that methamphetamine abuse impairs RPE-dependent learning and memory, with reduced RPE utilization efficiency specifically observed in female abusers-manifested as larger prediction errors but lower learning rates.

Indexed as

Amphetamine-Related DisordersMethamphetamineRecognition, PsychologyReinforcement, PsychologyRewardAdultFemaleHumansMaleReinforcement Machine LearningSex CharacteristicsSex FactorsYoung AdultMethamphetamineexecutive functioningmethamphetaminerecognition memoryreinforcement learningreward prediction errors

Identifiers

PMID42740507
PMCPMC13575493

What Socratic 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 Socratic graph.