Evidence map›Paper›PMID 42651511›Full record

ArticleBehavioral sciences (Basel, Switzerland)2026

Leader-Selection Mechanisms and Matching Protocols in Public Goods Games: Evidence from the Laboratory.

Dongsheng Chen, Jing Liu, Wenhao Zhang, Jie Zheng

Abstract read
In one paragraph

Article in Behavioral sciences (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.

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

4 authors.

Dongsheng ChenBusiness School, Xiangtan University, Xiangtan 411100, China.ORCID 0009-0006-1544-612X
Jing LiuBusiness School, Xiangtan University, Xiangtan 411100, China.ORCID 0009-0002-9382-633X
Wenhao ZhangCenter for Economic Research, Shandong University, Jinan 250100, China.ORCID 0009-0008-0345-6675
Jie ZhengCenter for Economic Research, Shandong University, Jinan 250100, China.ORCID 0000-0001-9211-2875

Funding

National Natural Science Foundation of China 72073080Shandong Province Natural Science Foundation ZR2024MG004
6 · The paper itself

Abstract

Using a controlled online laboratory experiment, we investigate how leader-selection rules influence public goods provision under fixed matching and random rematching. In our design, a leader is a first mover who chooses a contribution before the other group members, and this contribution is revealed to the later mover(s) before they make their own decisions. In leaderless groups, all group members choose their contributions simultaneously, so no member observes another member's contribution before deciding. Leadership does not produce a uniform increase in contributions. Among the mechanisms examined, delegated leadership by a randomly selected candidate (DL-RC) exhibited the lowest overall mean contribution, particularly under random rematching; however, the primary analyses did not establish a statistically significant general mechanism effect. Within VL-RC, the accepted one-leader branch exhibited higher observed contributions than the refusal-contingent leaderless branch; within DL-RC, the accepted one-leader branch exhibited higher observed contributions than the refusal-contingent three-first-mover branch. Because these realized branches are generated by candidates' acceptance decisions, the comparisons are conditional and do not identify causal effects of acceptance, refusal, leader absence, or the number of first movers. Across leader-present states, later-mover contributions were positively associated with the observed mean contribution of the first mover(s). Fixed matching yielded a higher observed mean contribution than random rematching, but the pooled difference was not statistically significant; the clearest differences in matching protocols arose in DL-RC.

Indexed as

controlled online laboratory experimentcooperationleadershippublic goodssignaling

Identifiers

PMID42651511
PMCPMC13510196

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.