Making causal judgements are part of everyday life, whether seeking to understand the action of complex humans or the relations between inanimate objects in our environments. Albert Michotte’s (1963) classic book, The perception of causality, contained an extensive report of experiments demonstrating not only that observers perceive causality of inanimate shapes, but do so in manifold ways, creating different “causal impressions.” This work has been highly influential across psychology and neuroscience. 

 

In the current study, White (2025) conducted 14 experiments aimed at replicating and extending Michotte’s work. Despite the fact that this research is foundational to current work on perception and understanding of causal relations, it has never been subject to rigorous replication. Moreover, like many research studies from that era, Michotte was sparse on details about methodology and did not rely on statistical analysis. White carried out an ambitious set of 14 experiments and 18 hypotheses that directly replicated and, in some cases, extended Michotte’s experiments. The results of the experiments were mixed, with the hypotheses evenly divided among being supported, partially supported, and not supported. The current effort by White not only brings rigorous contemporary data to classic studies of perceptual impressions of causality, but the results point to important new directions for future study on the topic. In particular, the findings suggest a need to broaden our investigations of causal explanations of movement beyond launching (i.e., contact of one object leading to motion of another) to also consider entraining (i.e., joint movement following contact) and pulling. The collected studies provide fertile ground for further testing a variety of mechanisms that explain different perceptual impressions of causality. 

 

The Stage 2 manuscript was evaluated over three rounds of in-depth review, the first two rounds consisting of detailed comments from two reviewers and the third round consisting of a close read by the recommender. Based on detailed responses to the reviewers' comments, the recommender judged that the manuscript met the Stage 2 criteria and awarded a positive recommendation.

 

URL to the preregistered Stage 1 protocol: https://osf.io/5jx8f
 
Level of bias control achieved: Level 6. No part of the data or evidence that was used to answer the research question was generated until after IPA.
 
List of eligible PCI-RR-friendly journals:
 

 

 

1. Michotte, A. (1963). The perception of causality (T. R. Miles & E. Miles, trans.). London: Methuen. (English translation of Michotte, 1954). 

 

2. White, P. A. (2025). Michotte's research on perceptual impressions of causality: A registered replication study [Stage 2]. Acceptance of Version 3 by Peer Community in Registered Reports. https://osf.io/jdac7

Both research and public debates around social media use tend to involve a premise of positivity bias, which refers to presenting one’s life in an overly positive light by various different means. This premise contributes to multiple potentially important follow-up hypotheses, such as the fear of missing out and low self-image effects, due to repeated consumption of positive social media content (e.g., Bayer et al. 2020, for a review). The positivity bias of social media use, itself, has received limited research attention. 
 
In the present study, Masciantonio and colleagues (2025) tested positivity bias in the context of three social media platforms: Facebook, Instagram, and X. The experiment involved recruiting participants (n=312) into platform-specific user groups and crafting posts to be shared with friends as well as respective social media audiences. For social media positivity bias to differ from everyday positivity bias, posts in the former should introduce more positive valence in comparison to offline sharing—and if the platforms differ in their encouragement of positivity bias, they should introduce significant between-platform differences in valence.
 
Based on how the participants reported events, the study found no significant differences between everyday and social media positivity bias, but messages posted on Twitter/X had a more negative valence than posts in other social media platforms. The results would be consistent with the implication that people's positive actions in social media simply follow the natural human tendency to present oneself positively to others—a hypothesis that should be investigated in follow-up work. More research attention should also be given to specific design features, which may contribute to platform-specific differences in user habits, as suggested by the distinct valence rate found in relation to Twitter/X.

 

The Stage 2 manuscript was evaluated by three experts (areas: experimental methods, social media, statistics) via in-depth peer review across two rounds, with one reviewer returning to validate analysis code and methdological accuracy on a final round. Based on the authors’ careful responses and revisions, the revised manuscript was judged to meet the Stage 2 criteria and was awarded a positive recommendation. 

 
URL to the preregistered Stage 1 protocol: https://osf.io/9z6hm
 
Level of bias control achieved: Level 6. No part of the data or evidence that was used to answer the research question was generated until after IPA.  
 
List of eligible PCI RR-friendly journals:

 

 

 
1. Bayer, J. B., Triệu, P., & Ellison, N. B. (2020). Social media elements, ecologies, and effects. Annual review of psychology, 71, 471-497. https:// doi.org/10.1146/annurev-psych-010419-050944

 

2. Masciantonio, A., Heiser, N., & Cherbonnier, A. (2025). Unveiling the Positivity Bias on Social Media: A Registered Experimental Study On Facebook, Instagram, And X [Stage 2]. Acceptance of Version 2 by Peer Community in Registered Reports. https://osf.io/s93yu 

The replication crisis/credibility revolution has driven a vast number of changes to our research environment (Korbmacher et al., 2023) including a much needed spotlight on issues surrounding measurement (Flake & Fried, 2020). As general understanding and awareness has increased surrounding the 'garden of forking paths' or 'researcher degrees of freedom' (Simmons et al., 2011), and the various decisions made during the scientific process that could impact the conclusions drawn by the process, so too should our interest in meta-research that tells us more about the methodological processes we follow, and how discretionary decisions may influence the design, analysis and reporting of a project.

 

Peeters et al. (2025) have proposed a systematic literature review of this nature, mapping the methodological variation in experience sampling methods (ESM) from the design stage all the way to dissemination. It starts this journey by mapping how ESM studies vary e.g., in design, considering a variety of factors like sample size, number of measurements, and sampling scheme. It also evaluates reporting quality, rationales provided, and captures the extent of open science practices adopted. Covering many parts of the research process that get assumed, unreported or otherwise unjustified, the proposed work looks set to springboard an important body of work that can tell us more effectively how to design, implement and report ESM studies.

 

The Stage 1 submission was reviewed over one round of in-depth review with two reviewers. Based on detailed responses to reviewers’ feedback, the recommender judged that the manuscript met the Stage 1 criteria and therefore awarded in-principle acceptance.

 

 
Level of bias control achieved: Level 1. At least some of the data/evidence that will be used to the answer the research question has been accessed and observed by the authors, including key variables, but the authors certify that they have not yet performed any of their preregistered analyses, and in addition they have taken stringent steps to reduce the risk of bias.
 
List of eligible PCI-RR-friendly journals:

 

 

1. Flake, J. K., & Fried, E. I. (2020). Measurement schmeasurement: Questionable measurement practices and how to avoid them. Advances in Methods and Practices in Psychological Science, 3, 456-465. https://doi.org/10.1177/2515245920952393

 

2. Korbmacher, M., Azevedo, F., Pennington, C. R., Hartmann, H., Pownall, M., Schmidt, K., ... & Evans, T. (2023). The replication crisis has led to positive structural, procedural, and community changes. Communications Psychology, 1, 3. https://doi.org/10.1038/s44271-023-00003-2

 

3. Peeters, L., Van Den Noortgate, W., Blanchard, M. A., Eisele, G., Kirtley, O., Artner, R., & Lafit, G. (2025). Mapping Methodological Variation in ESM Research from Design to Data Analysis: A Systematic Review. In principle acceptance of Version 3 by Peer Community in Registered Reports. https://osf.io/ztvn3

 

4. Simmons, J. P., Nelson, L. D., & Simonsohn, U. (2011). False-positive psychology: Undisclosed flexibility in data collection and analysis allows presenting anything as significant. Psychological Science, 22, 1359-1366. https://doi.org/10.1177/0956797611417632

The human capacity and need for play has been recognized as a central psychotherapeutic component for a long time (e.g. Winnicott 1971). More recently, experts have started developing specialized digital gameplay to be used as therapeutic tools and even utilizing existing videogames for similar purposes (see Ceranoglu 2010). On the other hand, the concerns about some players becoming overinvolved in videogames also led the World Health Organization to include “gaming disorder” in the 11th edition of the International Classification of Diseases, which echoes the nuance required to address human-technology relationships in general.  
 
In the present registered report, Billieux et al. (2024) make use of analog structured role-play in a new intervention aiming to mitigate social anxiety and problematic gaming patterns in online gamers. The authors carried out an exploratory pilot to test a 10-week protocol over three modules inspired by the well-known Dungeons & Dragons franchise. Through a multiple single-case design with a 3-month follow-up, the authors carried out the pilot with 20 participants (two dropped out), which enabled collecting valuable early data about the feasibility and potential of the intervention. 
 
Weekly psychometric assessments indicated that the intervention may support participants and it should continue to be studied in order to comprehensively evaluate its effectiveness. Feedback obtained from participants and other parts of the pilot project enabled identifying elements (e.g., difficulty adjustments), which can be given attention usefully in intervention development. Without question, the study by Billieux et al. (2024) is to be commended for highly transparent documentation of the project, which allows future researchers and intervention developers to learn from the pilot beyond initial results. Among other relevant materials, the supplements provide a detailed case study and item-level psychometric reporting, which can help the development of technical solutions and new hypotheses.
 
Taken together, the study by Billieux et al. (2024) paves the way for open science invention piloting in the field. The Stage 2 manuscript was evaluated by three experts (areas: experimental methods, psychopathology, gaming) via in-depth peer review across two rounds. Based on the authors’ careful responses and revisions, the revised manuscript was judged to meet the Stage 2 criteria and was awarded a positive recommendation. 
 
URL to the preregistered Stage 1 protocol: https://osf.io/h7qat

Level of bias control achieved: Level 6. No part of the data or evidence that was used to answer the research question was generated until after IPA.
 
List of eligible PCI RR-friendly journals: 

 

• Collabra: Psychology
• F1000Research
• Peer Community Journal
• PeerJ
• Royal Society Open Science
• Swiss Psychology Open

 

References
 
1. Billieux, J., Fournier, L., Rochat, L., Georgieva, I., Eben, C., Malmdorf Andersen, M., King, D., Simon, O., Khazaal, Y., Lieberoth, A. & Blocha., J. (2024) Can playing Dungeons and Dragons be good for you? A registered exploratory pilot program using offline Tabletop Role-Playing Games (TTRPGs) to mitigate social anxiety and reduce problematic involvement in multiplayer online videogames [Stage 2 RR]. Acceptance of Version 2 by Peer Community in Registered Reports. https://osf.io/z32d5

 

2. Ceranoglu, T. (2010). Video Games in Psychotherapy. Review of General Psychology, 14 (2). https://doi.org/10.1037/a0019439

 

3. Winnicott, D. (1971/2009). Playing and Reality. Routledge.

Note from the PCI RR Managing Board: This Stage 1 recommendation was originally written by Esther Sebastián González for PCI Ecology on 06 Oct 2020 and was transferred to PCI Registered Reports on 14 Jan 2025 to facilitate the submission and evaluation of the resulting Stage 2 submissions. The link to the original recommendation and review history at PCI Ecology may be found at this link (and in PDF format here).

 

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Understanding the relative importance of species-specific traits and environmental factors in modulating species distributions is an intriguing question in ecology [1]. Both behavioral flexibility (i.e., the ability to change the behavior in changing circumstances) and habitat availability are known to influence the ability of a species to expand its geographic range [2,3]. However, the role of each factor is context and species dependent and more information is needed to understand how these two factors interact. In this pre-registration, Logan et al. [4] explain how they will use Great-tailed grackles (Quiscalus mexicanus), a species with a flexible behavior and a rapid geographic range expansion, to evaluate the relative role of habitat and behavior as drivers of the species’ expansion [4]. The authors present very clear hypotheses, predicted results and also include alternative predictions. The rationales for all the hypotheses are clearly stated, and the methodology (data and analyses plans) are described with detail. The large amount of information already collected by the authors for the studied species during previous projects warrants the success of this study. It is also remarkable that the authors will make all their data available in a public repository, and that the pre-registration in already stored in GitHub, supporting open access and reproducible science. I agree with the three reviewers of this pre-registration about its value and I think its quality has largely improved during the review process. Thus, I am happy to recommend it and I am looking forward to seeing the results.

 

 

Level of bias control achieved: Level 1. At least some of the data/evidence that will be used to the answer the research question has been accessed and observed by the authors, including key variables, but the authors certify that they have not yet performed any of their preregistered analyses, and in addition they have taken stringent steps to reduce the risk of bias.
 
List of eligible PCI-RR-friendly journals:
 

 

 

[1] Gaston KJ. 2003. The structure and dynamics of geographic ranges. Oxford series in Ecology and Evolution. Oxford University Press, New York.

 

[2] Sol D, Lefebvre L. 2000. Behavioural flexibility predicts invasion success in birds introduced to new zealand. Oikos. 90(3): 599–605. https://doi.org/10.1034/j.1600-0706.2000.900317.x

 

[3] Hanski I, Gilpin M. 1991. Metapopulation dynamics: Brief history and conceptual domain. Biological journal of the Linnean Society. 42(1-2): 3–16. https://doi.org/10.1111/j.1095-8312.1991.tb00548.x

 

[4] Logan CJ, McCune KB, Chen N, Lukas D. 2020. Implementing a rapid geographic range expansion - the role of behavior and habitat changes (http://corinalogan.com/Preregistrations/gxpopbehaviorhabitat.html) In principle acceptance by PCI Ecology of the version on 16 Dec 2021 https://github.com/corinalogan/grackles/blob/0fb956040a34986902a384a1d8355de65010effd/Files/Preregistrations/gxpopbehaviorhabitat.Rmd

 

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Full review history: [link]