Claims

In the beginning-segment Lasso model, participant role accounted for 15% of the final prediction model

Claim · All claims
Evidence · 1 study · associational r1 · q2
Currency · newest study 2025 · not yet checked against its sources · not reviewed by a person · recheck by 2028: tool and model accuracy changes quickly

Subclaims

Reading the evidence codes

q is the design tier, i the impact, n the sample, and the kind with its r the rigour judged within that kind: what each code means.

This claim: no standardized effect is recorded in observations/ for it yet, so no benchmark reading is possible.

q2 i? Participant role (leader vs. team member) contributed 15% of the final Lasso model predicting EDA in the beginning segment of the simulation. → Moreno 2025

Evidence

Moreno 2025

Moreno, M., Grewal, K., Cutumisu, M., & Harley, J.M. (2025). Employing Machine Learning to Predict Medical Trainees’ Psychophysiological Responses, Self- and Socially-Shared Regulated Learning Strategies While Completing Medical Simulations. Education Psychology Review, 37 (70), 1-29. https://doi.org/10.1007/s10648-025-10044-0

q2 · i? · associational · r1

Lasso regression model for the beginning segment, with EDA as the predicted variable and coded behaviors, regulation strategy counts, and self-report responses as predictors. The article states "the participant role accounted for 15% of the final model"; the full results section is truncated in the supplied text.

"In the model built for the “beginning” segment of the simulation, the participant role accounted for 15% of the final model."

Discussion

Page metadata
Field Value
type claim
id participant-role-15-percent-beginning-model
title In the beginning-segment Lasso model, participant role accounted for 15% of the final prediction model
description In the beginning-segment Lasso model, participant role accounted for 15% of the final prediction model
status review
evidence_strength weak
newest_evidence 2025
recheck_by 2028
generated by process:wiki-ingest on 2026-10-20
trust unverified — no one has confirmed this page's content
sources 1 — moreno-2025

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