Claims

Sensitivity under mixed stopping criteria correlated positively with collection length in some strategy groups but not others

Claim · All claims
Evidence · 1 study · causal r2 · q2 · i3 large
Currency · newest study 2024 · not yet checked against its sources · not reviewed by a person

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 i3 Sensitivity under mixed stopping criteria correlated positively with the number of abstracts in groups A, D, and G (e.g., group A: ρ = 0.76), but not in groups B, C, E, F, H, and I. → Campos 2024

Evidence

Campos 2024

Campos, D. G., Fütterer, T., Gfrörer, T., Lavelle-Hill, R., Murayama, K., König, L., Hecht, M., Zitzmann, S., & Scherer, R. (2024). Screening Smarter, Not Harder: A Comparative Analysis of Machine Learning Screening Algorithms and Heuristic Stopping Criteria for Systematic Reviews in Educational Research. Educational Psychology Review. https://doi.org/10.1007/s10648-024-09862-5

q2 · i3 · causal · r2

Exploratory Spearman correlations of mixed-strategy sensitivity with dataset characteristics across the 27 collections. Group A showed "a positive correlation with the number of abstracts in an abstract collection" (ρ = 0.76, 95% CI [0.50, 0.89]).

"the sensitivity achieved under each mixed-based heuristic stopping criteria had a positive correlation with the number of abstracts in an abstract collection in groups A, D, and G (group A: ρ = 0.76, 95% CI [0.50, 0.89]"

Discussion

Page metadata
Field Value
type claim
id mixed-stopping-sensitivity-correlates-with-collection-length
title Sensitivity under mixed stopping criteria correlated positively with collection length in some strategy groups but not others
description Sensitivity under mixed stopping criteria correlated positively with collection length in some strategy groups but not others
status review
evidence_strength weak
newest_evidence 2024
generated by process:wiki-ingest on 2026-10-21
trust unverified — no one has confirmed this page's content
sources 1 — campos-2024

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