Claims

In the coded dataset, exploration was the most frequent phase (727 units, 48%), followed by integration (444, 29%), resolution (235, 15%), and non-cognitive presence (115, 8%)

Claim · All claims
Evidence · 1 study · design r2 · q2
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 i? Table 4 shows exploration 727 (48%), integration 444 (29%), resolution 235 (15%), non-cognitive presence 115 (8%), and the authors attribute the high integration and resolution shares to assignments designed to push students toward those phases. → Dornauer 2024

Evidence

Dornauer 2024

Dornauer, V., Netzer, M., Kaczkó, É., Norz, L.-M., & Ammenwerth, E. (2024). Automatic Classification of Online Discussions and Other Learning Traces to Detect Cognitive Presence. International Journal of Artificial Intelligence in Education. https://doi.org/10.1007/s40593-023-00335-4

q2 · i? · design · r2

Manual coding results (Table 4) reported as printed counts and percentages, plus the authors' own interpretation (marked as interpretation, not a tested result): the higher integration and resolution occurrence "could be because our work assignments were designed to urge students" toward those phases.

"In our dataset, the occurrence of integration and resolution was higher than in previous studies, e.g., Kovanović et al. (2016) and Neto et al. (2018, 2021). This could be because our work assignments were designed to urge students to reach integration and even resolution."

Discussion

Page metadata
Field Value
type claim
id phase-distribution-skew
title In the coded dataset, exploration was the most frequent phase (727 units, 48%), followed by integration (444, 29%), resolution (235, 15%), and non-cognitive presence (115, 8%)
description In the coded dataset, exploration was the most frequent phase (727 units, 48%), followed by integration (444, 29%), resolution (235, 15%), and non-cognitive presence (115, 8%)
status review
evidence_strength moderate
newest_evidence 2024
generated by process:wiki-ingest on 2026-10-27
trust unverified — no one has confirmed this page's content
sources 1 — dornauer-2024

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