Claims

In medical and dental education, a deep learning approach is associated with high(er) or no-difference academic performance and never with low(er) performance

Claim · All claims
Evidence · 1 study · review r3 · q3
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.

q3 i? Across the review's synthesis, the deep approach was primarily associated with no differences or high(er) academic performance, with no co-occurrences with low performance. → Marlen A. Roehe 2024

Evidence

Marlen A. Roehe 2024

Marlen A. Roehe, Carmen Trost, Julia S. Grundnig, Anahit Anvari-Pirsch, Anita Holzinger. (2024). Evaluating the Dynamics of Learning Approaches: A Systematic Review Investigating the Nexus Between Teaching Methods and Academic Performance in Medical and Dental Education. Educational Psychology Review. https://doi.org/10.1007/s10648-024-09952-4

q3 · i? · review · r3

The review's thematic synthesis of 49 included studies coded 94 co-occurrences between a deep approach and academic performance; "58.5% of 94 co-occurrences" were insignificant differences and 41.5% were high(er) performance, with none low(er). No pooled effect size is printed, so impact is null.

"The deep approach was primarily associated with insignificant differences in academic performance (58.5% of 94 co-occurrences) and enhancements in or high academic performance (41.5%), whilst no co-occurrences were observed with a decrease in or low performance."

Discussion

Page metadata
Field Value
type claim
id deep-approach-higher-performance-medical-dental
title In medical and dental education, a deep learning approach is associated with high(er) or no-difference academic performance and never with low(er) performance
description In medical and dental education, a deep learning approach is associated with high(er) or no-difference academic performance and never with low(er) performance
status review
evidence_strength moderate
newest_evidence 2024
generated by process:wiki-ingest on 2026-10-19
trust unverified — no one has confirmed this page's content
sources 1 — marlen-a-roehe-2024

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