Evidence map›Paper›PMID 42673545›Full record

ArticleCBE life sciences education2026

Supporting Development of Mechanistic Reasoning Across Chemistry and Biology.

Caleb M Trujillo, Jenna Kesh, Melanie M Cooper, Joelyn de Lima, Tammy M Long, Keenan Noyes, Christina V Schwarz, Jon R Stoltzfus

Abstract read
In one paragraph

Article in CBE life sciences education, 2026. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Not yet cited in PubMed.

0numbers the graph read from it
0cells of the map it votes in
0citing papers in PubMed
–field-weighted citation impact
1 · What the graph read from it

What it found

Each row is one number read from the abstract, on the scale the paper reported it, with its interval. Left of the dashed line favours the treatment, right favours the comparator. Under each row is the sentence it came from. New to these charts? A ten-minute tutorial.

The abstract states no effect estimate the extractor could read, or names no intervention and outcome on the map, so this paper lights no cell and moves no belief. It is still indexed, cited and linked below.

2 · The registry

The trial behind it

Trials whose registry record cites this paper, or whose number appears in the abstract. A trial that started after this paper was published is citing it as background, not reporting it.

Neither the registry nor the abstract names a trial number. If this is a trial report, that itself is worth knowing.

3 · Its place in the literature

Who cites it

0 citing papers in PubMed.

No citing paper in PubMed yet.

4 · The record

Corrections and comments

PubMed lists nothing against this paper. Absence here is not a guarantee, only a check that was made.

5 · Who and what money

Authors and funding

8 authors.

Caleb M TrujilloPlant Biology, Michigan State University, East Lansing, MI 49445.
Jenna KeshNeuroscience, Michigan State University, East Lansing, MI 49445.
Melanie M CooperChemistry, Michigan State University, East Lansing, MI 49445.
Joelyn de LimaPlant Biology, Michigan State University, East Lansing, MI 49445.
Tammy M LongPlant Biology, Michigan State University, East Lansing, MI 49445.
Keenan NoyesChemistry, Michigan State University, East Lansing, MI 49445.
Christina V SchwarzTeacher Education, Michigan State University, East Lansing, MI 49445.
Jon R StoltzfusBiochemistry and Molecular Biology, Michigan State University, East Lansing, MI 49445.

Funding

No grant is acknowledged in the PubMed record.

6 · The paper itself

Abstract

While extensive research explores the difficulties undergraduate students face when learning chemistry or biology, less is known about how students learn across disciplines, especially when constructing mechanistic explanations. This study investigates (1) how undergraduate students explain differences in protein function, focusing on their use of conceptual resources and mechanistic reasoning, and (2) how task design influences their explanations. Using three different tasks with the same underlying mechanistic explanation, we analyzed responses from students who had completed a transformed cell and molecular biology course to determine what conceptual resources they use and how they connect those resources. Our findings show that, given a task with appropriate scaffolding, half of the students constructed mechanistic explanations. We also found that students rarely integrated ideas from both biology and chemistry, but when they did, they consistently constructed mechanistic explanations. Task design significantly influenced the conceptual resources students used and the frequency of mechanistic explanations. These findings highlight the need for careful instructional and curricular design to support cross-disciplinary learning and mechanistic reasoning in STEM education.

Indexed as

BiologyChemistryThinkingCurriculumHumansLearningStudents

Identifiers

PMID42673545
PMCPMC13532918

What Socratic holds

Textmetadata
Read underepoch 390

Registered trials

None linked

Read under generation 80e0d062 · epoch 390. Bibliography from PubMed, PubMed Central and OpenAlex; grants from NIH RePORTER; trial links from ClinicalTrials.gov; estimates, votes and beliefs from the Socratic graph.