GenAI students collaboratively phrased and troubleshooted questions, with collaborative problem-solving varying substantially between the two genAI groups¶

Claim · All claims
Evidence · 1 study · causal r1 · q2
Currency · newest study 2026 · checked against its sources 2026-10-17 (automated, 1 of 1 entry) · not reviewed by a person

Subclaims¶

q2 i? GenAI Group 1 showed a much larger degree of collaborative problem solving than Group 2, both to communicate with the virtual patient and to interpret case content. → Allison Mool · Jacob Schmid · Thomas Johnston · Kodi J. Smith McCoy · Zachary Patterson · Hannah Feldt · William Thomas · Emma Fenner · Kevin Lu · Raya Gandhi · Adam Western · Brendan Seabold · Daniel Vollmer · Roshan Nallaveettil · Anthony Fanelli · Logan Schmillen · Shelley Tischkau · Anna T. Cianciolo · Pinckney Benedict · Richard Selinfreund 2026

Evidence¶

Allison Mool · Jacob Schmid · Thomas Johnston · Kodi J. Smith McCoy · Zachary Patterson · Hannah Feldt · William Thomas · Emma Fenner · Kevin Lu · Raya Gandhi · Adam Western · Brendan Seabold · Daniel Vollmer · Roshan Nallaveettil · Anthony Fanelli · Logan Schmillen · Shelley Tischkau · Anna T. Cianciolo · Pinckney Benedict · Richard Selinfreund 2026¶

Allison Mool · Jacob Schmid · Thomas Johnston · Kodi J. Smith McCoy · Zachary Patterson · Hannah Feldt · William Thomas · Emma Fenner · Kevin Lu · Raya Gandhi · Adam Western · Brendan Seabold · Daniel Vollmer · Roshan Nallaveettil · Anthony Fanelli · Logan Schmillen · Shelley Tischkau · Anna T. Cianciolo · Pinckney Benedict · Richard Selinfreund. (2026). Using Generative AI to Simulate Patient History-Taking in a Problem-Based Learning Tutorial: A Mixed-Methods Study. Technology, Knowledge and Learning. https://doi.org/10.1007/s10758-025-09929-4

q2 · i? · causal · r1

Descriptive observation of group interaction noted high student interaction in both conditions; genAI students worked collaboratively on phrasing questions naturalistically and troubleshooting incomplete or unexpected responses, with tutor interjections fewer in the most interactive group.

"GenAI Group 1 showed a much larger degree of collaborative problem solving than Group 2, both to communicate with the virtual patient and to interpret case content."

Discussion¶

Learner Variables¶

• Collaboration — outcome: instruction changes it

Related Claims¶

• GAI-assisted DST creation produced significantly higher collaborative problem-solving skills than traditional methods among university students — the general claim this finding bears on, with the studies behind it

• Collaborative situations often fail to be productive in practice, so orchestrating collaboration is not simple — the general claim this finding bears on, with the studies behind it

• Students treated the genAI avatar as a sophisticated question base rather than a virtual patient, using predominantly closed-ended, efficiency-focused questioning — related
• Controlled GenAI virtual-patient and communication studies reported short-term skill gains, but positive findings were not universal — related
• GenAI tutorials took longer than ePBLM tutorials, with approximately 10 additional minutes spent on history-taking — related
• The genAI-enabled patient presented pertinent positive findings consistently with the ePBLM but deviated on non-essential content — related
• Patient history recall was near ceiling in both conditions, with significant decline over two weeks but no difference between genAI and ePBLM conditions — related