The Micro-Expression Decoder: A Preliminary Mixed-Methods Evaluation of Training in Subtle Facial and Non-Verbal Cue Recognition in Final-Year Medical Students

Background/Objectives: Subtle facial and interactional cues may prompt clinicians to explore possible anxiety, confusion or hesitation, but they do not establish a patient’s internal state. The Micro-Expression Decoder (MED) links cue recognition with tentative interpretation, direct checking and communication adaptation. Methods: This preliminary, uncontrolled, single-group pre–post convergent mixed-methods evaluation involved 60 final-year medical students from three London medical schools. Ten groups of six completed a 270 min simulation-based programme comprising conceptual teaching, video observation, standardised-patient encounters, feedback and reflection. Study-specific self-ratings and a parallel-form recognition task were completed before teaching and immediately after the instructional and simulation components, before the final debrief. Standardised-patient ratings were obtained during the first and final simulated encounters. There was no control group or follow-up. Results: Recognition confidence increased from 2.7 to 4.3 (mean change 1.6, 95% CI 1.39–1.81; dz = 1.98), interpretation confidence from 3.0 to 4.5 (dz = 2.01), standardised-patient-rated attentiveness from 3.2 to 4.6 (dz = 2.02), and satisfaction from 3.5 to 4.8 (dz = 1.94). Anxiety recognition increased from 25/60 (41.7%) to 55/60 (91.7%), and confusion recognition from 29/60 (48.3%) to 52/60 (86.7%). Qualitative accounts described earlier noticing, clarification and checking, alongside difficulty distinguishing cues, distraction, cultural variation and over-interpretation. Nineteen students increased confidence without categorical improvement in anxiety or confusion recognition. Conclusions: MED was associated with immediate improvement across study-specific outcomes in simulation. The uncontrolled design, immediate assessment, investigator-developed measures, expectancy effects and ceiling in post-training satisfaction preclude conclusions about causality, retention, real-patient benefit, empathy or clinical competence.

Authors

Institutions

Publication Details

Journal
Clinics and Practice
Published
2026-09-14
DOI
https://doi.org/10.3390/clinpract16090170
Primary Topic
Simulation-Based Education in Healthcare
Type
article
Field-Weighted Citation Impact
0.00
Controls
|||
ALL TIME
JAN
FEB
MAR
APR
MAY
JUN
JUL
AUG
SEP
article

The Micro-Expression Decoder: A Preliminary Mixed-Methods Evaluation of Training in Subtle Facial and Non-Verbal Cue Recognition in Final-Year Medical Students

Azeem Majeed, Austen El‐Osta, Waseem Jerjes, Katerina Sini et al.
Clinics and Practice
Simulation-Based Education in Healthcare
article

The Micro-Expression Decoder: A Preliminary Mixed-Methods Evaluation of Training in Subtle Facial and Non-Verbal Cue Recognition in Final-Year Medical Students

Azeem Majeed, Austen El‐Osta, Waseem Jerjes, Katerina Sini, Andreas Conte, Hashira Syed
article en

Abstract

Background/Objectives: Subtle facial and interactional cues may prompt clinicians to explore possible anxiety, confusion or hesitation, but they do not establish a patient’s internal state. The Micro-Expression Decoder (MED) links cue recognition with tentative interpretation, direct checking and communication adaptation. Methods: This preliminary, uncontrolled, single-group pre–post convergent mixed-methods evaluation involved 60 final-year medical students from three London medical schools. Ten groups of six completed a 270 min simulation-based programme comprising conceptual teaching, video observation, standardised-patient encounters, feedback and reflection. Study-specific self-ratings and a parallel-form recognition task were completed before teaching and immediately after the instructional and simulation components, before the final debrief. Standardised-patient ratings were obtained during the first and final simulated encounters. There was no control group or follow-up. Results: Recognition confidence increased from 2.7 to 4.3 (mean change 1.6, 95% CI 1.39–1.81; dz = 1.98), interpretation confidence from 3.0 to 4.5 (dz = 2.01), standardised-patient-rated attentiveness from 3.2 to 4.6 (dz = 2.02), and satisfaction from 3.5 to 4.8 (dz = 1.94). Anxiety recognition increased from 25/60 (41.7%) to 55/60 (91.7%), and confusion recognition from 29/60 (48.3%) to 52/60 (86.7%). Qualitative accounts described earlier noticing, clarification and checking, alongside difficulty distinguishing cues, distraction, cultural variation and over-interpretation. Nineteen students increased confidence without categorical improvement in anxiety or confusion recognition. Conclusions: MED was associated with immediate improvement across study-specific outcomes in simulation. The uncontrolled design, immediate assessment, investigator-developed measures, expectancy effects and ceiling in post-training satisfaction preclude conclusions about causality, retention, real-patient benefit, empathy or clinical competence.

Clinics and PracticeVol. 16(9)
King's College London (GB), Imperial College London (GB)
Quality Education
Openalex Percentile: Top 11%
Simulation-Based Education in Healthcare
AI Navigator

Ask Laika to Summarize, Analyze, and Connect papers live on the map.

Summarize Papers & Methodologies

Extract key findings, datasets, and comparative methods across publications.

Benchmark Rankings & Visual Analytics

Rank top research institutions, authors, funders, topics, and journals by Field-Weighted Citation Impact (FWCI) and paper volume with instant charts.

Connect Distant Disciplines

Bridge topological clusters on the map to find hidden collaborative intersections.