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Record W4414018688 · doi:10.1213/xaa.0000000000002045

What Is Clinical Empathy in Anesthesiology? Perspectives From Practicing Anesthesiologists

2025· article· en· W4414018688 on OpenAlexaff
Morgan D. Stosic, Mollie A. Ruben, Adele E. Weaver, Danielle Blanch‐Hartigan, Justin J. Sanders, Rachel Schwartz, Sunny Jeong, Ryan Lam, Judith A. Hall, Fred Duong, Elaine C. Meyer, David B. Waisel, Richard Blum

Bibliographic record

VenueA&A Practice · 2025
Typearticle
Languageen
FieldMedicine
TopicEmpathy and Medical Education
Canadian institutionsUniversity of TorontoMcGill University
FundersNational Institute on Minority Health and Health Disparities
KeywordsEmpathyAnesthesiologyMedicineAmerican society of anesthesiologistsAnxietyConceptualizationClinical psychologyPsychologyFamily medicinePsychiatryAnesthesia

Abstract

fetched live from OpenAlex

BACKGROUND: To train and encourage providers to be more empathic, it is crucial to first understand what behaviors providers consider acts of empathy in clinical practice. Research has asked this important question of patients and certain physician specialties, but has left out a unique physician population-anesthesiologists. Given the link between patients' preoperative anxiety and poorer postoperative outcomes, anesthesiologists' ability to address patients' needs effectively, particularly during shorter interactions with new patients, may impact patient outcomes. The purpose of the current research was to investigate what anesthesiologists consider to be empathic behaviors and to compare these results with past investigations of other physician specialties. METHODS: Practicing anesthesiologists (N = 99) were recruited online to rate 49 physician behaviors on a 0 to 10 scale for the degree to which each behavior was aligned with their own conceptualization of clinical empathy. RESULTS: Three components of empathic behaviors emerged: Conscientious and Reassuring, Relationship Oriented, and Emotionally Involved. In line with past work with other physician specialties, anesthesiologists rated Relationship-Oriented behaviors as those most closely related and Conscientious and Reassuring behaviors as least closely related to what they viewed as empathy. Although not statistically significantly, men anesthesiologists were more likely to view Conscientious and Reassuring behaviors as aligned with their conceptualizations of empathy than women anesthesiologists, and women anesthesiologists were significantly more likely to view Emotionally Involved behaviors as aligned with their conceptualizations of empathy than men anesthesiologists, with medium effect sizes. CONCLUSIONS: Although anesthesiologists interact with patients during some of the most emotionally charged and vulnerable situations when evaluating, monitoring, and supervising patient care, beginning preoperatively and continuing through their postoperative care, they do not view empathy behaviors fundamentally differently than other physician specialties. We discuss how these results can inform medical education communication and relational approaches by capitalizing on the understanding of anesthesiologists' conceptualizations of empathy.

Fetched live from OpenAlex and de-inverted. Abstracts are not stored in this database: the inverted indexes are 8.6 GB of the frame’s 9.3 GB of text, and the host has 13 GB free.

How this classification was reachedexpand

Full frame distilled prediction

Teacher imitation

Not calibrated prevalence, not ground truth. Human validation pending. Learned from the 10,348 direct Codex labels and 10,348 direct Gemma labels. Candidate is the union of thresholded teacher heads; consensus is their intersection. These outputs are machine_predicted_unvalidated and are not human labels or direct frontier model labels.

metaresearch head score (Codex)0.002
metaresearch head score (Gemma)0.022
Version: codex-gemma-dda1882f352aValidation status: machine_predicted_unvalidated
Candidate categoriesMetaresearch
Consensus categoriesnone
DomainCandidate signal: none · Consensus signal: none
Study designCandidate signal: Qualitative · Consensus signal: none
GenreCandidate signal: Empirical · Consensus signal: Empirical
Teacher disagreement score0.324
Threshold uncertainty score0.986

Codex and Gemma teacher scores by category

CategoryCodexGemma
Metaresearch0.0020.022
Meta-epidemiology (narrow)0.0000.000
Meta-epidemiology (broad)0.0000.000
Bibliometrics0.0000.000
Science and technology studies0.0000.000
Scholarly communication0.0000.001
Open science0.0000.000
Research integrity0.0000.001
Insufficient payload (model declined to judge)0.0000.000

Machine scores (provisional)

The two teacher heads of the student model, read on this work. A score orders the frame for review; it never asserts a category, and the validation status ships verbatim with every row.

Baseline scores from an immature model (maturity gate not passed, 7 training rounds). Scores rank; they never assert a category.

Opus teacher head0.048
GPT teacher head0.440
Teacher spread0.392 · how far apart the two teachers sit on this one work
Validation statusscore_only:v0-immature-baseline · verbatim from the scoring run: score_only means the number may rank works, and no category label ships from it

Classification

machine, unvalidated

Machine predicted; a candidate call from one teacher head, not a consensus.

Study designQualitative
Domainnot available
GenreEmpirical

How this classification was reached, model by model and score by score, is at the end of the page under "How this classification was reached".

Quick stats

Citations2
Published2025
Admission routes1
Has abstractyes

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