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Record W7099471028

Commentary Mindful medical practice: just another fad?

2014· article· en· W7099471028 on OpenAlexaboutno aff

Bibliographic record

Venuenot available
Typearticle
Languageen
FieldArts and Humanities
TopicLandscape and Cultural Studies
Canadian institutionsnot available
Fundersnot available
KeywordsMindfulnessDehumanizationNarrativeBurnoutHealth careNarrative reviewFocus (optics)MeditationMedical practice
DOInot available

Abstract

fetched live from OpenAlex

A thoughtful colleague pointed out that over the past 50 years we have experimented with many different ways to humanize medicine. Recently, a few of our attempts have included explicitly promot-ing empathy,1 inculcating cultural competence,2 and offering courses on narrative medicine.3 This is not to say that any of these approaches have failed, but we are still searching—and recent evidence suggests that medicine retains powerful dehumanizing characteris-tics.4 The continuation of the problem might reflect the challenge that ongoing expansion of medical capabili-ties5 and demand poses to humane care, but it might also reflect an important omission in the humaniz-ing initiatives—an explicit focus on self-care of prac-titioners ’ own humanity. The increasing awareness of burnout and stress among physicians6 and how physi-cian well-being affects patient care7 might explain the developing interest in mindfulness, one of the few self-care practices for which there is empirical evidence of benefit.8 A PubMed search of the terms mindfulness and mindful revealed the following trend: 10 articles pub-lished between 1969 and 1978; 22 articles published between 1979 and 1988; 93 articles published between 1989 and 1998; and 300 articles published between 1999 and 2008 (including 80 in 2008). In addition, we found that 16 medical schools in North America, including Harvard, Duke, and McGill, offer courses on mindfulness to medical students and health care prac-titioners. Our purpose here is to point out some fea-tures of mindfulness that could threaten its long-term viability in medicine, while clarifying its potential role in improving medical practice.

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)0.000
metaresearch head score (Gemma)0.000
Version: codex-gemma-dda1882f352aValidation status: machine_predicted_unvalidated
Candidate categoriesInsufficient payload (model declined to judge)
Consensus categoriesnone
DomainCandidate signal: none · Consensus signal: none
Study designCandidate signal: Not applicable · Consensus signal: Not applicable
GenreCandidate signal: Other · Consensus signal: none
Teacher disagreement score0.811
Threshold uncertainty score0.966

Codex and Gemma teacher scores by category

CategoryCodexGemma
Metaresearch0.0000.000
Meta-epidemiology (narrow)0.0000.000
Meta-epidemiology (broad)0.0000.000
Bibliometrics0.0000.000
Science and technology studies0.0000.000
Scholarly communication0.0000.000
Open science0.0000.000
Research integrity0.0000.000
Insufficient payload (model declined to judge)0.0350.001

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 head0.028
GPT teacher head0.258
Teacher spread0.229 · 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 designNot applicable
Domainnot available
GenreOther

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

Citations0
Published2014
Admission routes1
Has abstractyes

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