MétaCan
Menu
Back to cohort
Record W3109988566 · doi:10.7202/1073527ar

L’evidence-based medicine, un projet épistémologique et éthique en porte-à-faux avec la psychiatrie ?

2020· article· fr· W3109988566 on OpenAlexaffvenue
Alexis Thibault

Bibliographic record

VenueSanté mentale au Québec · 2020
Typearticle
Languagefr
FieldArts and Humanities
TopicMental Health and Psychiatry
Canadian institutionsUniversité de Montréal
Fundersnot available
KeywordsHumanitiesPhilosophy

Abstract

fetched live from OpenAlex

Current mainstream psychiatric discourse and practice rely mostly on a dominant technological paradigm where mental distress is understood as a "faulty mechanism" which needs "fixing" through medical means. As such, evidence-based medicine (EBM), a recent medical concept which encourages technological knowledge and hence technological understanding and interventions, was embraced by contemporary psychiatry. EBM is a proposition which seeks to regulate clinical decision-making by putting forth the idea of a hierarchy of evidence, where information yielded from randomized controlled trials (RCTs) and meta-analyses have definite precedence over other forms or sources of information. Thus, because EBM favors these evidence-producing tools, RCTs and meta-analyses, it purports that the knowledge that counts is that which is measurable and specific; necessary conditions for its detection by such tools. In doing so, EBM devalues and arguably even ignores other forms of evidence and warrants for clinical decision-making. From the standpoint of ethics, it purports that the "right" thing to do is to apply the evidence produced by EBM in a clinical setting. Other forms of evidence and relevant information regarding clinical decision-making which cannot be produced or measured by EBM are ethically devalued. Reviewed literature in the field of philosophy of psychiatry thus argues that EBM is ill-suited for psychiatry. It has a reductive view of the epistemological and related ethical issues regarding psychiatric practice. It cannot, by design, account for the specificities of psychiatry, notably in terms of diagnoses; their complexity easily renders the evidence created by EBM of questionable validity. It also cannot account for the specificities of psychiatric therapeutics. Outcomes related to the mind are incorrectly translated into specific and measurable results, and amongst other points, non-specific therapeutic factors, the ones discredited by EBM, are core to mental health care: nonsense. This leads the current critical review to consider that psychiatry would perhaps benefit from the development of its own evidentiary framework, taking into account its unique epistemological position, where subjectivity, context and values cannot be downplayed in the hierarchy of evidence, in the hierarchy of warrants for decision-making. This discussion inevitably raises the question of the object of study of psychiatry, which appears to be somewhat different than that of medicine. It also forces a conversation on the goals of psychiatry; they appear more complex than the achievement of measurable and specific health outcomes. Although a definite alternative to EBM in psychiatry has yet to be established, the literature, and this paper, point towards the idea of a more flexible evidentiary framework for psychiatry, one where ethical issues, including the ethics of what counts as evidence, should be of crucial importance.

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 machine prediction

Teacher imitation

Not calibrated prevalence, not ground truth. Human validation pending. The Gemma side is a direct model label for every work in the frame, read from the title-only record. The Codex side is a classifier learned from the 10,348 direct Codex labels and calibrated to design-weighted sample rates; fields without enough sample support carry no Codex call. Candidate is the union of the two sides; consensus is their intersection. These outputs are machine_predicted_unvalidated and are not human labels.

metaresearch head score (Codex)0.105
metaresearch head score (Gemma)0.128
Version: metacan-v3-hybrid-931329e0061cValidation status: machine_predicted_unvalidated
Candidate categoriesScience and technology studies
Consensus categoriesnone
DomainCandidate signal: none · Consensus signal: none
Study designCandidate signal: Theoretical or conceptual · Consensus signal: Theoretical or conceptual
GenreCandidate signal: Commentary · Consensus signal: Commentary
Teacher disagreement score0.995
Threshold uncertainty score0.555

Distilled classifier scores by category (both heads)

CategoryCodexGemma
Metaresearch0.1050.128
Meta-epidemiology (narrow)0.0010.001
Meta-epidemiology (broad)0.0050.002
Bibliometrics0.0080.007
Science and technology studies0.0050.080
Scholarly communication0.0340.047
Open science0.0040.010
Research integrity0.0230.038
Insufficient payload (model declined to judge)0.0050.003

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 head0.044
GPT teacher head0.309
Teacher spread0.265 · 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 source (direct Gemma or distilled Codex), not a consensus.

Study designTheoretical or conceptual
Domainnot available
GenreCommentary

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

Citations7
Published2020
Admission routes2
Has abstractyes

Explore more

Same venueSanté mentale au QuébecSame topicMental Health and PsychiatryFrench-language works237,207