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Record W4412635982 · doi:10.18192/aporia.v17i2.7277

Psychotherapy practice, the practitioner, and the profession – in sickness and in health

2025· article· en· W4412635982 on OpenAlexvenueno aff
Keith Tudor

Bibliographic record

VenueAporia · 2025
Typearticle
Languageen
FieldPsychology
TopicPsychotherapy Techniques and Applications
Canadian institutionsnot available
Fundersnot available
KeywordsPsychotherapistPsychologyNursingMedicine

Abstract

fetched live from OpenAlex

Although the word psychotherapy, from the Greek (psyche + terapia) meaning soul healing, has multi-disciplinary roots, some of which date back to ancient Egyptian times, contemporary psychotherapy is predominantly aligned with health and healthcare. In response, the first part of the article interrogates the ideal of health and cure promoted by theories of psychotherapy; criticises the lack of critical practice regarding diagnosis; advocates a two continua approach to both sickness and health in psychotherapy; and argues that psychotherapy both is and is not a health practice. The second part of the article takes up the issue of the identity of psychotherapists and, by means of a review of different definitions of psychotherapy and of the more critical and radical traditions within the discipline and practice, argues that psychotherapists both are and are not health practitioners. The third and final part of the article offers a critical case study of the New Zealand Association of Psychotherapists’ application for the state registration of its practitioners; and argues that such regulation and registration compromises the profession of psychotherapy, and thus that psychotherapy both is and is not a health profession.

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)0.010
metaresearch head score (Gemma)0.011
Version: metacan-v3-hybrid-931329e0061cValidation status: machine_predicted_unvalidated
Candidate categoriesnone
Consensus categoriesnone
DomainCandidate signal: none · Consensus signal: none
Study designCandidate signal: Not applicable · Consensus signal: none
GenreCandidate signal: Commentary · Consensus signal: Commentary
Teacher disagreement score0.011
Threshold uncertainty score0.068

Distilled classifier scores by category (both heads)

CategoryCodexGemma
Metaresearch0.0100.011
Meta-epidemiology (narrow)0.0000.000
Meta-epidemiology (broad)0.0000.000
Bibliometrics0.0020.002
Science and technology studies0.0110.059
Scholarly communication0.0090.008
Open science0.0010.008
Research integrity0.0070.009
Insufficient payload (model declined to judge)0.0040.001

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 head0.013
GPT teacher head0.414
Teacher spread0.401 · 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.

The models applied no category: nothing in the taxonomy fit this work.
Study designNot applicable
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

Citations0
Published2025
Admission routes1
Has abstractyes

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