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Record W2469314048 · doi:10.3138/ptc.2015-66

Do Physiotherapists Have the Skill to Engage in the “Psychological” in the Bio-Psychosocial Approach?

2016· article· en· W2469314048 on OpenAlexvenueno aff
Joanne Connaughton, William Gibson

Bibliographic record

VenuePhysiotherapy Canada · 2016
Typearticle
Languageen
FieldMedicine
TopicPsychosomatic Disorders and Their Treatments
Canadian institutionsnot available
Fundersnot available
KeywordsPsychosocialBiopsychosocial modelPsychologyMedicinePhysical medicine and rehabilitationComputer sciencePhysical therapyMedical educationPsychotherapist

Abstract

fetched live from OpenAlex

Purpose: To describe a cross-sectional exploration of attitudes of physiotherapists in general practice in Western Australia toward psychiatry and mental illness, how often they treat people with mental illness, their perceptions of how well their undergraduate education prepared them to work with these people, and their opinions about what further education would enable them to provide best-practice care. Methods: A questionnaire that included questions about participants' demographic information, personal experiences with mental illness, the Attitudes to Psychiatry (ATP-30), and open-ended questions about participants' preparedness to work with people with mental illness was distributed through 110 email contacts to physiotherapy departments in Western Australia. Results: A total of 75 completed questionnaires contributed to the findings; 11 returned questionnaires were incomplete and were not included in the data analysis. ATP-30 scores indicated moderately positive attitudes toward psychiatry and mental illness. Women indicated significantly more positive attitudes than men. Of the full sample, 41% (n=31) reported treating someone with a comorbid mental health problem every day and 76% (n=57) reported treating someone every week. Conclusion: Physiotherapists in general practice in Western Australia have generally positive perceptions of psychiatry. The majority of clinicians reported treating patients with mental illness at least once a week. Participants indicated feeling underprepared to work with this patient group, a need for the undergraduate curriculum to be revised, and an overwhelming need for postgraduate training in psychiatry and mental health.

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)0.002
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: Qualitative · Consensus signal: none
GenreCandidate signal: Empirical · Consensus signal: Empirical
Teacher disagreement score0.012
Threshold uncertainty score0.025

Distilled classifier scores by category (both heads)

CategoryCodexGemma
Metaresearch0.0020.011
Meta-epidemiology (narrow)0.0000.000
Meta-epidemiology (broad)0.0000.000
Bibliometrics0.0000.000
Science and technology studies0.0010.002
Scholarly communication0.0010.001
Open science0.0000.001
Research integrity0.0010.001
Insufficient payload (model declined to judge)0.0030.001

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 head0.019
GPT teacher head0.319
Teacher spread0.300 · 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 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

Citations30
Published2016
Admission routes1
Has abstractyes

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