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Clinical reasoning of Brazilian expert occupational therapists: a constructivist grounded theory study

2024· article· en· W4403546344 on OpenAlexaff
Angélica da Silva Araújo, Elizabeth Anne Kinsella, Ana Carolina Carreira de Mello, Taís Quevedo Marcolino

Bibliographic record

VenueCadernos Brasileiros de Terapia Ocupacional  · 2024
Typearticle
Languageen
FieldSocial Sciences
TopicHealth Education and Validation
Canadian institutionsMcGill University
Fundersnot available
KeywordsConstructivist grounded theoryGrounded theoryOccupational therapyPsychologyEpistemologyQualitative researchPsychotherapistMedical educationMedicineSociologySocial sciencePsychiatryPhilosophy

Abstract

fetched live from OpenAlex

Abstract Introduction Practice-based models or theories are relevant elements for understanding deliberate thinking processes in individualizing care for a specific client in occupational therapists' practice. The Dynamic Occupational Therapy Method (DOTM) is an ongoing conceptual-methodological framework developed in Brazil since the 1970s. Objective To examine the clinical reasoning processes of expert occupational therapists employing the DOTM. Method A constructivist grounded theory approach guided this study. Data were collected and analyzed simultaneously through Constant Comparative Analysis. Individual and in-group interviews, and a reflective journal, comprised the data collection instruments. Participants were ten expert occupational therapists with: minimum of 10 years of practice experience, minimum of five years since completion of the DOTM clinical training, employing the DOTM as the main framework in practice, and considered by peers as experts. Results Two major categories emerged from data analysis: (1) the DOTM reasoning processes – construction of the situational diagnosis, establishment and management of the triadic relationship, and dialogical assessment of the therapeutic process/associative paths; (2) thinking ethical-aesthetically, associatively, and dynamically. Conclusion This research advances knowledge about the reasoning processes of expert therapists, demonstrating the importance of theoretical and methodological knowledge to inform clinical reasoning. A theory on the clinical reasoning of expert occupational therapists employing the DOTM was developed, detailing how this conceptual-methodological framework underpins reasoning by providing valuable operational concepts to support a dynamic practice centered on the clients' uniqueness and situated context.

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)0.031
metaresearch head score (Gemma)0.037
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: Qualitative
GenreCandidate signal: Empirical · Consensus signal: Empirical
Teacher disagreement score0.031
Threshold uncertainty score0.166

Distilled classifier scores by category (both heads)

CategoryCodexGemma
Metaresearch0.0310.037
Meta-epidemiology (narrow)0.0010.001
Meta-epidemiology (broad)0.0010.001
Bibliometrics0.0050.004
Science and technology studies0.0050.006
Scholarly communication0.0040.003
Open science0.0020.004
Research integrity0.0020.002
Insufficient payload (model declined to judge)0.0020.000

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 head0.101
GPT teacher head0.496
Teacher spread0.396 · 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".

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Citations0
Published2024
Admission routes1
Has abstractyes

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