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Record W3045729722 · doi:10.5014/ajot.2020.74s1-po2801

OT Practitioner (OTP) Use of Sensory-Based Evidence: A Comparison of OTPs in the United States, Great Britain, Australia, and Canada

2020· article· en· W3045729722 on OpenAlexaboutno aff
Elizabeth Mirasola, Madison Sutton, Micah Cutler, Tara J. Glennon

Bibliographic record

VenueAmerican Journal of Occupational Therapy · 2020
Typearticle
Languageen
FieldSocial Sciences
TopicWriting and Handwriting Education
Canadian institutionsnot available
Fundersnot available
KeywordsPsychological interventionPerceptionIntervention (counseling)Sensory systemMedical educationSession (web analytics)MedicinePsychologyNursingCognitive psychologyComputer science

Abstract

fetched live from OpenAlex

Date Presented 03/26/20 OTPs in four countries completed an online survey related to their perceptions, practices, and decision-making processes when using evidence to inform sensory-based interventions. This study examined OTPs’ awareness of sensory-based literature, knowledge base of existing evidence, and how evidence-based practice intervention skills were obtained. This session will discuss survey outcomes and the implications for future practice, as well as provide a current list of sensory-based evidence for participants. Primary Author and Speaker: Elizabeth Mirasola Additional Authors and Speakers: Madison Sutton, Micah Cutler Contributing Authors: Tara Glennon

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)0.001
metaresearch head score (Gemma)0.001
Version: codex-gemma-dda1882f352aValidation status: machine_predicted_unvalidated
Candidate categoriesnone
Consensus categoriesnone
DomainCandidate signal: none · Consensus signal: none
Study designCandidate signal: Observational · Consensus signal: Observational
GenreCandidate signal: Empirical · Consensus signal: Empirical
Teacher disagreement score0.507
Threshold uncertainty score0.934

Codex and Gemma teacher scores by category

CategoryCodexGemma
Metaresearch0.0010.001
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)0.0000.000

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 head0.289
GPT teacher head0.447
Teacher spread0.159 · 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.

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

Citations0
Published2020
Admission routes1
Has abstractyes

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