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Record W2059283047 · doi:10.3138/ptc.59.2.118

Use of Electrophysical Agents: Findings and Implications of a Survey of Practice in Metro Toronto

2007· article· en· W2059283047 on OpenAlexvenueaboutno aff
Ethne L. Nussbaum, Sarah E. Burke, Leslie Johnstone, Geraldine Lahiffe, Eric Robitaille, Karen Yoshida

Bibliographic record

VenuePhysiotherapy Canada · 2007
Typearticle
Languageen
FieldHealth Professions
TopicOccupational Therapy Practice and Research
Canadian institutionsnot available
Fundersnot available
KeywordsMedicineContinuing educationGraduation (instrument)Continuing medical educationFamily medicinePhysical therapyMedical education

Abstract

fetched live from OpenAlex

Purposes: (1) To determine the availability, use and factors associated with the use of electrophysical agents (EPAs) in the management of patients with musculoskeletal impairments in physical therapy (PT) outpatient clinics in Metro Toronto and (2) to determine sources of EPA information used by physical therapists (PTs) and their perceived need for continuing EPA education. Method: Information was collected by a questionnaire distributed to all eligible PTs in the defined area. Data included the characteristics of PTs and clinics, availability and use of EPAs by PTs, treatments received by patients, sources and influence of EPA information, use of support personnel and PTs' past education and future needs. Results: The response rate was 54.1 per cent. The results were analyzed for 125 eligible PTs. On a typical day, treatment excluded EPAs for 29 per cent of patients. Treatment included one, two and three or more EPAs for 36, 26, and 9 per cent of patients, respectively. On average, PTs used EPAs for more than half of their patients: the most significant factors associated with EPA use were type of patient funding and number of patients treated per hour. Place of entry-level education and years since graduation were associated with the sources and perceived importance of EPA information that PTs used. More than half of the respondents indicated an interest in continuing EPA education. Conclusions: EPAs are commonly included in PT management of persons with musculoskeletal impairments. Entry-level and continuing education should promote use of EPAs based on scientific evidence.

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 score0.374
Threshold uncertainty score0.285

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 head0.099
GPT teacher head0.493
Teacher spread0.394 · 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

Citations9
Published2007
Admission routes2
Has abstractyes

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