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Record W4401545568 · doi:10.1017/s1463423626101078

Building bridges: The integral presence of audiologists and speech-language pathologists in comprehensive interprofessional primary care teams

2024· preprint· en· W4401545568 on OpenAlexafffund
Grecia Alaniz, Jana N. Bataineh, Robin O’Hagan, Sheila Moodie, M. Kathleen Pichora‐Fuller, Jennifer Cameron-Turley, Bonnie Cooke, J. B. Orange, M Cooper, Danielle Glista

Bibliographic record

VenuePrimary Health Care Research & Development · 2024
Typepreprint
Languageen
FieldHealth Professions
TopicDysphagia Assessment and Management
Canadian institutionsLawson Health Research InstituteSimon Fraser UniversityBruyèreThe Wilson CentreUniversity of TorontoUniversity Health NetworkWestern University
FundersEmployment and Social Development CanadaGovernment of Canada
KeywordsPrimary careNursingPsychologyRehabilitationMedicineLanguage barrierMedical educationFamily medicineLinguisticsPhysical therapy

Abstract

fetched live from OpenAlex

AIM: This article provides an overview of the professional roles of audiologists and speech-language pathologists (S-LPs) in interprofessional primary care. BACKGROUND: Current published literature considering primary care delivery within comprehensive interprofessional teams contains little representation of professionals from the fields of audiology and speech-language pathology. METHODS: An illustrative case scenario highlights the key roles of audiologists and S-LPs in primary care, and how collaborative relationships within an interprofessional primary care team structure can enhance the overall quality of care provided to patients and to their families. FINDINGS: As experts in the prevention, diagnosis, and rehabilitation of communication disorders, with S-LPs supporting speech and swallowing disorders and audiologists supporting hearing and vestibular disorders, S-LPs and audiologists are well-positioned to support meaningful participation in primary care across the lifespan and in collaboration with different healthcare professionals, including patients experiencing cognitive decline.

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)0.006
metaresearch head score (Gemma)0.000
Version: codex-gemma-dda1882f352aValidation status: machine_predicted_unvalidated
Candidate categoriesMeta-epidemiology (narrow), Open science, Research integrity
Consensus categoriesnone
DomainCandidate signal: none · Consensus signal: none
Study designCandidate signal: Observational · Consensus signal: none
GenreCandidate signal: Empirical · Consensus signal: Empirical
Teacher disagreement score0.578
Threshold uncertainty score1.000

Codex and Gemma teacher scores by category

CategoryCodexGemma
Metaresearch0.0060.000
Meta-epidemiology (narrow)0.0010.000
Meta-epidemiology (broad)0.0010.000
Bibliometrics0.0010.001
Science and technology studies0.0010.001
Scholarly communication0.0000.000
Open science0.0010.018
Research integrity0.0010.008
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 head0.068
GPT teacher head0.484
Teacher spread0.416 · 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.

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
Published2024
Admission routes2
Has abstractyes

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