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Record W4384820266 · doi:10.1111/scd.12903

Experiences of dentists and caregivers of patients with special care needs–A qualitative study

2023· article· en· W4384820266 on OpenAlexaff
Rachel M. Tobis, Elaine Cardoso, Carilynne Yarascavitch, Howard C. Tenenbaum, Amir Azarpazhooh, Joanna E. M. Sale

Bibliographic record

VenueSpecial Care in Dentistry · 2023
Typearticle
Languageen
FieldPsychology
TopicBehavioral and Psychological Studies
Canadian institutionsSt. Michael's HospitalSunnybrook Health Science CentreMount Sinai HospitalPublic Health OntarioUniversity of Toronto
Fundersnot available
KeywordsMedicineSpecial needsThematic analysisQualitative researchAnxietyHealth careNursingDental careObligationNeeds assessmentPopulationFamily medicinePsychiatry

Abstract

fetched live from OpenAlex

BACKGROUND: Patients with special care needs (developmental disabilities) have unique and complex needs regarding their oral health and care. This qualitative study aimed to identify the experiences, preferences and challenges of dentists and caregivers regarding behavior guidance techniques for dental care in persons with special care needs. METHODS: Relying on qualitative description as articulated by Sandelowski, we conducted telephone interviews with a purposeful sample of five special care dentists and seven caregivers. We analyzed the data using thematic analysis. RESULTS: Four themes were highlighted: (1) Neither pharmacological or non-pharmacological behavior guidance techniques was universally suitable, (2) A patient-centered approach was critical, (3) The dental environment triggered patients' behaviors and anxiety levels, (4) There was more demand for, than supply of, qualified dentists to treat patients with special care needs. CONCLUSIONS: Persons with special care needs are heterogeneous and respond to various behavioral techniques required to deliver their treatment. Behavior guidance planning should be negotiated carefully with patients and caregivers and then individualized based on patients' capabilities and needs for treatment. The necessity to manage complex behaviors has contributed to the limitation of access to dental care for persons with special care needs. Dentistry as a profession has the obligation to uphold the social contract and meet its responsibility to the dental care needs of this population.

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)0.008
metaresearch head score (Gemma)0.014
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 score0.010
Threshold uncertainty score0.045

Distilled classifier scores by category (both heads)

CategoryCodexGemma
Metaresearch0.0080.014
Meta-epidemiology (narrow)0.0010.001
Meta-epidemiology (broad)0.0010.001
Bibliometrics0.0010.002
Science and technology studies0.0100.007
Scholarly communication0.0030.003
Open science0.0010.005
Research integrity0.0020.003
Insufficient payload (model declined to judge)0.0030.000

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 head0.082
GPT teacher head0.385
Teacher spread0.303 · 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

Citations6
Published2023
Admission routes1
Has abstractyes

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