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Record W3144309099

Utilization of dental services by children in low-income families in Alberta.

2011· article· en· W3144309099 on OpenAlexvenueaboutno aff

Bibliographic record

VenueJournal of The Canadian Dental Association · 2011
Typearticle
Languageen
FieldDentistry
TopicDental Health and Care Utilization
Canadian institutionsnot available
Fundersnot available
KeywordsMedicineFamily medicineDental healthLow incomeImmigrationService (business)Telephone interviewTelephone surveyFamily incomeHousehold incomeEnvironmental healthSocioeconomicsGeographyBusiness
DOInot available

Abstract

fetched live from OpenAlex

OBJECTIVE: To explore the utilization of dental services for children among low-income families receiving assistance from 2 provincial health benefit programs in Alberta. METHODS: A survey questionnaire was used in telephone interviews with 820 randomly selected clients of the Alberta Child Health Benefit (ACHB) and the Alberta Adult Health Benefit (AAHB) programs. Data related to utilization of dental services were analyzed. RESULTS: Among respondents to the questionnaires, 377 (93.1%) of 405 ACHB clients and 356 (85.8%) of 415 AAHB clients agreed that the programs helped them or their children to obtain dental services that they would not otherwise be able to receive. However, only 222 (54.8%) of the 405 ACHB respondents and 136 (57.4%) of 237 respondents with children covered by the AAHB program reported that their youngest child had received at least 1 dental service in the 12 months before the survey. Children in the 2 youngest age cohorts (i.e., those 4 years of age or younger) were less likely to have received each of several specific dental services, including a dental examination or checkup, and children 5 to 14 years of age were more likely to have received these dental services. The most used dental service for all age groups was a dental examination or checkup, and the least used was extraction. CONCLUSIONS: Despite the great need, low-income families underutilized the dental benefits for children offered by Alberta Employment and Immigration, which are designed to assist low-income Albertans. Parental awareness about public funding for dental services that is available did not seem to provide enough motivation to seek dental care for young children.

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)0.000
metaresearch head score (Gemma)0.000
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 score0.586
Threshold uncertainty score0.621

Codex and Gemma teacher scores by category

CategoryCodexGemma
Metaresearch0.0000.000
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 head0.008
GPT teacher head0.235
Teacher spread0.228 · 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
Published2011
Admission routes2
Has abstractyes

Explore more

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