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Record W2076737194 · doi:10.1186/1710-1492-8-s1-a10

Impact of primary food allergies on the introduction of other foods amongst Canadian children

2012· article· en· W2076737194 on OpenAlexaffvenueabout
Mary McHenry, Wade Watson

Bibliographic record

VenueAllergy Asthma and Clinical Immunology · 2012
Typearticle
Languageen
FieldMedicine
TopicFood Allergy and Anaphylaxis Research
Canadian institutionsIzaak Walton Killam Health CentreDalhousie University
Fundersnot available
KeywordsFood allergyAllergyMedicineEnvironmental healthAnxietyFood hypersensitivityAnaphylaxisFamily medicinePediatricsPsychiatryImmunology

Abstract

fetched live from OpenAlex

Food-allergic children frequently avoid other foods. We hypothesized that parents of food-allergic children are not given consistent advice regarding introduction of allergenic foods; that these foods are avoided or delayed; and that there is significant anxiety when introducing new foods. An online survey was administered via Anaphylaxis Canada ’s website to Canadian parents and caregivers who are registered members of this organization and who have a child with a food allergy. 644 parents completed the online survey (60% male children, average age at diagnosis 21.8 months). The most common allergies were peanut (49%), milk (23%), and egg (18%). 51% of families were given advice regarding the introduction of other allergenic foods, 97% followed through with this advice. 72% were told to avoid certain foods, 41% to delay certain foods, and 14% were given varied advice. 58% of parents avoided or delayed other highly allergenic foods, mainly due to a fear of allergic reaction or anaphylaxis (93%). 69% of children did not have an allergic reaction when these foods were introduced. 68% of parents felt moderate or high levels of anxiety when introducing other foods. Families of children with food allergies receive varied advice regarding the introduction of new foods. The majority of children did not have an allergic reaction to the new food, even if it was initially avoided or delayed. Most parents feel moderate to high levels of anxiety when introducing new foods to their children. A more consistent approach to this advice may decrease parental anxiety.

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)0.001
metaresearch head score (Gemma)0.004
Version: metacan-v3-hybrid-931329e0061cValidation 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 score0.023
Threshold uncertainty score0.170

Distilled classifier scores by category (both heads)

CategoryCodexGemma
Metaresearch0.0010.004
Meta-epidemiology (narrow)0.0000.000
Meta-epidemiology (broad)0.0000.001
Bibliometrics0.0010.002
Science and technology studies0.0030.001
Scholarly communication0.0010.000
Open science0.0010.001
Research integrity0.0010.001
Insufficient payload (model declined to judge)0.0050.000

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 head0.027
GPT teacher head0.319
Teacher spread0.292 · 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 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
Published2012
Admission routes3
Has abstractyes

Explore more

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