MétaCan
Menu
Back to cohort

Challenges for Children with Special Health Needs at the Time of Transition to School

2015· book-chapter· en· W2494312416 on OpenAlexaff
Magdalena Janus, Ayesha Siddiqua

Bibliographic record

VenueAdvances in early childhood and K-12 education · 2015
Typebook-chapter
Languageen
FieldPsychology
TopicFamily and Disability Support Research
Canadian institutionsMcMaster University
Fundersnot available
KeywordsTransition (genetics)Special needsService providerService (business)Special educationMedicineNursingProcess (computing)PsychologyMedical educationPublic relationsBusinessPedagogyPolitical sciencePsychiatryMarketingComputer science

Abstract

fetched live from OpenAlex

In this chapter, the transition from pre-school to kindergarten for children who need assistance with developmental/physical disabilities or chronic illnesses (children with “special health needs”) will be discussed. Services available during this transition are often inadequate to facilitate a successful school entry among children with special health needs. Administrative challenges involving multiple services agencies and differences in philosophy of pre-school and kindergarten service providers reduce the continuity of services during transition. While there are numerous strategies in place to facilitate the transition process, parents have reported many barriers to a smooth transition. These include lack of communication with staff at school, lack of preparation of education professionals, late and inadequate levels of service provision. Several service recommendations have been proposed to address these barriers, whose effectiveness remains largely understudied. Additional studies are needed to examine the role of diverse strategies in achieving successful transition.

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: Other design · Consensus signal: none
GenreCandidate signal: Other · Consensus signal: none
Teacher disagreement score0.838
Threshold uncertainty score0.672

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 head0.028
GPT teacher head0.335
Teacher spread0.307 · 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 designOther design
Domainnot available
GenreOther

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

Citations2
Published2015
Admission routes1
Has abstractyes

Explore more

Same venueAdvances in early childhood and K-12 educationSame topicFamily and Disability Support ResearchFrench-language works237,207