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Record W4231116910 · doi:10.32920/ryerson.14654712.v1

Connecting home and hospital life : cultural influence in child life practice

2021· preprint· en· W4231116910 on OpenAlexaffabout
Jennifer E Butterly

Bibliographic record

Venuenot available
Typepreprint
Languageen
FieldPsychology
TopicCounseling, Therapy, and Family Dynamics
Canadian institutionsToronto Metropolitan University
Fundersnot available
KeywordsJournaling file systemGrounded theoryPsychosocialDemographicsResource (disambiguation)NursingPsychologyMedicineQualitative researchSociologyPsychotherapist

Abstract

fetched live from OpenAlex

The changing demographics of illness necessitate the provision of complex care practices designed to meet the individual needs of families from diverse backgrounds. Providing psychosocial care to paediatric patients, child life specialists integrate processes designed to better understand their patients, thus informing their plans of care. Through the use of Grounded Theory, this study involves 7 child life specialists from a large city in Ontario and explores the processes implemented by child life specialists in getting to know their patients and families. Data obtained from semi-structured interviews and a reflective journaling exercise was examined for evidence of cultural influence and a greater understanding of child life specialists' perceived comfort and ability was explored. The results of this study suggest child life specialists engage in culturally responsive practices, however several barriers and challenges exist. Resource needs are identified and implications for practice are examined.

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)0.003
metaresearch head score (Gemma)0.010
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 score0.241
Threshold uncertainty score0.480

Distilled classifier scores by category (both heads)

CategoryCodexGemma
Metaresearch0.0030.010
Meta-epidemiology (narrow)0.0000.000
Meta-epidemiology (broad)0.0000.000
Bibliometrics0.0010.001
Science and technology studies0.0080.012
Scholarly communication0.0050.001
Open science0.0010.003
Research integrity0.0010.001
Insufficient payload (model declined to judge)0.0020.000

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 head0.014
GPT teacher head0.310
Teacher spread0.296 · 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

Citations0
Published2021
Admission routes2
Has abstractyes

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