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Record W2411930478 · doi:10.11622/smedj.2016046

The joy of parenting: infant sleep intervention to improve maternal emotional well-being and infant sleep

2016· article· en· W2411930478 on OpenAlexaff
Brian Symon, GE Crichton

Bibliographic record

VenueSingapore Medical Journal · 2016
Typearticle
Languageen
FieldPsychology
TopicSleep and related disorders
Canadian institutionsKensington Health
Fundersnot available
KeywordsMedicineAnxietySleep (system call)Depression (economics)PleasureIntervention (counseling)Perceived Stress ScalePediatricsPsychiatryPsychologyStress (linguistics)

Abstract

fetched live from OpenAlex

INTRODUCTION: This study aimed to examine how improving infant sleep impacted the emotional well-being of mothers. METHODS: The participants were 80 mothers of infants aged 6-12 months; they attended a primary care medical clinic in Adelaide, Australia, for assistance with infant sleep problems. Behavioural intervention consisted of a 45-minute consultation, where verbal and written information describing sleep physiology and strategies to improve infant sleep was provided. Mothers were followed up 2-6 weeks later. Mothers rated their confidence (C), pleasure (P) and frustration (F) on a scale from 0 to 10, and completed the Depression Anxiety Stress Scale 21 at each consultation. The number of night-time awakenings and time taken to see an improvement in infant sleep were also reported. RESULTS: There was a significant increase in the C and P scores, and a significant decrease in the F scores (all p < 0.001). The mean total CPF score increased significantly from 14 to 25 (maximum score = 30). There was also a significant decrease in depression, anxiety and stress in the mothers (all p < 0.001). The mean number of maximum night awakenings also decreased significantly, from 4.9 to 0.5 (p < 0.001). The mean time taken to see improved infant sleep, as reported by the mothers, was 2.8 nights. CONCLUSION: A single consultation using a behavioural strategy to improve infant sleep was effective in improving infant sleep and in increasing maternal emotional well-being. In particular, the scores for 'pleasure in being a mother' increased dramatically.

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)0.000
metaresearch head score (Gemma)0.001
Version: metacan-v3-hybrid-931329e0061cValidation status: machine_predicted_unvalidated
Candidate categoriesnone
Consensus categoriesnone
DomainCandidate signal: none · Consensus signal: none
Study designCandidate signal: Non-randomized trial · Consensus signal: none
GenreCandidate signal: Empirical · Consensus signal: Empirical
Teacher disagreement score0.002
Threshold uncertainty score0.007

Distilled classifier scores by category (both heads)

CategoryCodexGemma
Metaresearch0.0000.001
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)0.0020.000

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 head0.006
GPT teacher head0.275
Teacher spread0.269 · 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 designNon-randomized trial
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

Citations31
Published2016
Admission routes1
Has abstractyes

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