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Record W3136534614

Perinatal Determinants of Mental Disorders Identifying Risk Factors and Testing the Effectiveness of Early Interventions on Infant and Child Emotion Regulation

2020· dissertation· en· W3136534614 on OpenAlexaboutno aff
John Krzeczkowski

Bibliographic record

VenueMacSphere (McMaster University) · 2020
Typedissertation
Languageen
FieldPsychology
TopicChild and Adolescent Psychosocial and Emotional Development
Canadian institutionsnot available
Fundersnot available
KeywordsPsychological interventionInfant mental healthDiagnostic Classification of Mental Health and Developmental Disorders of Infancy and Early ChildhoodPsychologyDevelopmental psychologyMental healthClinical psychologyPsychiatryMedicinePrevalence of mental disorders
DOInot available

Abstract

fetched live from OpenAlex

Objectives: To investigate the preventive potential of the Developmental Origins of Health and Disease (DOHaD) hypothesis as it pertains to emotion dysregulation and psychopathology by: i) elucidating the impact of modifiable perinatal risk factors, and ii) examining whether a postnatal intervention can improve infant emotion regulation. Methods: Studies 1 and 2 used data from the Canadian Healthy Infant Longitudinal Development (CHILD) cohort and the Maternal-Infant Research on Environmental Chemicals (MIREC) cohort to examine if modifiable perinatal risk factors (including prenatal diet quality) confounded the link between prenatal metabolic complications and offspring psychopathology. Study 3 used MIREC data to examine if prenatal diet quality was linked to a biomarker of emotion regulation in infants (autonomic nervous system (ANS) function). Studies 4 and 5 used data from 40 infants of mothers diagnosed with postpartum depression (PPD) and 40 healthy control infants matched on infant age sex and socioeconomic status. These studies examined if infant emotion regulation (Study 4) and mother-infant physiological synchrony (a marker of dyadic emotion regulation-Study 5) improved following maternal cognitive behavioral therapy (CBT) for PPD. Results: In Studies 1 and 2, prenatal diet quality accounted for significant variance in the links between prenatal metabolic complications and offspring psychopathology. In Study 3, poor prenatal diet quality was associated with adverse ANS development in offspring. In Studies 4 and 5, infants exhibited more adaptive emotion regulation and mother-infant synchrony improved following maternal receipt of CBT for PPD. v Conclusions: Elucidating the impact of modifiable perinatal risk factors on offspring psychopathology provides meaningful targets for intervention, and postnatal interventions may improve offspring emotion regulation and could reduce the risk of psychopathology. This work highlights the importance of the perinatal period as a time during which modifiable risk factors can be identified and intervened upon to reduce mental disorder risk across the lifespan.

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)0.002
metaresearch head score (Gemma)0.006
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 score0.029
Threshold uncertainty score0.058

Distilled classifier scores by category (both heads)

CategoryCodexGemma
Metaresearch0.0020.006
Meta-epidemiology (narrow)0.0010.000
Meta-epidemiology (broad)0.0010.001
Bibliometrics0.0000.000
Science and technology studies0.0000.000
Scholarly communication0.0000.000
Open science0.0010.001
Research integrity0.0000.001
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 head0.022
GPT teacher head0.260
Teacher spread0.238 · 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
Published2020
Admission routes1
Has abstractyes

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