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Record W4413111041 · doi:10.1017/s1352465825000128

Diagnostic classification of fear of childbirth: why specific phobia may not be enough

2025· article· en· W4413111041 on OpenAlexaff
Nichole Fairbrother, Cora Keeney

Bibliographic record

VenueBehavioural and Cognitive Psychotherapy · 2025
Typearticle
Languageen
FieldMedicine
TopicMaternal Mental Health During Pregnancy and Postpartum
Canadian institutionsUniversity of British Columbia
Fundersnot available
KeywordsPsychologySpecific phobiaChildbirthPsychotherapistClinical psychologyAnxietyPsychoanalysisPsychiatryAnxiety disorderPregnancy

Abstract

fetched live from OpenAlex

Abstract Background: Fear of childbirth (FoB) is a common experience during pregnancy which can cause clinically significant distress and impairment. To date, a number of investigations of FoB have assumed that clinically significant FoB is best understood as a type of specific phobia. However, preliminary evidence suggests that specific phobia may not be the only diagnostic category under which clinically significant symptoms of FoB are best described. Aim: The current study is the first to investigate which DSM-5 diagnostic categories best describe clinically significant symptoms of FoB. Method: Pregnant people reporting high levels of FoB ( n =18) were administered diagnostic interviews related to their experience of FoB. Results: Participants ( n =18) were predominantly nulliparous (73.3%), cisgender women (83.3%). Of these, 14 (77.8%) met criteria for one or more DSM-5 anxiety-related disorders. Preliminary findings suggest that primary FoB may align with specific phobia criteria, whereas secondary FoB (following a traumatic birth) may be better classified under post-traumatic stress disorder (PTSD). FoB also featured in other anxiety-related disorders but was not the primary focus (e.g. obsessive-compulsive disorder). Four participants did not meet criteria for any DSM- 5 disorder. Conclusions: Findings provide preliminary evidence that clinically significant FoB fits within existing DSM-5 categories, in particular specific phobia and PTSD. Although FoB-related concerns appears in other anxiety-related disorder categories, it does not appear as the primary focus. Although informative, due to the small sample employed in this research, replication in larger and more diverse samples is needed.

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: Observational · Consensus signal: Observational
GenreCandidate signal: Empirical · Consensus signal: Empirical
Teacher disagreement score0.061
Threshold uncertainty score0.452

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 head0.053
GPT teacher head0.341
Teacher spread0.289 · 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 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
Published2025
Admission routes1
Has abstractyes

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