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Record W2921713407 · doi:10.1097/jwh.0000000000000130

Establishing Expert-Based Recommendations for the Conservative Management of Pregnancy-Related Diastasis Rectus Abdominis: A Delphi Consensus Study

2019· article· en· W2921713407 on OpenAlex

Why this work is in the frame

A frame that forgets how it found something cannot be audited. These are the routes that admitted this work.

affAt least one author lists a Canadian institution in the pinned OpenAlex snapshot.
aboutThe title or abstract carries a Canadian signal from the geographic lexicon.

Bibliographic record

VenueJournal of Womenʼs Health Physical Therapy · 2019
Typearticle
Languageen
FieldSocial Sciences
TopicDelphi Technique in Research
Canadian institutionsMcMaster University
Fundersnot available
KeywordsDelphi methodDelphiMedicineNominal group techniqueLikert scalePsychologyKnowledge managementComputer scienceArtificial intelligence

Abstract

fetched live from OpenAlex

Purpose: Pregnancy-related diastasis rectus abdominis (DRA) is a prevalent condition. Consequences of a widened linea alba ultimately remain unknown. Current evidence on conservative management is conflicting, creating debate among practitioners. This study aims at developing a set of expert consensus-based recommendations for the assessment and conservative management of DRA. Methods: Selected Canadian women's health physiotherapists were invited to participate in a 3-phase Delphi consensus study. Phase I comprised 82 items divided into 6 domains, and to determine agreement, each item was rated on a 5-point Likert scale. Consensus was defined as agreement greater than 80%. In phase II, items receiving consensus were ranked and collapsed and summary descriptions were proposed. In phase III, final consensus was determined. Results: A total of 21 of the 28 (75%) invited experts participated. Phase I generated 38 consensus statements. Phase II translated into 30 consensus statements as well as modifications to proposed summary statements for each data category. Remaining items did not reach consensus. Consensus for 28 expert-based recommendations was achieved in phase III. Conclusions: This study generated 28 expert-based recommendations achieved through a 3-phase consensus process for the assessment and conservative management of DRA. Nationally recognized Canadian expert physiotherapists in women's health agree that the impairments and dysfunctions related to DRA are multidimensional and emphasize the need for a global and tailored care approach. Clinical Relevance: This is the first study to establish consensus across key stakeholders to assist in bridging the current evidence-practice gap regarding pregnancy-related DRA. Our findings point to matters that require further study. Level of Evidence: 5 (expert opinion). This article has a Video Abstract available at https://links.lww.com/JWHPT/A24.

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.

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)0.005
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: Qualitative · Consensus signal: none
GenreCandidate signal: Empirical · Consensus signal: Empirical
Teacher disagreement score0.702
Threshold uncertainty score0.426

Codex and Gemma teacher scores by category

CategoryCodexGemma
Metaresearch0.0050.000
Meta-epidemiology (narrow)0.0000.000
Meta-epidemiology (broad)0.0010.000
Bibliometrics0.0000.001
Science and technology studies0.0000.000
Scholarly communication0.0000.000
Open science0.0010.000
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 head0.218
GPT teacher head0.513
Teacher spread0.295 · 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