MétaCan
Menu
← Back to cohort

S675 Development and Validation of a Novel Self-Report Mental Health Scale for Patients With Gastroduodenal Disorders of Gut-Brain Interaction: The Alimetry Gut-Brain Wellbeing Survey

2023· article· en· W4387750280 on OpenAlexaff
Mikaela Law, Isabella Pickering, Gayl Humphrey, Gabrielle Sebaratnam, Gabriel Schamberg, Katie Simpson, Peng Du, Charlotte Daker, Armen A. Gharibans, Greg O’Grady, Christopher N. Andrews, Stefan Calder

Bibliographic record

VenueThe American Journal of Gastroenterology · 2023
Typearticle
Languageen
FieldMedicine
TopicGastrointestinal motility and disorders
Canadian institutionsUniversity of Calgary
Fundersnot available
KeywordsCronbach's alphaMental healthAnxietyMedicinePopulationScale (ratio)Clinical psychologyPsychiatryPsychometrics

Abstract

fetched live from OpenAlex

Introduction: Patients with gastroduodenal disorders of gut-brain interaction (DGBIs) often experience psychological comorbidity, highlighting the bidirectional relationship between psychological factors and gastrointestinal symptoms. Consequently, it is recommended that clinicians routinely evaluate the mental wellbeing of these patients as part of standard care. However, no mental wellbeing scale has been developed specifically for this patient population. This research describes the multi-phase process used to develop and validate a novel mental wellbeing scale for patients with gastroduodenal DGBIs. Methods: A patient-centred co-development process was implemented, employing a multi-phase mixed-methods approach. In Phase 1, the most relevant concepts for this patient population were selected from existing mental health scales, utilising data collected from a sample of 79 patients with gastroduodenal DGBIs. During Phase 2, an interdisciplinary team of experts generated scale items based on the identified concepts and existing literature. In Phase 3, the scale underwent pre-testing with external gastroenterologists (n=9), health psychologists (n=3), and patients with gastroduodenal DGBIs (n=12). Feedback was incorporated through multiple rounds to refine the scale. Lastly, in Phase 4, the psychometric properties of the final scale were assessed in a sample of 182 patients via an online survey. Results: The final Alimetry Gut-Brain Wellbeing (AGBW) Survey comprises a patient preface, 10 close-ended questions, and a final optional open-ended question. This multi-dimensional scale can be used to assess general mental wellbeing, alongside specific subscales relating to depression, stress, and anxiety. Cronbach’s alpha coefficients were 0.91 for the total scale and ranged from 0.72-0.87 for the subscales, indicating high internal consistency. Comparisons with other validated questionnaires demonstrated good convergent, divergent, concurrent, and known-groups validity of the total score and subscale scores. Conclusion: The AGBW Survey is a brief, novel scale, developed to assess mental wellbeing in patients with gastroduodenal DGBIs. It serves as a valuable tool to complement physiological tests, enabling the routine assessment of mental wellbeing in these patients. The AGBW Survey has the potential to guide psychological referrals, inform multidisciplinary management plans, and evaluate treatment outcomes in both clinical and research settings.

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)0.005
metaresearch head score (Gemma)0.008
Version: metacan-v3-hybrid-931329e0061cValidation status: machine_predicted_unvalidated
Candidate categoriesnone
Consensus categoriesnone
DomainCandidate signal: none · Consensus signal: none
Study designCandidate signal: Bench or experimental · Consensus signal: none
GenreCandidate signal: Empirical · Consensus signal: Empirical
Teacher disagreement score0.005
Threshold uncertainty score0.026

Distilled classifier scores by category (both heads)

CategoryCodexGemma
Metaresearch0.0050.008
Meta-epidemiology (narrow)0.0000.000
Meta-epidemiology (broad)0.0010.001
Bibliometrics0.0010.001
Science and technology studies0.0000.000
Scholarly communication0.0010.001
Open science0.0000.001
Research integrity0.0000.001
Insufficient payload (model declined to judge)0.0030.001

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 head0.282
Teacher spread0.268 · 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 designBench or experimental
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
Published2023
Admission routes1
Has abstractyes

Explore more

Same venueThe American Journal of Gastroenterology→Same topicGastrointestinal motility and disorders→French-language works237,207→