Interpretation: High-dimensional data-driven subtyping of people with insomnia has addressed an unmet need to reduce the heterogeneity of insomnia disorder. Subtyping facilitates identification of the underlying causes of insomnia, development of personalised treatments, and selection of patients with the ...
Despite the advent of machine learning frameworks such as the seminal SHAP (Shapley Additive exPlanations) [23], which allow for interpretation of the magnitude of a variable’s impact on model predictions, revealing the structure of relations is a formidable challenge. Network analysis is one metho...
31. An apnea-hypopnea index of ≥1.5 was used as the threshold to determine the presence of OSA32. In phase 3, participants were asked if they had been diagnosed with obstructive
[26]. On the other hand, low internal consistency shows that a measure's elements are poorly or not related to one another, which typically points to the need to modify or remove some of the measure's components [26]. The range of interpretation for Cronbach's alpha values is: Less ...
Role of the Funder/Sponsor: The funding source had no role in the design and conduct of the study; collection, management, analysis, and interpretation of the data; preparation, review, or approval of the manuscript; and decision to submit the manuscript for publication. References 1. Morin ...
The interpretation of Cronbach’s alpha values follows George and Mallery [39]. Primary outcomes PSQI: Pittsburgh Sleep Quality Index [40, 41]. This questionnaire measures sleep onset latency, total sleep time and subjective sleep quality. The re-test reliability is good, r = 0.82–0.89 ...
Role of the Funder/Sponsor: The funding sources had no role in the design and conduct of the study; collection, management, analysis, and interpretation of the data; preparation, review, or approval of the manuscript; and decision to submit the manuscript for publication. Additional Contributions...
Author Contributions All authors made a significant contribution to the work reported, whether that is in the conception, study design, execution, acquisition of data, analysis and interpretation, or in all these areas; took part in drafting, revising or critically reviewing the article; gave final...
At the lower levels of severity, independence from these other spectra would be more plausible, but not as overall symptom burden increased. Such an interpretation would be consistent with the “two-factor” symptom construct in populations, where the first factor would be attributed to common ...
Role of the Funder/Sponsor: The funders had no role in the design and conduct of the study; collection, management, analysis, and interpretation of the data; preparation, review, or approval of the manuscript; and decision to submit the manuscript for publication. Data Sharing Statement: See ...