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Record W4405263017 · doi:10.33844/cjm.2024.6041

Insomnia Management in Primary Care: Outcomes from a Canadian National Survey Reveal Challenges and Opportunities to Improve Clinical Practice

2024· article· en· W4405263017 on OpenAlex
Serge Lessard, W.H. Chow, Gabrielle Lessard, Atul Khullar

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.
fundA Canadian funder is recorded on the work.
venuePublished in a venue whose home country is Canada.
aboutThe title or abstract carries a Canadian signal from the geographic lexicon.

Bibliographic record

VenueCanadian Journal of Medicine · 2024
Typearticle
Languageen
FieldHealth Professions
TopicSchool Health and Nursing Education
Canadian institutionsUniversity of AlbertaUniversity of Ottawa
FundersEisai CanadaEisai
KeywordsPrimary careClinical PracticeInsomniaMedicinePsychologyNursingFamily medicinePsychiatry

Abstract

fetched live from OpenAlex

Insomnia is prevalent yet remains underrecognized and inconsistently treated in Canadian primary care. Significant learning and knowledge gaps exist for Canadian Primary Care Physicians (PCPs) managing patients with insomnia. Consequently, Canadian PCPs were invited to participate in a national Needs Assessment survey to provide real-world insights into the management of insomnia and to identify current gaps in clinical care of insomnia. A Steering Committee comprising Canadian psychiatrists and PCPs, with strong expertise in insomnia, collaborated on a national survey on the management of insomnia and a subsequent article exploring survey results. The Collaborative CME and Research Network (CCRN) and the article authors validated the content and conducted factor analysis for construct validity to assess the survey's validity and reliability. Data were analyzed using descriptive statistics to summarize and identify trends. CCRN ensured appropriate regional representation in the survey roll-out and subsequent collection of responses. Survey findings revealed limitations in training, skills, and knowledge regarding insomnia management. Critical knowledge and learning gaps identified through the survey underscored the need for training and targeted Continuing Medical Education (CME) to help Canadian Healthcare Providers (HCPs), especially PCPs, understand better the complexities of insomnia. Barriers include reluctance to recommend cognitive behavioural therapy in insomnia (CBT-I) and limited awareness of the orexin pathway’s role in the sleep/wake cycle, as well as therapies specifically indicated for insomnia. This article highlights the need to address these barriers to help HCPs better support their patients with insomnia and alleviate the burden on the healthcare system.

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)0.003
Version: codex-gemma-dda1882f352aValidation status: machine_predicted_unvalidated
Candidate categoriesnone
Consensus categoriesnone
DomainCandidate signal: none · Consensus signal: none
Study designCandidate signal: Observational · Consensus signal: none
GenreCandidate signal: Empirical · Consensus signal: none
Teacher disagreement score0.713
Threshold uncertainty score0.989

Codex and Gemma teacher scores by category

CategoryCodexGemma
Metaresearch0.0050.003
Meta-epidemiology (narrow)0.0000.000
Meta-epidemiology (broad)0.0000.000
Bibliometrics0.0010.000
Science and technology studies0.0000.000
Scholarly communication0.0000.000
Open science0.0000.000
Research integrity0.0000.001
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 head0.292
GPT teacher head0.501
Teacher spread0.210 · 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