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Record W7161948400 · doi:10.82308/40951

Clinical practice guidelines in the social sciences: Knowledge, attitudes, and experiences of policy makers and professionals in Quebec

2021· dissertation· en· W7161948400 on OpenAlexaboutno aff
Constantina Stamoulos

Bibliographic record

Venuenot available
Typedissertation
Languageen
FieldMedicine
TopicClinical practice guidelines implementation
Canadian institutionsnot available
Fundersnot available
KeywordsLaggingGuidelineQuality (philosophy)Clinical PracticeExcellenceEmpirical researchProcess (computing)PARRY

Abstract

fetched live from OpenAlex

Clinical practice CPGs (CPGs) are valuable resources that are intended to guide practitioners in making decisions regarding assessment and treatment (Beauchamp et al., 2012; Field & Lohr, 1992; Graham et al., 2011). They offer solutions to inherent issues in clinical practice and provide considerable related benefits. The manner in which CPGs are developed and the quality of the CPGs themselves determine their level of utility (Alonso-Coello et al., 2010; Brouwers et al., 2010). CPGs should be based on empirical evidence and represent best practices (Alonso-Coello et al., 2010; Hollon et al., 2014). Although their development has skyrocketed over the years (Beauchamp et al., 2011; Colón-Emeric et al., 2007), empirical research on guideline development, methodological rigour, evaluation and approval process and quality, as well as their uptake in practice, is lagging within the social science domain (especially when compared to medicine; Parry et al., 2003; Proctor et al., 2009). Obtaining the knowledge, attitudes, and experiences of policy makers who develop and approve CPGs, as well as of the professionals who are expected to use them, would provide valuable insight into these areas. To our knowledge, research has yet to examine policy makers’ and professionals’ knowledge, attitudes, and experiences of CPGs in Quebec and in the social science domain as a whole. Building on these important gaps in the literature, the current dissertation consisted of three studies aimed at investigating these areas. Study 1 surveyed 34 members of the board of directors across the five regulatory bodies in Quebec and in the social sciences. The survey focused on their knowledge of guideline methods and development, their attitudes, and experiences of development and approval of the CPGs produced by these regulatory bodies. The results showed that board members have variable familiarity of key components of guideline development and are unfamiliar with guideline development methods. Their attitudes toward guideline objectives were mostly positive, and their attitudes and experiences toward guideline development and approval processes were largely positive. Study 2 examined the existing social science literature specific to professionals’ knowledge, attitudes, and guideline uptake and related barriers and facilitators via a systematic scoping review. Peer-reviewed and grey literature was searched and systematically assessed for 35 articles using five electronic databases. The findings indicated global interest in this area over more recent years, despite the limited available research overall and poor representation of social science professions. The results also showed varied guideline topics, mixed levels of knowledge and a slight preference for positive attitudes towards CPGs among professionals, a lack of uptake of CPGs, and various barriers and facilitators to guideline uptake. Study 3 surveyed 954 professionals across the five regulatory bodies in Quebec and in the social sciences pertaining to CPGs. The survey focused on their knowledge, attitudes, and use and implementation of the CPGs produced by these regulatory bodies. The results illustrated that professionals were knowledgeable of CPGs and development methods, and mostly had positive attitudes towards guideline objectives, development, and credibility. While most CPGs were relevant to practice, some were irrelevant, suggesting the need for improved CPGs and more conscientious use of resources. The most relevant CPGs were largely used by professionals. Several barriers and facilitators to guideline uptake were also found. Findings from these three studies highlight the discrepancy between members of the board of directors’ and professionals’ knowledge and attitudes, and the existing literature on guideline development and quality

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)0.011
metaresearch head score (Gemma)0.031
Version: metacan-v3-hybrid-931329e0061cValidation 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 score0.075
Threshold uncertainty score0.543

Distilled classifier scores by category (both heads)

CategoryCodexGemma
Metaresearch0.0110.031
Meta-epidemiology (narrow)0.0000.000
Meta-epidemiology (broad)0.0000.000
Bibliometrics0.0010.003
Science and technology studies0.0070.003
Scholarly communication0.0040.002
Open science0.0010.003
Research integrity0.0020.002
Insufficient payload (model declined to judge)0.0050.000

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 head0.334
GPT teacher head0.661
Teacher spread0.327 · 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 designQualitative
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
Published2021
Admission routes1
Has abstractyes

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