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Record W4405358628 · doi:10.1111/1468-0009.12723

Comprehensiveness in Primary Care: A Scoping Review

2024· review· en· W4405358628 on OpenAlexafffund
Agnes Grudniewicz, Ellen Randall, Lori Jones, Aidan Bodner, M. Ruth Lavergne

Bibliographic record

VenueMilbank Quarterly · 2024
Typereview
Languageen
FieldHealth Professions
TopicPrimary Care and Health Outcomes
Canadian institutionsSimon Fraser UniversityDalhousie UniversityUniversity of Ottawa
FundersCanadian Institutes of Health Research
KeywordsCINAHLCLARITYGrey literatureContext (archaeology)MEDLINEHealth careNursingData extractionMedicinePsychologyPsychological interventionPolitical science

Abstract

fetched live from OpenAlex

Policy Points Efforts to address a perceived decline of comprehensiveness in primary care are hampered by the absence of a clear and common understanding of what comprehensiveness means. This scoping review mapped two domains of comprehensiveness (breadth of care and approach to care) as well as a set of factors that enable comprehensive practice. The resulting conceptual map supports greater clarity for future use of the term comprehensiveness, facilitating more precisely targeted research, practice, and policy efforts to improve primary care systems. CONTEXT: Associated with system efficiency and patient-perceived quality, comprehensiveness is widely recognized as foundational to high-quality primary care. However, there is concern that comprehensiveness is declining and that primary care physicians are providing a narrower range of services. Efforts to address this perceived decline are hampered by the many different and sometimes vague definitions of comprehensiveness in current use. This scoping review explored how comprehensiveness in primary care is conceptualized and defined in order to map its attributes in support of being able to more clearly and precisely define this key concept in research, practice, and policy. METHODS: We conducted a scoping review, following the methods of Arksey and O'Malley and Levac and colleagues. The search included terms for two key concepts: primary care and comprehensiveness. Developed in Ovid Medical Literature Analysis and Retrieval System Online (MEDLINE), the search was adapted for Cumulated Index in Nursing and Allied Health Literature (CINAHL) and Embase, as well as for gray literature. After a multistep review, included sources underwent detailed data extraction. FINDINGS: A total of 360 sources were extracted; 57% were empirical studies and 65% were published between 2010 and 2022. Across these sources, we identified nine attributes of comprehensiveness in primary care. We mapped these attributes into two conceptual domains: breadth of care (services, settings, health needs and conditions, patients served, and availability) and approach to care (one-stop shop, whole-person care, referrals and coordination, and longitudinal care). Additionally, we identified three enablers of comprehensiveness, namely structures and resources, teams, and competency. CONCLUSIONS: The conceptual map of comprehensiveness in primary care offers a valuable tool that supports clarity for future use of the term comprehensiveness. The domains and attributes we identified can be used to develop definitions and measures that are appropriate to research, practice, and policy contexts, enabling more precise efforts to improve primary care systems.

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 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)0.001
metaresearch head score (Gemma)0.000
Version: codex-gemma-dda1882f352aValidation status: machine_predicted_unvalidated
Candidate categoriesMeta-epidemiology (narrow), Research integrity, Insufficient payload (model declined to judge)
Consensus categoriesnone
DomainCandidate signal: none · Consensus signal: none
Study designCandidate signal: Systematic review · Consensus signal: none
GenreCandidate signal: Review · Consensus signal: Review
Teacher disagreement score0.491
Threshold uncertainty score1.000

Codex and Gemma teacher scores by category

CategoryCodexGemma
Metaresearch0.0010.000
Meta-epidemiology (narrow)0.0010.001
Meta-epidemiology (broad)0.0060.001
Bibliometrics0.0010.001
Science and technology studies0.0000.000
Scholarly communication0.0000.000
Open science0.0010.000
Research integrity0.0010.003
Insufficient payload (model declined to judge)0.0000.005

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 head0.121
GPT teacher head0.504
Teacher spread0.382 · 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 teacher head, not a consensus.

Study designSystematic review
Domainnot available
GenreReview

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

Citations7
Published2024
Admission routes2
Has abstractyes

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