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Record W4200093013 · doi:10.33448/rsd-v10i16.24209

Advanced Access in Primary Health Care: experiences from Brazil and Canada

2021· article· en· W4200093013 on OpenAlex
Isabela Oliveira de Almeida, Débora de Souza Santos, Dalvani Marques, Fernanda Mota Rocha, Nathália de Souza Monezi

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.

aboutThe title or abstract carries a Canadian signal from the geographic lexicon.
no affNo Canadian affiliation: this work is invisible to an affiliation-only frame.
No Canadian affiliation. An affiliation-only frame, the usual design, would never have seen this work. It is one of the works that make the case for inverting the frame.

Bibliographic record

VenueResearch Society and Development · 2021
Typearticle
Languageen
FieldHealth Professions
TopicHealth, Nursing, Elderly Care
Canadian institutionsnot available
Fundersnot available
KeywordsScopusPortugueseContext (archaeology)Health careBusinessMedicineNursingMEDLINEPolitical scienceGeographyEconomic growthEconomics

Abstract

fetched live from OpenAlex

Access is the timely use of services in order to meet the needs of the user. As an alternative to the traditional model, the Advanced Access (AA) model appears in Canada , with schedules restricted to specific cases. Objectives: The purpose of this article is to analyze the existing scientific production about the Advanced Access model in Primary Health Care. Methods: Integrative literature review using the descriptors (1) “Health Care Accessibility” OR “Primary Health Care” AND and (2) "Advanced Access" in the PubMed, Scopus and BIREME databases. Selection criteria were studies published in the last five years, available in Portuguese, English or Spanish and dealing with the theme. Results: Eight studies were selected, six were grouped into two categories of analysis: “The Canadian experience with AA : a model in consolidation”; and “The Brazilian experience with AA: local experiments” and the other two contributed to enrich the discussion. The AA stands out to balance capacity and demand with physical infrastructure and adequate staff, both in the international arena, as the experiences of municipalities, improving the quality of APS. Conclusion: Studies that detail the AA in its practice, as well as the challenges and needs, can inspire other health units to study it and consider its implementation if it is appropriate for its context, aiming to improve the health and care of its population.

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)0.001
metaresearch head score (Gemma)0.000
Version: codex-gemma-dda1882f352aValidation status: machine_predicted_unvalidated
Candidate categoriesScience and technology studies
Consensus categoriesnone
DomainCandidate signal: none · Consensus signal: none
Study designCandidate signal: Qualitative · Consensus signal: Qualitative
GenreCandidate signal: Empirical · Consensus signal: Empirical
Teacher disagreement score0.381
Threshold uncertainty score0.999

Codex and Gemma teacher scores by category

CategoryCodexGemma
Metaresearch0.0010.000
Meta-epidemiology (narrow)0.0000.000
Meta-epidemiology (broad)0.0000.000
Bibliometrics0.0000.000
Science and technology studies0.0020.000
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 head0.097
GPT teacher head0.498
Teacher spread0.401 · 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