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Record W1421930097

Family medicine in Canada : Vision for the future

2005· article· en· W1421930097 on OpenAlex

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

VenueEurope PMC (PubMed Central) · 2005
Typearticle
Languageen
FieldHealth Professions
TopicPrimary Care and Health Outcomes
Canadian institutionsnot available
Fundersnot available
KeywordsPaceEconomic shortageFamily doctorsFamily medicineMedicineHealth careSisterPosition (finance)Government (linguistics)Public healthPolitical scienceNursingBusinessLawGeography
DOInot available

Abstract

fetched live from OpenAlex

On November 25, 2004, at a national media conference, the College of Family Physicians of Canada released its position paper Family Medicine in Canada—Vision for the Future. The paper has been shared with our chapters, university departments of family medicine, governments, and sister medical and health care organizations across Canada. It will also be part of an international forum with delegates from Canada, the United States, the United Kingdom, Australia, New Zealand, and the Netherlands that will be looking at the future of family medicine around the world. The complete paper can be found on our website at http://www.cfpc.ca. Some of the key messages follow. Canada is facing a crisis. Timely access to health care services is getting progressively worse for Canadians. The single biggest reason for this is a severe shortage of health professionals, and high on the list of those in short supply are family doctors. More than 4 million Canadians cannot find family physicians to care for them1; those without family doctors are more vulnerable to prolonged wait times throughout the system1 and are less satisfied with the performance of all other health professionals, institutions, and governments.2 Canadians continue to place high value on the role of family physicians. More than two thirds indicate that family physicians are their most important caregivers.3 For family physicians, system support has not kept pace with public support. Because of changes in the health care environment, many family doctors have had to assume greater responsibility for increasingly acute and complex patients, with little health system understanding, acknowledgment, or remuneration for their changing role. Because of increased workloads in practices, their role in medical schools and hospitals has often been undermined. For many, trying to maintain a commitment to comprehensive, continuing care has become a major challenge. For medical students—our physicians of the future—the image of family medicine has been tarnished, and increasing numbers of them are turning their backs on the opportunity to become part of one of the most rewarding and satisfying branches of the medical profession. This must change. Family Medicine in Canada—Vision for the Future presents evidence of limited access, reviews public poll indicators of Canadians’ perceptions and preferences, discusses medical student and resident training challenges, and analyzes many factors related to these issues and opportunities that could be pursued. Among its 126 recommendations are the following. Access to care for patients must include patients’ perspectives, which means measuring wait times from when symptoms are first experienced not from the much later point of a visit to a specialist (specific strategies for promoting access for underserved populations are required). Access to medical care must recognize patients’ needs for personal, comprehensive, continuing care (including public health; illness prevention; and acute, chronic, and palliative care strategies) in a variety of settings. Access for patients must focus on the full continuum of care from family physicians to specialists and to shared care for chronic diseases. Health human resource planning must ensure a sustainable supply of family physicians through a process that promotes family medicine as an attractive choice for students, that accounts for the changing demographics and practice patterns of family physicians, and that provides sufficient family medicine residency positions. Future family physicians should be educated and trained in a system that encourages visible, credible, well supported roles for the discipline of family medicine and family physician teachers and researchers in our medical schools and teaching centres. Family medicine residency programs should produce graduates with the knowledge, skills, and attitudes that will enable them to provide comprehensive continuing care for patients in rural and urban communities across Canada. Innovation and quality in family medicine must be encouraged through support for family medicine research, strategies to transfer new ideas and knowledge into practice, and recognition for family physicians committed to lifelong learning. The value of family physicians must be actively promoted. Family medicine must be recognized as a discipline equal to all specialties in Canada, and the income gap between family physicians and other specialists must be addressed. Our system must support family doctors in their important roles as teachers, researchers, and caregivers for millions of Canadians. It is critical to restore and strengthen the role of Canada’s family physicians if we hope to ensure personal, comprehensive, continuing care for patients and families across Canada. It is equally important to support the new and expanding roles family doctors play as the link between advances in science and technology and day-to-day patient care. Their future role in helping patients understand and appropriately implement medical breakthroughs, along with their responsibility to deal with challenges in public and population health, will be immense. Family Medicine in Canada—Vision for the Future highlights concerns and recommends steps that must be taken by governments, medical schools, and health professionals to ensure that family doctors and family medicine will be the vital force that Canadians want at the centre of their health care system long into the future.

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 categoriesnone
Consensus categoriesnone
DomainCandidate signal: none · Consensus signal: none
Study designCandidate signal: Not applicable · Consensus signal: Not applicable
GenreCandidate signal: Empirical · Consensus signal: none
Teacher disagreement score0.591
Threshold uncertainty score0.809

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 studies0.0000.000
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 head0.034
GPT teacher head0.339
Teacher spread0.304 · 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