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Record W1949201784

Making the most of our time.

2006· letter· en· W1949201784 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

VenueGrower talks · 2006
Typeletter
Languageen
FieldMedicine
TopicClinical practice guidelines implementation
Canadian institutionsnot available
Fundersnot available
KeywordsDementiaMedicineReferralFamily medicineGuidelineAuditSurpriseGerontologyPsychologyDisease
DOInot available

Abstract

fetched live from OpenAlex

I enjoyed reading Dr Nazerali’s editorial in the February issue of Canadian Family Physician, as well as the accompanying articles. I have submitted the results of my own research in this area, but the timing was such that it will be published in a future issue of CFP. I led a group of researchers in the Dementia-NET group as we audited the practices of 160 family physicians in Ottawa, Ont; Toronto, Ont; and Calgary, Alta, to evaluate the extent to which family physicians follow the 48 key recommendations of the 1999 Canadian Consensus Conference on Dementia (CCCD). What we discovered, notwithstanding the limitations of chart audits, was interesting and perhaps disturbing. We found that family physicians had a very high referral rate (>80%), mostly to neurologists and geriatricians. This reflects, perhaps, family physicians’ lack of comfort in managing dementia or, perhaps, family members’ pressure to refer patients to specialists. We also discovered that few physicians assessed caregiver coping, which is a predictor of early institutionalization. Finally, few physicians assessed driving status and safety (about 13%). As a practising family doctor, however, these results do not surprise me, and they fit with some of the issues that Dr Nazerali raised in her editorial. First, time pressures are enormous for family physicians and are getting worse as we deal with more elderly patients with chronic illnesses. Second, the CCCD guidelines were passively disseminated with the Canadian Medical Association Journal, a sure-fire way to ensure that a guideline is ineffective. I agree that guidelines are very important in aiding family physicians to care for complex patients, but they need to be generated differently. We should not rely on a top-down approach from our specialist colleagues. There needs to be far greater input from family physicians about both content and process. There should also be more input from patients and their families. Further, passive dissemination does not work. Guideline makers need to develop tool kits that offer family physicians several options for implementation in their practices, as Dr Nazerali mentioned. Finally, there must be greater discussion, within the medical profession and within the community, about models of care. Among the options that need to be considered are shared-care models versus specialty-care models. The situation is becoming even more complex as primary care reform progresses. In family health teams, for example, which might have other providers available, the role of the family physician will need to be clarified. The next phase in our research, which we have just started, is to conduct focus groups with family physicians aimed at exploring all of the questions that Dr Nazerali raised in her editorial, including the role and structure of guidelines and models of care that might help family physicians to define and optimize their role in dementia care. We hope that over time our research will improve care for dementia patients and the lives of family physicians. Thanks for highlighting these important issues for Canadian family physicians.

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)0.001
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: Commentary · Consensus signal: Commentary
Teacher disagreement score0.033
Threshold uncertainty score0.834

Codex and Gemma teacher scores by category

CategoryCodexGemma
Metaresearch0.0010.001
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)0.0010.000

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 head0.212
GPT teacher head0.463
Teacher spread0.251 · 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