Private sector benefits the most from efforts to market NHS skills abroad
Bibliographic record
Abstract
BACKGROUND: In the United Kingdom little is known about general practitioners9 attitudes to and behaviour concerning clinical guidelines. AIM: A study was performed to investigate these two under-researched areas. METHOD: In 1994 a postal questionnaire on clinical guidelines was sent to all 326 general practitioner principals on the list of Lincolnshire Family Health Services Authority. The questionnaire consisted of 20 attitude statements and an open question on clinical guidelines, as well as surveying characteristics and behaviour of respondents. RESULTS: Of the 326 general practitioners sent questionnaires, 213 (65%) replied. Most respondents (78%) reported having been involved in writing inhouse guidelines. An even greater proportion (92%) reported having participated in clinical audit. Respondents were generally in favour of clinical guidelines, with mean response scores indicating a positive attitude to guidelines in 15 of the 20 statements, a negative attitude in four and equivocation in one. The majority of respondents felt that guidelines were effective in improving patient care (69%). Members (or fellows) of the Royal College of General Practitioners had a more positive attitude than non-members towards guidelines. They were also significantly more likely than non-members to have written inhouse guidelines, as were those who had participated in audit compared with those who had not participated in audit. A substantial minority (over a quarter) of general practitioners were concerned that guidelines may be used for setting performance-related pay, or that they may lead to 9cookbook9 medicine, reduce clinical freedom or stifle innovation. There was also concern that guidelines should be scientifically valid. CONCLUSION: This study suggests that many general practitioners in the Lincolnshire Family Health Services Authority area have produced written inhouse guidelines. This is largely sustained by positive attitudes about the effectiveness and benefits of clinical guidelines. The positive attitude of RCGP members supports it in its continuing role in developing, implementing and evaluating guidelines in primary care. The question of whether incorporation of guidelines into clinical audit is an effective means to disseminate systematic research-based guidelines warrants further study.
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How this classification was reachedexpand
Full frame machine prediction
Teacher imitationNot 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.
Distilled classifier scores by category (both heads)
| Category | Codex | Gemma |
|---|---|---|
| Metaresearch | 0.002 | 0.004 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.001 | 0.001 |
| Science and technology studies | 0.001 | 0.001 |
| Scholarly communication | 0.003 | 0.002 |
| Open science | 0.000 | 0.004 |
| Research integrity | 0.002 | 0.001 |
| Insufficient payload (model declined to judge) | 0.188 | 0.044 |
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.
score_only:v0-immature-baseline · verbatim from the scoring run: score_only means the number may rank works, and no category label ships from itClassification
machine, unvalidatedMachine predicted; a candidate call from one source (direct Gemma or distilled Codex), not a consensus.
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".