Bibliographic record
Abstract
The United Kingdom's General Medical Council (GMC) reported recently that it had processed the applications of 7,663 physicians during the first six months of its new revalidation system. According to the GMC, at least 30,000 will revalidate by the end of the year.The UK revalidation system requires physicians to demonstrate their ongoing engagement in efforts to keep their skills and knowledge up to date. The system was adopted last year after many years of development. All of the UK's more than 230,000 physicians are impacted by the new system. The GMC's goal is to have the majority of practicing physicians in the UK revalidated for the first time by 2016.Revalidation in the UK is based on an annual appraisal in which physicians gather information about their practice, including complaints from patients, for examination by review officers. The UK is the first country in the world to introduce a system of ongoing physician review across its entire health care system. Other countries are developing similar systems, including the United States, where a proposed maintenance of licensure system would require physicians to demonstrate their engagement in continuous professional development as a condition of license renewal.Source: Council on Licensure, Enforcement and Regulation Blog, July 2013The International Association of Medical Regulatory Authorities (IAMRA) has adopted the Statement of Intent on Proactive Information Sharing, providing guidance for the exchange of disciplinary information about physicians worldwide. The statement was prepared by IAMRA's Physician Exchange Working Group as a follow-up to a resolution adopted by IAMRA's Members General Assembly during its bi-annual meeting in 2012 in Ottawa, Canada.The purpose of the guidance document, according to IAMRA, is to protect patients and the public from those physicians whose practice may put them at risk, ensure a high level of quality in health care around the world and ensure the public's confidence in medical professionals and their regulation.The statement offers guidance for the circumstances in which disciplinary information about physicians should be exchanged — including situations involving criminal behavior, professional misconduct, professional incompetence or poor performance — and the way information should be exchanged. It also covers restrictions imposed as a result of impaired fitness to practice by reason of ill health.The statement provides a framework for protecting privacy and due process for physicians, for transmission of information in multi-language settings and for timing of release of information. Among its recommendations, the statement suggests that medical regulatory authorities should not release disciplinary information about physicians if no final decision has been taken because the case is still under investigation, a temporary sanction has been imposed pending a final decision or the physician has appealed the decision against him or her.Source: IAMRA website (www.iamra.com), August 2013
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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 | 0.004 | 0.022 |
| Meta-epidemiology (narrow) | 0.001 | 0.001 |
| Meta-epidemiology (broad) | 0.001 | 0.001 |
| Bibliometrics | 0.004 | 0.004 |
| Science and technology studies | 0.007 | 0.002 |
| Scholarly communication | 0.012 | 0.007 |
| Open science | 0.003 | 0.006 |
| Research integrity | 0.011 | 0.008 |
| Insufficient payload (model declined to judge) | 0.351 | 0.193 |
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; the direct Gemma label and the distilled Codex classifier agree on what is shown here.
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".