Physician Board Certification in Hospice and Palliative Medicine
Bibliographic record
Abstract
The American Board of Hospice and Palliative Medicine (ABHPM) was formed in 1995 to establish and implement standards for certification of physicians practicing hospice and palliative medicine and, ultimately, accreditation of physician training in this discipline. The ABHPM has created a certification process that parallels other member boards of the American Board of Medical Specialties (ABMS). After 3(1/2) years and the administration of seven examinations, 623 physicians have achieved board certification in hospice and palliative medicine. Those with ABMS primary board certifications have been certified by anesthesiology, 4%; family practice, 23%; internal medicine, 55%; pediatrics, 1%; radiation oncology, 2%; and surgery, 2%. The majority describe their practice location as urban. Sixty-nine percent report more than 5 years of clinical experience in hospice/palliative medicine and 75% report an association with a hospice as medical director or hospice physician. Sixty-seven percent belong to the American Academy of Hospice and Palliative Medicine. Applicants were drawn from 48 states, Canada, and 3 foreign countries. The available data indicate only 20% were less than 40 years of age and that two-thirds were men. There is significant physician interest in seeking professional recognition of expertise in caring for terminally ill persons and their families through creation of a specialty in hospice and palliative medicine. Certification of physicians and accreditation of training programs are key elements in this process. This process will encourage more physicians to enter this field and provide needed expertise in the management of patients with progressive disease for whom the prognosis is limited, and the focus of care is quality of life.
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.
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 | 0.016 |
| 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 | 0.000 |
| Scholarly communication | 0.001 | 0.000 |
| Open science | 0.001 | 0.001 |
| Research integrity | 0.001 | 0.001 |
| Insufficient payload (model declined to judge) | 0.027 | 0.006 |
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".