Bibliographic record
Abstract
Two challenges confront the clinician treating Hodgkin lymphoma today: achieving a high level of effectiveness while minimizing toxicity. At least 80% of patients can be cured with currently available chemotherapy regimens, augmented in selected patients with the addition of involved field radiation or intensified chemotherapy assisted by granulocyte growth factors or stem cell transplantation. Major late toxicity including infertility, premature menopause, cardiovascular disease and second neoplasms can be avoided in most patients if the treatment program is chosen carefully. The extent of disease (stage) and, for advanced stage lymphoma, the presence of well-characterized prognostic factors can be established with readily available clinical, laboratory and imaging techniques. Results from carefully designed and analyzed clinical trials have identified optimal treatment approaches for patients with limited and advanced stage disease. Those with limited stage Hodgkin lymphoma should be treated with brief chemotherapy, only augmented with involved field irradiation if an early complete remission is not achieved. Most patients with advanced stage lymphoma can be cured with an extended course of ABVD (doxorubicin, bleomycin, vinblastine and dacarbazine). The small minority under the age of 60 years with an International Prognostic Factors Project score of 5 or greater should be considered for intensified chemotherapy. Patients known to have bulky tumor(s) (> 10 cm) at diagnosis may require adjuvant irradiation at the conclusion of chemotherapy, but its utility has not been unequivocally established and radiation should be avoided in those who achieve a complete remission, where it is known to be ineffective. With careful selection of treatment program most patients found to have Hodgkin lymphoma today can be offered a high probability of cure and a low likelihood of major late toxicity. However, without detailed attention to the extent of lymphoma and other prognostic factors, there is as much danger of over-treatment as under-treatment. Only by thoughtfully adjusting the treatment program to the extent of disease and response to treatment can the clinician determine the optimal approach, maximizing likelihood of cure and minimizing late toxicity.
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 distilled prediction
Teacher imitationNot 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.
Codex and Gemma teacher scores by category
| Category | Codex | Gemma |
|---|---|---|
| Metaresearch | 0.000 | 0.000 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.001 | 0.000 |
| Bibliometrics | 0.000 | 0.000 |
| Science and technology studies | 0.000 | 0.000 |
| Scholarly communication | 0.000 | 0.000 |
| Open science | 0.000 | 0.000 |
| Research integrity | 0.000 | 0.000 |
| Insufficient payload (model declined to judge) | 0.000 | 0.000 |
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.
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 teacher head, 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".