Bibliographic record
Abstract
unexpectedly of a heart attack at his home on April 5, 2004.He had been in apparently good health and was working productively at the very end of his life.He was widely regarded as one of the foremost hepatic pathologists in the world.Although interested in all types of liver disease, he was especially known for his expertise in liver tumors, inherited metabolic diseases, viral hepatitis, and drug-induced liver injury.Kamal was born in Atbara, Sudan, in 1928 to Syrian and Turkish parents.He spent most of his childhood and early adulthood in Cairo, Egypt.His father, recognizing with remarkable insight that English would be the dominant world language in the 20th century, sent his three children to primary and secondary school at the English Mission College in Cairo, where they received a first-rate British education.Kamal subsequently attended Cairo University, graduating M.B., Ch.B. in 1951, followed by a rotating internship and a residency in internal medicine.He was awarded a Fulbright Scholarship at the U.S. Naval Medical Research Unit at Cairo, where he studied schistosomiasis and brucellosis and published his first 16 papers.Dr. Ishak immigrated to the U.S. in 1957, becoming a naturalized citizen in 1965.He trained in pathology, first at Baptist Memorial Hospital in San Antonio, TX, and then at Baylor University Medical Center in Dallas, TX, where he also enrolled in graduate school, earning a Ph.D. in microbiology.He came to the Armed Forces Institute of Pathology (AFIP) in Washington, DC, in 1963 as a staff pathologist and became chief of the Hepatic Pathology Branch in 1965 upon the retirement of the pioneer hepatopathologist, Hans Smetana.In the 1960's the AFIP had earned the reputation as the place with definitive answers in pathology.The Institute, founded in 1863 as the Army Medical Museum, had collected specimens from around the world during the expansion of U.S. military engagements that began with the Spanish-American War.During World War II, it established a worldwide network of medical laboratories to diagnose the unusual diseases encountered by the troops.Epidemics of hepatitis during and after the war provided material for seminal publications on the pathology of acute, fulminant and chole-
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 | 0.000 | 0.001 |
| Meta-epidemiology (narrow) | 0.001 | 0.000 |
| Meta-epidemiology (broad) | 0.001 | 0.000 |
| Bibliometrics | 0.001 | 0.000 |
| Science and technology studies | 0.000 | 0.000 |
| Scholarly communication | 0.001 | 0.001 |
| Open science | 0.000 | 0.000 |
| Research integrity | 0.001 | 0.002 |
| Insufficient payload (model declined to judge) | 0.051 | 0.026 |
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".