Bibliographic record
Abstract
Dr. Turhon A. Murad was the first tenure-track biological anthropologist hired at California State University, Chico (Chico State). He founded the Human Identification Laboratory in 1974, became the 42nd Diplomate of the American Board of Forensic Anthropology in 1989, started the Chico State Certificate in Forensic Identification in 1995, and was active in forensic casework for 40 years. Turhon had a long, successful career as a professor and forensic anthropologist and was influential in the careers and lives of countless students, many of whom became forensic anthropologists. This biography was developed from discussions among the coauthors, all of whom were mentored by Turhon as master’s students. We highlight his key accomplishments, contributions to the field, and the role he played as a mentor and friend. While Turhon sometimes felt like an outsider in the field, given that his academic lineage was outside of forensic anthropology, he was tremendously proud of his students’ accomplishments and the strong program he helped build at Chico State.
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 | 0.001 | 0.004 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.001 | 0.000 |
| Science and technology studies | 0.002 | 0.001 |
| Scholarly communication | 0.003 | 0.001 |
| Open science | 0.000 | 0.001 |
| Research integrity | 0.001 | 0.002 |
| Insufficient payload (model declined to judge) | 0.117 | 0.038 |
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".