MétaCan
Menu
Back to cohort
Record W4414494573 · doi:10.5744/fa.2025.0012

Turhon A. Murad

2025· article· en· W4414494573 on OpenAlexaff
Melanie M. Beasley, Eric J. Bartelink, Amy Z. Mundorff, Ben Figura

Bibliographic record

VenueForensic Anthropology · 2025
Typearticle
Languageen
FieldSocial Sciences
TopicIslamic Studies and History
Canadian institutionsOffice of the Chief Medical Examiner
Fundersnot available
KeywordsCertificateState (computer science)BiographyIdentification (biology)Forensic science

Abstract

fetched live from OpenAlex

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 distilled prediction

Teacher imitation

Not 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.

metaresearch head score (Codex)0.000
metaresearch head score (Gemma)0.000
Version: codex-gemma-dda1882f352aValidation status: machine_predicted_unvalidated
Candidate categoriesScience and technology studies, Insufficient payload (model declined to judge)
Consensus categoriesnone
DomainCandidate signal: none · Consensus signal: none
Study designCandidate signal: Not applicable · Consensus signal: none
GenreCandidate signal: Other · Consensus signal: none
Teacher disagreement score0.928
Threshold uncertainty score1.000

Codex and Gemma teacher scores by category

CategoryCodexGemma
Metaresearch0.0000.000
Meta-epidemiology (narrow)0.0000.000
Meta-epidemiology (broad)0.0000.000
Bibliometrics0.0000.000
Science and technology studies0.0010.003
Scholarly communication0.0000.000
Open science0.0000.000
Research integrity0.0000.000
Insufficient payload (model declined to judge)0.0010.000

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.

Opus teacher head0.014
GPT teacher head0.329
Teacher spread0.315 · how far apart the two teachers sit on this one work
Validation statusscore_only:v0-immature-baseline · verbatim from the scoring run: score_only means the number may rank works, and no category label ships from it

Classification

machine, unvalidated

Machine predicted; a candidate call from one teacher head, not a consensus.

Study designNot applicable
Domainnot available
GenreOther

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".

Quick stats

Citations0
Published2025
Admission routes1
Has abstractyes

Explore more

Same venueForensic AnthropologySame topicIslamic Studies and HistoryFrench-language works237,207