Concrete evidence: Analysis of aggregate and cement in a homicide investigation
Why this work is in the frame
A frame that forgets how it found something cannot be audited. These are the routes that admitted this work.
Bibliographic record
Abstract
The unusual body deposition site described comprised three elements of concealment: i) a covert stream-based ravine some 60 m from the suspect’s home; ii) partial grave dug into the ravine bank and iii) final concealment using concrete slabs. Disaggregation and sieving of concrete samples from the site, suspect residence(s) and control samples was carried out. These allowed informative exclusion of all but one control sample and provided a range of possible comparisons that may reflect the sequence of concrete slab selection, transport and use in covering the victim. The textures/colours of disaggregated, dried sediment size fractions also proved useful in conveying principles of exclusion to the court and jury at a subsequent murder trial. This work flows from basic (visual) observation of dry, cut blocks, through regular laboratory procedures of thin section work to disaggregation and size separation of aggregate-cement fractions. Graphical presentation of each analysis provided effective communication of geological science during the trial at court, concluding with a verdict of guilty by aggravated murder. • Unusual blend of homicide victim concealment. • Blended approach of basic analyses. • Recommended workflow for similar future work. • Offender activity indicated by sequence of concealment.
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.
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 | 0.001 | 0.000 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.000 | 0.001 |
| 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 it