The Use of Scientific Inscriptions in Criminology and Criminal Justice Journals: An Analysis of Publication Trends between 1985 and 2009
Bibliographic record
Abstract
The hierarchy of sciences distinguishes social sciences as "softer" than natural sciences as the latter place more emphasis on non-inferential strategies (i.e. scientific inscriptions). As a social science, criminology and criminal justice (CCJ) has struggled to integrate its analytical and experimental constituencies, hindering its research record. One solution is to embrace inscription techniques that "hard" sciences use to cumulate knowledge. The use of scientific inscriptions in 397 randomly selected articles published between 1985 and 2009 in 16 CCJ journals was compared with that of other scientific disciplines. Less than 10% of page space was devoted to data presentation (i.e. graphs plus tables) with no evidence of variation across the 25-year study period. Relative to other sciences, inscription usage in CCJ journals fell between psychology and sociology. Researchers are advised that the inclusion of inscriptions may aid in the transfer of experimental results to applied settings.
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 | 0.002 | 0.002 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.002 | 0.001 |
| Science and technology studies | 0.001 | 0.001 |
| Scholarly communication | 0.001 | 0.002 |
| 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".