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
Early Work on the Ecology of Crime The Place of Environmental Criminology within Criminological Thought M.A. Andresen Of the Development of the Propensity to Crime (1842) L.A.J. Quetelet Localities of Crime in Suffolk (1856) J. Glyde Juvenile Delinquency in a Small City (1916) E.W. Burgess Juvenile Delinquency and Urban Areas: A Study of Rates of Delinquency in Relation to Differential Characteristics of Local Communities in American Cities (1969) C.R. Shaw and H.D. McKay Urban Ecological Aspects of Crime in Akron (1974) G.F. Pyle, E.W. Hanten, P.G. Williams, A.L. Pearson II, J.G. Doyle, and K. Kwofie Intraurban Crime Patterns (1974) K.D. Harries Classics in Environmental Criminology Social Change and Crime Rate Trends: A Routine Activity Approach (1979) L.E. Cohen and M. Felson Routine Activities and Crime: An Analysis of Victimization in Canada (1990) L.W. Kennedy and D.R. Forde Notes on the Geometry of Crime (1981) P.L. Brantingham and P.J. Brantingham The Use of Space in Burglary (1985) G.F. Rengert and J. Wasilchick Nodes, Paths, and Edges: Considerations on the Complexity of Crime and the Physical Environment (1993) P.L. Brantingham and P.J. Brantingham Modeling Offenders' Decisions: A Framework for Research and Policy (1985) R.V. Clarke and D.B. Cornish Linking Criminal Choices, Routine Activities, Informal Control, and Criminal Outcomes (1986) M. Felson Understanding Crime Displacement: An Application of Rational Choice Theory (1987) D.B. Cornish and R.V.G. Clarke Environment, Routine, and Situation: Toward a Pattern Theory of Crime (1993) P.L. Brantingham and P.J. Brantingham Environmental Criminology and Crime Prevention A Conceptual Model of Crime Prevention (1976) P.J. Brantingham and F.L. Faust Crime Prevention and Control through Environmental Engineering (1969) C.R. Jeffery Criminal Behavior and the Physical Environment: A Perspective C.R. Jeffery Situational Crime Prevention: Theory and Practice R.V.G. Clarke Routine Activities and Crime Prevention in the Developing Metropolis (1987) M. Felson Future Spaces: Classics in Environmental Criminology-Where Do We Go from Here? B. Kinney References Index
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 | 0.000 | 0.000 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.000 | 0.000 |
| 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) | 0.054 | 0.001 |
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