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Recent Developments in the Methods and Applications of the Bond Valence Model
Why is this work in the frame?
A frame that forgets how it found something cannot be audited. These are the routes that admitted this work.
Canadian affiliationAn author listed a Canadian institution. This is the only route the usual frame has.
About CanadaIts subject is Canada, wherever its authors sit.
Classifier prediction
metacan-v1-d91a1de5be90Predictions imitate two machine teachers. Scores are not calibrated prevalence probabilities.
- Classifier candidate
- Theoretical or conceptualNot applicable
- Classifier consensus
- N/A
Teacher imitation scores
Codex
Other design0.995
Theoretical or conceptual0.019
Systematic review0.006
Metaresearch0.004
Meta-epidemiology (broad)0.004
Not applicable0.001
Simulation or modelling0.000
Bibliometrics0.000
Observational0.000
Meta-analysis0.000
Meta-epidemiology (narrow)0.000
Open science0.000
Research integrity0.000
Bench or experimental0.000
Science and technology studies0.000
Scholarly communication0.000
Randomized trial0.000
Non-randomized trial0.000
Case report0.000
Qualitative0.000
Gemma
Not applicable0.934
Theoretical or conceptual0.031
Metaresearch0.013
Bench or experimental0.005
Systematic review0.001
Meta-epidemiology (broad)0.001
Simulation or modelling0.000
Bibliometrics0.000
Open science0.000
Meta-analysis0.000
Research integrity0.000
Observational0.000
Meta-epidemiology (narrow)0.000
Science and technology studies0.000
Scholarly communication0.000
Randomized trial0.000
Non-randomized trial0.000
Case report0.000
Qualitative0.000
Machine scores (provisional)
Baseline scores from an immature model (maturity gate not passed, 7 training rounds). Scores rank; they never assert a category.
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.
Opus teacher head0.093
GPT teacher head0.436
- Teacher spread
- 0.344 how far apart the two teachers sit on this one work
- Validation status
score_only:v0-immature-baselineverbatim from the scoring run: score_only means the number may rank works, and no category label ships from it
Abstract
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.